{
  "name": "GeoSalience AI visibility tools comparison",
  "version": "1.0.0",
  "license": "CC BY 4.0",
  "licenseUrl": "https://creativecommons.org/licenses/by/4.0/",
  "citation": "GeoSalience (2026). AI visibility tools compared: 35 platforms, features and prices — dataset (snapshot 2026-10-03). https://geosalience.com/measurement/ai-visibility-tools-compared",
  "snapshot": "Prices and features as published by each vendor on 2026-10-03. Every value carries its source URL, checkedAt date and confidence; Wayback Machine snapshots where captured.",
  "snapshotDate": "2026-10-03",
  "fx": {
    "source": "https://www.ecb.europa.eu/stats/eurofxref/eurofxref-daily.xml",
    "ecbDate": "2026-10-02",
    "EUR_USD": 1.1225,
    "EUR_GBP": 0.85033,
    "EUR_PLN": 4.3775,
    "EUR_AUD": 1.6176,
    "EUR_CHF": 0.9279,
    "note": "EUR and GBP prices converted to USD at the ECB euro reference rate of the date shown (units per 1 EUR)."
  },
  "vocabulary": {
    "tri": "yes | no (the vendor’s own page shows it absent) | n/a (not documented — never read as no)",
    "engine": "included | add-on | no | n/a",
    "scenario": "fits | custom-quote (no published plan covers it; a sales path exists) | not-supported (no plan covers it) | n/a (undeterminable, with reason)",
    "confidence": "verified (vendor pricing/docs page on checkedAt) | vendor claim | third-party | n/a"
  },
  "definitions": {
    "answerCheck": "One prompt answered by one engine once.",
    "checksPerMonth": "prompts × engines × runs per month (daily = 30.4, weekly = 4.35, monthly = 1), or credits per month when one credit buys one answer.",
    "costPer1kChecks": "Monthly plan price in USD ÷ checks per month × 1,000.",
    "scenarios": [
      {
        "id": "S",
        "label": "Solo / SMB",
        "prompts": 50,
        "engines": [
          "chatgpt",
          "perplexity",
          "googleAio"
        ],
        "frequency": "weekly",
        "countries": 1
      },
      {
        "id": "M",
        "label": "In-house team",
        "prompts": 150,
        "engines": [
          "chatgpt",
          "gemini",
          "perplexity",
          "googleAio",
          "googleAiMode"
        ],
        "frequency": "daily",
        "countries": 1
      },
      {
        "id": "L",
        "label": "Enterprise / agency",
        "prompts": 500,
        "engines": [
          "chatgpt",
          "gemini",
          "perplexity",
          "googleAio",
          "googleAiMode",
          "claude",
          "copilot",
          "grok"
        ],
        "frequency": "daily",
        "countries": 3
      }
    ]
  },
  "csvFields": {
    "id": "Stable identifier",
    "name": "Product name as the vendor labels it",
    "vendor": "Company",
    "category": "native (dedicated AI-visibility product) | suite-module (module of an SEO/marketing suite)",
    "parent_product": "Suite the module belongs to",
    "reviewed": "true if the article reviews the tool in depth (12 of 35)",
    "url": "Product page",
    "pricing_url": "Pricing page read on the snapshot date",
    "docs_url": "Product documentation",
    "hq_country": "ISO 3166 country of the company headquarters",
    "ownership": "independent | vc-backed | public-company | subsidiary-of:<parent>",
    "year_launched": "Year the product launched",
    "method": "How answers are collected: api | ui-rendering | panel-clickstream | mixed | undisclosed (from the vendor’s own wording)",
    "method_quote": "The vendor’s own wording on how answers are collected (verbatim, ≤40 words)",
    "engine_chatgpt": "chatgpt: included | add-on | no (vendor says not supported) | n/a (not documented)",
    "engine_googleAio": "googleAio: included | add-on | no (vendor says not supported) | n/a (not documented)",
    "engine_googleAiMode": "googleAiMode: included | add-on | no (vendor says not supported) | n/a (not documented)",
    "engine_gemini": "gemini: included | add-on | no (vendor says not supported) | n/a (not documented)",
    "engine_perplexity": "perplexity: included | add-on | no (vendor says not supported) | n/a (not documented)",
    "engine_claude": "claude: included | add-on | no (vendor says not supported) | n/a (not documented)",
    "engine_copilot": "copilot: included | add-on | no (vendor says not supported) | n/a (not documented)",
    "engine_grok": "grok: included | add-on | no (vendor says not supported) | n/a (not documented)",
    "engine_deepseek": "deepseek: included | add-on | no (vendor says not supported) | n/a (not documented)",
    "engine_metaAi": "metaAi: included | add-on | no (vendor says not supported) | n/a (not documented)",
    "engines_other": "Other engines the vendor tracks (name and status)",
    "setting_country": "Prompts can be run with a chosen country: yes | no | n/a (not documented)",
    "setting_language": "Prompts can be run with a chosen language: yes | no | n/a (not documented)",
    "setting_persona": "Prompts can be run with a chosen persona: yes | no | n/a (not documented)",
    "metric_mentions": "Brand mentions — Whether an answer names your brand. yes | no (vendor’s page shows it absent) | n/a (not documented)",
    "metric_citations": "Citations with source URLs — Which pages the engine linked as sources, URL by URL. yes | no (vendor’s page shows it absent) | n/a (not documented)",
    "metric_sov": "Share of voice vs competitors — Your share of mentions or citations against named competitors. yes | no (vendor’s page shows it absent) | n/a (not documented)",
    "metric_position": "Position / prominence — Where in the answer the brand appears (first, listed, buried). yes | no (vendor’s page shows it absent) | n/a (not documented)",
    "metric_sentiment": "Sentiment — Whether the answer describes the brand positively, neutrally or negatively. yes | no (vendor’s page shows it absent) | n/a (not documented)",
    "metric_accuracy": "Accuracy / hallucination flags — Flags answers that state wrong facts about the brand. yes | no (vendor’s page shows it absent) | n/a (not documented)",
    "metric_discovery": "Prompt discovery or volume estimates — Suggests prompts to track or estimates how often they are asked. yes | no (vendor’s page shows it absent) | n/a (not documented)",
    "metric_crawlers": "AI-crawler log analytics — Reports which AI crawlers fetch your site, from server logs or a tag. yes | no (vendor’s page shows it absent) | n/a (not documented)",
    "metric_referrals": "AI referral traffic attribution — Attributes site visits to AI engines (ChatGPT, Perplexity, …). yes | no (vendor’s page shows it absent) | n/a (not documented)",
    "action_recommendations": "Recommendations — Tells you what to change to improve visibility. yes | no (vendor’s page shows it absent) | n/a (not documented)",
    "action_content": "Content generation / optimisation — Drafts or rewrites content inside the tool. yes | no (vendor’s page shows it absent) | n/a (not documented)",
    "action_audits": "Technical audits (schema, llms.txt, crawlability) — Checks structured data, llms.txt, robots rules or crawlability. yes | no (vendor’s page shows it absent) | n/a (not documented)",
    "action_outreach": "Citation / outreach workflows — Finds the sources engines cite and helps you get onto them. yes | no (vendor’s page shows it absent) | n/a (not documented)",
    "data_api": "API — Programmatic access to the tracking data. yes | no (vendor’s page shows it absent) | n/a (not documented)",
    "data_csv": "CSV export — Download of results as a CSV file. yes | no (vendor’s page shows it absent) | n/a (not documented)",
    "data_looker": "Looker Studio connector — A native Looker Studio (Google Data Studio) connector. yes | no (vendor’s page shows it absent) | n/a (not documented)",
    "data_warehouse": "Warehouse / BigQuery export — Export to BigQuery, Snowflake or another data warehouse. yes | no (vendor’s page shows it absent) | n/a (not documented)",
    "data_slack": "Slack integration — Alerts or reports delivered to Slack. yes | no (vendor’s page shows it absent) | n/a (not documented)",
    "data_email": "Email alerts or reports — Scheduled email reports or alerts. yes | no (vendor’s page shows it absent) | n/a (not documented)",
    "data_mcp": "MCP server — A Model Context Protocol server, so AI assistants can query the data. yes | no (vendor’s page shows it absent) | n/a (not documented)",
    "fit_agency": "Agency multi-client — Separate workspaces or projects for several clients under one account. yes | no (vendor’s page shows it absent) | n/a (not documented)",
    "fit_whitelabel": "White-label reports — Reports or a portal under the agency’s own brand. yes | no (vendor’s page shows it absent) | n/a (not documented)",
    "fit_sso": "SSO — Single sign-on (SAML or OpenID Connect). yes | no (vendor’s page shows it absent) | n/a (not documented)",
    "fit_soc2": "SOC 2 — The vendor states a SOC 2 report or attestation. yes | no (vendor’s page shows it absent) | n/a (not documented)",
    "fit_iso27001": "ISO 27001 — The vendor states ISO/IEC 27001 certification. yes | no (vendor’s page shows it absent) | n/a (not documented)",
    "fit_gdpr": "GDPR statement — A published GDPR statement, DPA or privacy terms naming GDPR. yes | no (vendor’s page shows it absent) | n/a (not documented)",
    "fit_euResidency": "EU data residency — Customer data can be kept in the EU. yes | no (vendor’s page shows it absent) | n/a (not documented)",
    "ui_languages": "Interface languages the vendor lists",
    "pricing_model": "per-prompt | credits | per-check | per-seat | usage-based | bundle | custom",
    "prompt_unit": "What one billable prompt or credit is, in or near the vendor’s words",
    "prompt_per_engine": "Is one prompt charged once per engine? yes | no | n/a",
    "prompt_per_country": "Is one prompt charged once per country? yes | no | n/a",
    "free_plan": "Free plan: yes | no | n/a",
    "free_trial": "Free trial: yes | no | n/a",
    "free_trial_days": "Trial length in days",
    "trial_card_required": "Card required for the trial: yes | no | n/a",
    "published_plans": "Number of plans with a published price",
    "sales_only_plans": "Number of sales-quoted plans",
    "entry_price_usd": "Cheapest published paid plan that delivers ongoing tracking, monthly billing, USD",
    "entry_plan": "The plan, or base-plus-add-on route, behind the entry price",
    "entry_basis": "How the entry price was derived when it is not a single list price",
    "segment": "budget (entry < $100) | mid ($100–$499) | enterprise (≥ $500 or sales only)",
    "best_rate_plan": "Paid plan (monthly billing) with the lowest cost per 1,000 answer checks",
    "best_rate_checks_per_month": "Answer checks per month that plan delivers",
    "best_rate_cost_per_1k_usd": "Its cost per 1,000 answer checks, USD",
    "largest_plan": "Highest-priced self-serve plan (monthly billing)",
    "largest_plan_usd": "Its monthly price, USD",
    "scenario_S_monthly_status": "Scenario S, monthly billing: fits | custom-quote (no published plan covers it; a sales path exists) | not-supported (no plan covers it) | n/a (undeterminable)",
    "scenario_S_monthly_plan": "Scenario S, monthly billing: cheapest fitting published plan",
    "scenario_S_monthly_usd": "Scenario S, monthly billing: monthly cost in USD of that plan plus any published add-ons it needs",
    "scenario_S_monthly_reason": "Scenario S, monthly billing: one-line reason when the status is not \"fits\"",
    "scenario_S_annual_status": "Scenario S, annual billing: fits | custom-quote (no published plan covers it; a sales path exists) | not-supported (no plan covers it) | n/a (undeterminable)",
    "scenario_S_annual_plan": "Scenario S, annual billing: cheapest fitting published plan",
    "scenario_S_annual_usd": "Scenario S, annual billing: monthly cost in USD of that plan plus any published add-ons it needs",
    "scenario_S_annual_reason": "Scenario S, annual billing: one-line reason when the status is not \"fits\"",
    "scenario_M_monthly_status": "Scenario M, monthly billing: fits | custom-quote (no published plan covers it; a sales path exists) | not-supported (no plan covers it) | n/a (undeterminable)",
    "scenario_M_monthly_plan": "Scenario M, monthly billing: cheapest fitting published plan",
    "scenario_M_monthly_usd": "Scenario M, monthly billing: monthly cost in USD of that plan plus any published add-ons it needs",
    "scenario_M_monthly_reason": "Scenario M, monthly billing: one-line reason when the status is not \"fits\"",
    "scenario_M_annual_status": "Scenario M, annual billing: fits | custom-quote (no published plan covers it; a sales path exists) | not-supported (no plan covers it) | n/a (undeterminable)",
    "scenario_M_annual_plan": "Scenario M, annual billing: cheapest fitting published plan",
    "scenario_M_annual_usd": "Scenario M, annual billing: monthly cost in USD of that plan plus any published add-ons it needs",
    "scenario_M_annual_reason": "Scenario M, annual billing: one-line reason when the status is not \"fits\"",
    "scenario_L_monthly_status": "Scenario L, monthly billing: fits | custom-quote (no published plan covers it; a sales path exists) | not-supported (no plan covers it) | n/a (undeterminable)",
    "scenario_L_monthly_plan": "Scenario L, monthly billing: cheapest fitting published plan",
    "scenario_L_monthly_usd": "Scenario L, monthly billing: monthly cost in USD of that plan plus any published add-ons it needs",
    "scenario_L_monthly_reason": "Scenario L, monthly billing: one-line reason when the status is not \"fits\"",
    "scenario_L_annual_status": "Scenario L, annual billing: fits | custom-quote (no published plan covers it; a sales path exists) | not-supported (no plan covers it) | n/a (undeterminable)",
    "scenario_L_annual_plan": "Scenario L, annual billing: cheapest fitting published plan",
    "scenario_L_annual_usd": "Scenario L, annual billing: monthly cost in USD of that plan plus any published add-ons it needs",
    "scenario_L_annual_reason": "Scenario L, annual billing: one-line reason when the status is not \"fits\"",
    "flag_price_estimate": "true when prices are configurator estimates rather than list prices (D11)",
    "flag_agency_route_unconfirmed": "true when the cheapest route is an agency plan whose availability to brands is not stated (D5)",
    "flag_excluded_from_aggregates": "true when the tool is left out of medians and ranges in the article",
    "flag_note": "Explanation of any flag",
    "pricing_checked_at": "Date the pricing page was read",
    "pricing_confidence": "verified | vendor claim | third-party | n/a",
    "engines_confidence": "Confidence of the engine-coverage fields",
    "method_confidence": "Confidence of the method field",
    "metrics_confidence": "Confidence of the metrics fields",
    "action_confidence": "Confidence of the action-layer fields",
    "data_confidence": "Confidence of the data-access fields",
    "fit_confidence": "Confidence of the compliance and business-fit fields",
    "pricing_sources": "Pricing source URLs (space-separated)",
    "pricing_archive": "Wayback Machine snapshots of the pricing sources (space-separated)",
    "roundups": "Of the 28 top-ranking 2026 \"best AI visibility tools\" roundups read, how many list the tool (shortlist input, not a quality signal)",
    "probe_answers": "Of 100 engine answers in our 2026-10-03 probe, how many name the tool (excluding prompts that name it)",
    "g2_reviews": "G2 review count on the snapshot date (suite-level listings are not attributable to the AI module)",
    "g2_scope": "product listing | suite/parent listing"
  },
  "runsPerMonth": {
    "daily": 30.4,
    "weekly": 4.35,
    "monthly": 1
  },
  "checkedAtRange": [
    "2026-10-03",
    "2026-10-03"
  ],
  "tools": [
    {
      "id": "ahrefs-brand-radar",
      "name": "Ahrefs Brand Radar",
      "shortName": "Ahrefs Brand Radar",
      "vendor": "Ahrefs Pte. Ltd.",
      "url": "https://ahrefs.com/brand-radar",
      "pricingUrl": "https://ahrefs.com/pricing",
      "docsUrl": "https://help.ahrefs.com/en/collections/12501057-brand-radar",
      "category": "suite-module",
      "parentProduct": "Ahrefs",
      "status": "live",
      "summary": "Ahrefs Brand Radar is the AI-visibility module of the Ahrefs SEO suite. It combines a pre-collected index of search-derived prompts answered by Google AI Overviews/AI Mode, ChatGPT, Perplexity, Gemini and Copilot with check-based tracking of a buyer's own prompts, including Claude via API. It is sold standalone or alongside Ahrefs plans and is aimed at SEO and content teams that want AI-visibility benchmarking next to search and backlink data.",
      "reviewed": true,
      "identity": {
        "hqCountry": "SG",
        "ownership": "independent",
        "funding": "Bootstrapped; no external funding disclosed (vendor about page: 'Proudly bootstrapped')",
        "fundingAsOf": "2026-10-03",
        "yearLaunched": 2025,
        "prov": {
          "sources": [
            {
              "url": "https://ahrefs.com/about",
              "type": "other",
              "title": "About Ahrefs",
              "archive": null
            },
            {
              "url": "https://ahrefs.com/pricing",
              "type": "pricing",
              "title": "Plans & Pricing - Ahrefs",
              "archive": "https://web.archive.org/web/20261002191222/https://ahrefs.com/pricing"
            },
            {
              "url": "https://trust.ahrefs.com/en",
              "type": "other",
              "title": "Ahrefs Compliance Portal",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {},
          "couldNotVerify": [
            "Exact Brand Radar launch month (the about-page timeline gives only the year 2025)",
            "Which of the two Singapore addresses is the current registered office"
          ]
        }
      },
      "pricing": {
        "model": "credits",
        "promptUnit": "A 'check'. Help centre: '1 check is calculated as: 1 prompt execution × 1 LLM × 1 location.' Product page: 'Each prompt uses 1 check per platform, location and update.' Claude 'consumes 8 checks per update'.",
        "promptUnitPerEngine": "yes",
        "promptUnitPerCountry": "yes",
        "promptUnitPerRun": "yes",
        "freePlan": {
          "available": "no",
          "limits": "No free Brand Radar tracking tier. Custom-prompt allowances start with paid Lite ('Every paid Ahrefs plan (except Starter) includes a monthly allowance'), and the index is a paid purchase. Ahrefs Free gives only 'free limited access to Site Explorer & Site Audit'. A free, no-signup AI Visibility Checker gives a one-off 'limited preview': total mentions, mentions by platform, top 5 topics, top 5 cited domains and top 5 cited pages."
        },
        "freeTrial": {
          "available": "no",
          "days": null,
          "cardRequired": "n/a",
          "limits": "Pricing FAQ: 'Do you offer discounts or free trials? We never run discounts. But if you're a website owner, you can sign up for Ahrefs Free to get free limited access to Site Explorer & Site Audit.' The help centre calls the paid Lite+ allowance 'a built-in trial of AI visibility tracking'."
        },
        "billingOptions": [
          "monthly",
          "annual"
        ],
        "annualDiscountNote": "Pay annually, save up to 17%",
        "plans": [
          {
            "name": "Custom prompts Basic",
            "contactSales": false,
            "priceMonthly": 50,
            "priceAnnualPerMonth": null,
            "currency": "USD",
            "promptsIncluded": 83,
            "creditsIncluded": 2500,
            "enginesIncluded": [
              "googleAio",
              "googleAiMode",
              "chatgpt",
              "perplexity",
              "gemini",
              "copilot",
              "claude"
            ],
            "enginesSelectable": "yes",
            "maxEngines": null,
            "runFrequency": "configurable",
            "brandsOrProjects": null,
            "seats": null,
            "countries": null,
            "languages": null,
            "addOns": [],
            "planSource": "https://help.ahrefs.com/en/articles/11064852-what-is-brand-radar-and-how-to-use-it"
          },
          {
            "name": "Custom prompts Growth",
            "contactSales": false,
            "priceMonthly": 100,
            "priceAnnualPerMonth": null,
            "currency": "USD",
            "promptsIncluded": 233,
            "creditsIncluded": 7000,
            "enginesIncluded": [
              "googleAio",
              "googleAiMode",
              "chatgpt",
              "perplexity",
              "gemini",
              "copilot",
              "claude"
            ],
            "enginesSelectable": "yes",
            "maxEngines": null,
            "runFrequency": "configurable",
            "brandsOrProjects": null,
            "seats": null,
            "countries": null,
            "languages": null,
            "addOns": [],
            "planSource": "https://help.ahrefs.com/en/articles/11064852-what-is-brand-radar-and-how-to-use-it"
          },
          {
            "name": "Custom prompts Scale",
            "contactSales": false,
            "priceMonthly": 250,
            "priceAnnualPerMonth": null,
            "currency": "USD",
            "promptsIncluded": 833,
            "creditsIncluded": 25000,
            "enginesIncluded": [
              "googleAio",
              "googleAiMode",
              "chatgpt",
              "perplexity",
              "gemini",
              "copilot",
              "claude"
            ],
            "enginesSelectable": "yes",
            "maxEngines": null,
            "runFrequency": "configurable",
            "brandsOrProjects": null,
            "seats": null,
            "countries": null,
            "languages": null,
            "addOns": [],
            "planSource": "https://help.ahrefs.com/en/articles/11064852-what-is-brand-radar-and-how-to-use-it"
          },
          {
            "name": "AI Visibility Index (select platforms)",
            "contactSales": false,
            "priceMonthly": 199,
            "priceAnnualPerMonth": null,
            "currency": "USD",
            "promptsIncluded": null,
            "creditsIncluded": null,
            "enginesIncluded": [
              "googleAio",
              "googleAiMode",
              "chatgpt",
              "perplexity",
              "copilot",
              "gemini"
            ],
            "enginesSelectable": "yes",
            "maxEngines": 1,
            "runFrequency": "n/a",
            "brandsOrProjects": "unlimited",
            "seats": null,
            "countries": null,
            "languages": null,
            "addOns": [
              {
                "name": "Each additional AI Visibility Index platform (AI Overviews & AI Mode, ChatGPT, Perplexity, Microsoft Copilot, Gemini); the card shows $398/mo for 2, $597 for 3 and $796 for 4 indexes, and $699/mo (the All platforms price) when all 5 are ticked",
                "price": 199,
                "currency": "USD",
                "unit": "per month per platform index",
                "appliesTo": "engine:any"
              }
            ],
            "planSource": "https://ahrefs.com/ai-visibility-index"
          },
          {
            "name": "AI Visibility Index (all platforms)",
            "contactSales": false,
            "priceMonthly": 699,
            "priceAnnualPerMonth": null,
            "currency": "USD",
            "promptsIncluded": null,
            "creditsIncluded": 2500,
            "enginesIncluded": [
              "googleAio",
              "googleAiMode",
              "chatgpt",
              "perplexity",
              "gemini",
              "copilot",
              "claude"
            ],
            "enginesSelectable": "yes",
            "maxEngines": null,
            "runFrequency": "configurable",
            "brandsOrProjects": "unlimited",
            "seats": null,
            "countries": null,
            "languages": null,
            "addOns": [],
            "planSource": "https://ahrefs.com/ai-visibility-index"
          },
          {
            "name": "Lite",
            "contactSales": false,
            "priceMonthly": 99,
            "priceAnnualPerMonth": 83,
            "currency": "GBP",
            "promptsIncluded": 5,
            "creditsIncluded": 150,
            "enginesIncluded": [
              "googleAio",
              "googleAiMode",
              "chatgpt",
              "perplexity",
              "gemini",
              "copilot",
              "claude"
            ],
            "enginesSelectable": "yes",
            "maxEngines": null,
            "runFrequency": "configurable",
            "brandsOrProjects": 5,
            "seats": 1,
            "countries": null,
            "languages": null,
            "addOns": [
              {
                "name": "Custom prompts Basic package (+2,500 checks/mo, overage $0.020/check)",
                "price": 50,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "credits:+2500"
              },
              {
                "name": "Custom prompts Growth package (+7,000 checks/mo, overage $0.015/check)",
                "price": 100,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "credits:+7000"
              },
              {
                "name": "Custom prompts Scale package (+25,000 checks/mo, overage $0.010/check)",
                "price": 250,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "credits:+25000"
              },
              {
                "name": "AI Visibility Index, one platform index (dataset of 449M+ pre-collected prompts; not custom-prompt capacity)",
                "price": 199,
                "currency": "USD",
                "unit": "per month per platform index",
                "appliesTo": "other"
              },
              {
                "name": "AI Visibility Index, all platforms (includes 2,500 custom-prompt checks/mo)",
                "price": 699,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "other"
              },
              {
                "name": "Additional user (up to 2)",
                "price": 32,
                "currency": "GBP",
                "unit": "per month per user",
                "appliesTo": "seats:+1"
              }
            ],
            "planSource": "https://ahrefs.com/pricing"
          },
          {
            "name": "Standard",
            "contactSales": false,
            "priceMonthly": 199,
            "priceAnnualPerMonth": 166,
            "currency": "GBP",
            "promptsIncluded": 10,
            "creditsIncluded": 300,
            "enginesIncluded": [
              "googleAio",
              "googleAiMode",
              "chatgpt",
              "perplexity",
              "gemini",
              "copilot",
              "claude"
            ],
            "enginesSelectable": "yes",
            "maxEngines": null,
            "runFrequency": "configurable",
            "brandsOrProjects": 20,
            "seats": 1,
            "countries": null,
            "languages": null,
            "addOns": [
              {
                "name": "Custom prompts Basic package (+2,500 checks/mo, overage $0.020/check)",
                "price": 50,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "credits:+2500"
              },
              {
                "name": "Custom prompts Growth package (+7,000 checks/mo, overage $0.015/check)",
                "price": 100,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "credits:+7000"
              },
              {
                "name": "Custom prompts Scale package (+25,000 checks/mo, overage $0.010/check)",
                "price": 250,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "credits:+25000"
              },
              {
                "name": "AI Visibility Index, one platform index (dataset of 449M+ pre-collected prompts; not custom-prompt capacity)",
                "price": 199,
                "currency": "USD",
                "unit": "per month per platform index",
                "appliesTo": "other"
              },
              {
                "name": "AI Visibility Index, all platforms (includes 2,500 custom-prompt checks/mo)",
                "price": 699,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "other"
              },
              {
                "name": "Additional user (up to 5)",
                "price": 48,
                "currency": "GBP",
                "unit": "per month per user",
                "appliesTo": "seats:+1"
              }
            ],
            "planSource": "https://ahrefs.com/pricing"
          },
          {
            "name": "Advanced",
            "contactSales": false,
            "priceMonthly": 359,
            "priceAnnualPerMonth": 299,
            "currency": "GBP",
            "promptsIncluded": 20,
            "creditsIncluded": 600,
            "enginesIncluded": [
              "googleAio",
              "googleAiMode",
              "chatgpt",
              "perplexity",
              "gemini",
              "copilot",
              "claude"
            ],
            "enginesSelectable": "yes",
            "maxEngines": null,
            "runFrequency": "configurable",
            "brandsOrProjects": 50,
            "seats": 1,
            "countries": null,
            "languages": null,
            "addOns": [
              {
                "name": "Custom prompts Basic package (+2,500 checks/mo, overage $0.020/check)",
                "price": 50,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "credits:+2500"
              },
              {
                "name": "Custom prompts Growth package (+7,000 checks/mo, overage $0.015/check)",
                "price": 100,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "credits:+7000"
              },
              {
                "name": "Custom prompts Scale package (+25,000 checks/mo, overage $0.010/check)",
                "price": 250,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "credits:+25000"
              },
              {
                "name": "AI Visibility Index, one platform index (dataset of 449M+ pre-collected prompts; not custom-prompt capacity)",
                "price": 199,
                "currency": "USD",
                "unit": "per month per platform index",
                "appliesTo": "other"
              },
              {
                "name": "AI Visibility Index, all platforms (includes 2,500 custom-prompt checks/mo)",
                "price": 699,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "other"
              },
              {
                "name": "Additional user (up to 10)",
                "price": 64,
                "currency": "GBP",
                "unit": "per month per user",
                "appliesTo": "seats:+1"
              }
            ],
            "planSource": "https://ahrefs.com/pricing"
          },
          {
            "name": "Enterprise",
            "contactSales": true,
            "priceMonthly": 1199,
            "priceAnnualPerMonth": 999.17,
            "currency": "GBP",
            "promptsIncluded": 83,
            "creditsIncluded": 2500,
            "enginesIncluded": [
              "googleAio",
              "googleAiMode",
              "chatgpt",
              "perplexity",
              "gemini",
              "copilot",
              "claude"
            ],
            "enginesSelectable": "yes",
            "maxEngines": null,
            "runFrequency": "configurable",
            "brandsOrProjects": 100,
            "seats": 3,
            "countries": null,
            "languages": null,
            "addOns": [
              {
                "name": "Custom prompts Basic package (+2,500 checks/mo, overage $0.020/check)",
                "price": 50,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "credits:+2500"
              },
              {
                "name": "Custom prompts Growth package (+7,000 checks/mo, overage $0.015/check)",
                "price": 100,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "credits:+7000"
              },
              {
                "name": "Custom prompts Scale package (+25,000 checks/mo, overage $0.010/check)",
                "price": 250,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "credits:+25000"
              },
              {
                "name": "AI Visibility Index, one platform index (dataset of 449M+ pre-collected prompts; not custom-prompt capacity)",
                "price": 199,
                "currency": "USD",
                "unit": "per month per platform index",
                "appliesTo": "other"
              },
              {
                "name": "AI Visibility Index, all platforms (includes 2,500 custom-prompt checks/mo)",
                "price": 699,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "other"
              },
              {
                "name": "Additional user",
                "price": 80,
                "currency": "GBP",
                "unit": "per month per user",
                "appliesTo": "seats:+1"
              }
            ],
            "planSource": "https://ahrefs.com/pricing"
          }
        ],
        "prov": {
          "sources": [
            {
              "url": "https://ahrefs.com/pricing",
              "type": "pricing",
              "title": "Plans & Pricing - Ahrefs",
              "archive": "https://web.archive.org/web/20261002191222/https://ahrefs.com/pricing"
            },
            {
              "url": "https://ahrefs.com/brand-radar",
              "type": "pricing",
              "title": "Ahrefs Brand Radar: See ANY brand’s AI visibility",
              "archive": "https://web.archive.org/web/20261003134516/https://ahrefs.com/brand-radar"
            },
            {
              "url": "https://ahrefs.com/ai-visibility-index",
              "type": "pricing",
              "title": "AI visibility index (Brand Radar pricing in USD)",
              "archive": "https://web.archive.org/web/20261003134449/https://ahrefs.com/ai-visibility-index"
            },
            {
              "url": "https://ahrefs.com/ai-prompt-tracking",
              "type": "pricing",
              "title": "AI Prompt Tracking",
              "archive": "https://web.archive.org/web/20261003134548/https://ahrefs.com/ai-prompt-tracking"
            },
            {
              "url": "https://help.ahrefs.com/en/articles/11064852-what-is-brand-radar-and-how-to-use-it",
              "type": "docs",
              "title": "What is Brand Radar, and how to use it?",
              "archive": "https://web.archive.org/web/20261003134425/https://help.ahrefs.com/en/articles/11064852-what-is-brand-radar-and-how-to-use-it"
            },
            {
              "url": "https://help.ahrefs.com/en/articles/13192745-how-to-set-up-custom-prompts-to-track-brand-visibility-in-ai-assistants",
              "type": "docs",
              "title": "How to set up custom prompts to track brand visibility in AI assistants",
              "archive": "https://web.archive.org/web/20261003134614/https://help.ahrefs.com/en/articles/13192745-how-to-set-up-custom-prompts-to-track-brand-visibility-in-ai-assistants"
            },
            {
              "url": "https://ahrefs.com/use-cases/aeo",
              "type": "other",
              "title": "Ahrefs for AEO",
              "archive": "https://web.archive.org/web/20261003134647/https://ahrefs.com/use-cases/aeo"
            },
            {
              "url": "https://ahrefs.com/ai-visibility-checker/",
              "type": "other",
              "title": "Free AI Visibility Checker",
              "archive": "https://web.archive.org/web/20261003134806/https://ahrefs.com/ai-visibility-checker/"
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "Custom prompts Basic.priceAnnualPerMonth": "not published: no annual price shown for Brand Radar purchases; pricing FAQ says to contact support to switch to annual billing",
            "Custom prompts Growth.priceAnnualPerMonth": "not published: no annual price shown for Brand Radar purchases",
            "Custom prompts Scale.priceAnnualPerMonth": "not published: no annual price shown for Brand Radar purchases",
            "AI Visibility Index (select platforms).priceAnnualPerMonth": "not published: no annual price shown for Brand Radar purchases",
            "AI Visibility Index (all platforms).priceAnnualPerMonth": "not published: no annual price shown for Brand Radar purchases",
            "AI Visibility Index (select platforms).creditsIncluded": "not applicable: the single-platform index is a pre-collected dataset and includes no custom-prompt checks. Help centre: 'All platforms: $699/month (includes 2,500 custom prompt checks/month)' vs 'Single platform: $199/month per index'; on /brand-radar the '+2,500 checks/month' line belongs to the Custom prompts card (from £40/mo)",
            "AI Visibility Index (select platforms).promptsIncluded": "not applicable: index dataset priced per platform index; no custom-prompt allowance is attached to the single-platform purchase",
            "AI Visibility Index (select platforms).overage": "not applicable: no custom-prompt allowance is attached to the single-platform purchase",
            "*.maxEngines": "not applicable: custom prompts can run on any supported platform; capacity is limited by checks, not engine slots",
            "Brand Radar plans.brandsOrProjects": "not published: custom prompts need a saved report mapped to a project; project limits for a standalone purchase on an Ahrefs Free account are not stated (index: 'no cap on the number of brands or domains')",
            "Brand Radar plans.seats": "not published: seats for a standalone Brand Radar purchase are not stated",
            "*.countries": "not published: 'You can also set one or more locations for the check to be conducted'; each location uses checks; the list or number of supported locations is not published",
            "*.languages": "not published: the prompt generator lets you 'Select the language to generate the prompts in'; no language list or cap is published",
            "freeTrial.days": "not applicable: no free trial offered",
            "freeTrial.cardRequired": "not applicable: no free trial offered",
            "AI Visibility Index (select platforms).runFrequency": "not applicable: refresh depends on the index bought. Help centre: AI Overviews 'Every few days (matches Keywords Explorer)'; 'AI Chatbots (ChatGPT, Gemini, etc.) Once a month'. The default selection is AI Overviews & AI Mode",
            "AI Visibility Index (all platforms).promptsIncluded": "not published: the All platforms card states only '2,500 checks/mo for custom prompts'; the '83 prompts/day' equivalence for 2,500 checks is shown on the Custom prompts card, not for this purchase"
          },
          "couldNotVerify": [
            "USD list prices for the core Ahrefs plans (Lite, Standard, Advanced, Enterprise); only GBP was displayed to our EU IP",
            "Annual prices for the AI Visibility Index and the custom prompt packages (not displayed; the FAQ says to contact support)",
            "Number of locations/countries and languages available for custom prompts",
            "Project, brand and seat limits for a standalone Brand Radar purchase on an Ahrefs Free account",
            "Pay-as-you-go per-check rate for the plan quotas on Lite to Enterprise"
          ]
        }
      },
      "engines": {
        "status": {
          "chatgpt": {
            "status": "included",
            "surface": "ui",
            "minPlan": "Custom prompts Basic (standalone) or Lite (included allowance)"
          },
          "googleAio": {
            "status": "included",
            "surface": "ui",
            "minPlan": "Custom prompts Basic (standalone) or Lite (included allowance)"
          },
          "googleAiMode": {
            "status": "included",
            "surface": "ui",
            "minPlan": "Custom prompts Basic (standalone) or Lite (included allowance)"
          },
          "gemini": {
            "status": "included",
            "surface": "ui",
            "minPlan": "Custom prompts Basic (standalone) or Lite (included allowance)"
          },
          "perplexity": {
            "status": "included",
            "surface": "ui",
            "minPlan": "Custom prompts Basic (standalone) or Lite (included allowance)"
          },
          "claude": {
            "status": "included",
            "surface": "api",
            "minPlan": "Custom prompts Basic (standalone) or Lite (included allowance)"
          },
          "copilot": {
            "status": "included",
            "surface": "ui",
            "minPlan": "Custom prompts Basic (standalone) or Lite (included allowance)"
          },
          "grok": {
            "status": "no",
            "surface": "unknown",
            "minPlan": null
          },
          "deepseek": {
            "status": "n/a",
            "surface": "unknown",
            "minPlan": null
          },
          "metaAi": {
            "status": "n/a",
            "surface": "unknown",
            "minPlan": null
          }
        },
        "other": [],
        "settings": {
          "country": "yes",
          "language": "n/a",
          "persona": "no"
        },
        "prov": {
          "sources": [
            {
              "url": "https://ahrefs.com/brand-radar",
              "type": "pricing",
              "title": "Ahrefs Brand Radar: See ANY brand’s AI visibility",
              "archive": "https://web.archive.org/web/20261003134516/https://ahrefs.com/brand-radar"
            },
            {
              "url": "https://ahrefs.com/ai-visibility-index",
              "type": "pricing",
              "title": "AI visibility index (Brand Radar pricing in USD)",
              "archive": "https://web.archive.org/web/20261003134449/https://ahrefs.com/ai-visibility-index"
            },
            {
              "url": "https://help.ahrefs.com/en/articles/11064852-what-is-brand-radar-and-how-to-use-it",
              "type": "docs",
              "title": "What is Brand Radar, and how to use it?",
              "archive": "https://web.archive.org/web/20261003134425/https://help.ahrefs.com/en/articles/11064852-what-is-brand-radar-and-how-to-use-it"
            },
            {
              "url": "https://help.ahrefs.com/en/articles/13192745-how-to-set-up-custom-prompts-to-track-brand-visibility-in-ai-assistants",
              "type": "docs",
              "title": "How to set up custom prompts to track brand visibility in AI assistants",
              "archive": "https://web.archive.org/web/20261003134614/https://help.ahrefs.com/en/articles/13192745-how-to-set-up-custom-prompts-to-track-brand-visibility-in-ai-assistants"
            },
            {
              "url": "https://help.ahrefs.com/en/articles/14319115-how-to-view-fanout-queries-generated-by-ai",
              "type": "docs",
              "title": "How to view fanout queries generated by AI",
              "archive": "https://web.archive.org/web/20261003134902/https://help.ahrefs.com/en/articles/14319115-how-to-view-fanout-queries-generated-by-ai"
            },
            {
              "url": "https://ahrefs.com/blog/brand-radar-methodology/",
              "type": "blog",
              "title": "Ahrefs Brand Radar Methodology: How we collect and model AI visibility data",
              "archive": "https://web.archive.org/web/20261003134838/https://ahrefs.com/blog/brand-radar-methodology/"
            },
            {
              "url": "https://ahrefs.com/pricing",
              "type": "pricing",
              "title": "Plans & Pricing - Ahrefs",
              "archive": "https://web.archive.org/web/20261002191222/https://ahrefs.com/pricing"
            },
            {
              "url": "https://ahrefs.com/ai-prompt-tracking",
              "type": "pricing",
              "title": "Ahrefs Custom Prompts | Get AI visibility for targeted questions",
              "archive": "https://web.archive.org/web/20261003134548/https://ahrefs.com/ai-prompt-tracking"
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {},
          "couldNotVerify": [
            "Which ChatGPT model and search mode the web-interface collection uses (vendor says only 'default model')",
            "When Grok collection will resume",
            "Support for DeepSeek or Meta AI"
          ]
        }
      },
      "method": {
        "value": "mixed",
        "quote": "All prompts run through the free, publicly available web interfaces of ChatGPT, Gemini, Perplexity, Copilot, and other supported platforms to reflect typical user experiences.",
        "detail": "Six platforms (ChatGPT, Gemini, Perplexity, Copilot, Google AI Overviews, AI Mode) are queried through their public web interfaces with no login or stored context. Claude, used only for custom prompts, is 'tracked via API (Claude Sonnet 4.6 with web search)', so the method is mixed. Index prompts come from People Also Ask questions and semantic fanout of Ahrefs' keyword database, not from a user panel.",
        "prov": {
          "sources": [
            {
              "url": "https://ahrefs.com/blog/brand-radar-methodology/",
              "type": "blog",
              "title": "Ahrefs Brand Radar Methodology: How we collect and model AI visibility data",
              "archive": "https://web.archive.org/web/20261003134838/https://ahrefs.com/blog/brand-radar-methodology/"
            },
            {
              "url": "https://help.ahrefs.com/en/articles/11064852-what-is-brand-radar-and-how-to-use-it",
              "type": "docs",
              "title": "What is Brand Radar, and how to use it?",
              "archive": "https://web.archive.org/web/20261003134425/https://help.ahrefs.com/en/articles/11064852-what-is-brand-radar-and-how-to-use-it"
            },
            {
              "url": "https://ahrefs.com/brand-radar",
              "type": "pricing",
              "title": "Ahrefs Brand Radar: See ANY brand’s AI visibility",
              "archive": "https://web.archive.org/web/20261003134516/https://ahrefs.com/brand-radar"
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {},
          "couldNotVerify": []
        }
      },
      "metrics": {
        "mentions": "yes",
        "citationsWithUrls": "yes",
        "shareOfVoice": "yes",
        "positionProminence": "n/a",
        "sentiment": "n/a",
        "accuracyHallucination": "n/a",
        "promptDiscoveryOrVolume": "yes",
        "crawlerLogAnalytics": "yes",
        "aiReferralAttribution": "yes",
        "prov": {
          "sources": [
            {
              "url": "https://help.ahrefs.com/en/articles/15501968-ai-visibility-metrics",
              "type": "docs",
              "title": "AI Visibility Metrics",
              "archive": null
            },
            {
              "url": "https://help.ahrefs.com/en/articles/16755865-what-is-ai-adjusted-volume-and-how-is-it-calculated",
              "type": "docs",
              "title": "What is AI adjusted volume and how is it calculated",
              "archive": null
            },
            {
              "url": "https://help.ahrefs.com/en/articles/14319115-how-to-view-fanout-queries-generated-by-ai",
              "type": "docs",
              "title": "How to view fanout queries generated by AI",
              "archive": "https://web.archive.org/web/20261003134902/https://help.ahrefs.com/en/articles/14319115-how-to-view-fanout-queries-generated-by-ai"
            },
            {
              "url": "https://ahrefs.com/brand-radar",
              "type": "pricing",
              "title": "Ahrefs Brand Radar: See ANY brand’s AI visibility",
              "archive": "https://web.archive.org/web/20261003134516/https://ahrefs.com/brand-radar"
            },
            {
              "url": "https://ahrefs.com/use-cases/aeo",
              "type": "other",
              "title": "Ahrefs for AEO",
              "archive": "https://web.archive.org/web/20261003134647/https://ahrefs.com/use-cases/aeo"
            },
            {
              "url": "https://ahrefs.com/blog/letaido-for-aeo/",
              "type": "blog",
              "title": "6 Ways to Automate AEO With Letaido",
              "archive": null
            },
            {
              "url": "https://ahrefs.com/blog/brand-radar-methodology/",
              "type": "blog",
              "title": "Ahrefs Brand Radar Methodology: How we collect and model AI visibility data",
              "archive": "https://web.archive.org/web/20261003134838/https://ahrefs.com/blog/brand-radar-methodology/"
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "positionProminence": "not published: no rank or position metric is documented among Brand Radar's AI visibility metrics",
            "sentiment": "not published: not a native Brand Radar metric; offered only as a DIY Letaido agent/skill ('AI Brand Sentiment')",
            "accuracyHallucination": "not published: not a native Brand Radar metric; offered only as a DIY Letaido agent/skill ('AI Fact Checker')"
          },
          "couldNotVerify": [
            "Whether the Letaido sentiment and fact-check skills are included with a Brand Radar purchase (Letaido is a separate product, with a one-month free trial for Ahrefs customers)"
          ]
        }
      },
      "actionLayer": {
        "recommendations": "n/a",
        "contentGeneration": "yes",
        "technicalAudits": "yes",
        "citationOutreach": "n/a",
        "prov": {
          "sources": [
            {
              "url": "https://ahrefs.com/pricing",
              "type": "pricing",
              "title": "Plans & Pricing - Ahrefs",
              "archive": "https://web.archive.org/web/20261002191222/https://ahrefs.com/pricing"
            },
            {
              "url": "https://ahrefs.com/use-cases/aeo",
              "type": "other",
              "title": "Ahrefs for AEO",
              "archive": "https://web.archive.org/web/20261003134647/https://ahrefs.com/use-cases/aeo"
            },
            {
              "url": "https://ahrefs.com/ai-tech-seo",
              "type": "other",
              "title": "AI Tech SEO",
              "archive": null
            },
            {
              "url": "https://ahrefs.com/brand-radar",
              "type": "pricing",
              "title": "Ahrefs Brand Radar: See ANY brand’s AI visibility",
              "archive": "https://web.archive.org/web/20261003134516/https://ahrefs.com/brand-radar"
            },
            {
              "url": "https://ahrefs.com/blog/letaido-for-aeo/",
              "type": "blog",
              "title": "6 Ways to Automate AEO With Letaido",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "recommendations": "not published: Brand Radar surfaces gaps, but no recommendation feature is documented (DIY via the separate Letaido agent)",
            "citationOutreach": "not published: cited pages/domains are listed, but no outreach tooling is documented (DIY via Letaido)"
          },
          "couldNotVerify": [
            "Whether Ahrefs Site Audit covers llms.txt or AI-crawler/schema checks relevant to AI visibility"
          ]
        }
      },
      "dataAccess": {
        "api": "yes",
        "csvExport": "yes",
        "lookerStudio": "yes",
        "warehouseOrBigQuery": "n/a",
        "slack": "n/a",
        "emailAlerts": "n/a",
        "mcp": "yes",
        "prov": {
          "sources": [
            {
              "url": "https://docs.ahrefs.com/en/api/reference/brand-radar",
              "type": "docs",
              "title": "API reference: Brand Radar",
              "archive": null
            },
            {
              "url": "https://docs.ahrefs.com/en/api/docs/introduction",
              "type": "docs",
              "title": "Ahrefs API introduction",
              "archive": null
            },
            {
              "url": "https://help.ahrefs.com/en/articles/13192745-how-to-set-up-custom-prompts-to-track-brand-visibility-in-ai-assistants",
              "type": "docs",
              "title": "How to set up custom prompts to track brand visibility in AI assistants",
              "archive": "https://web.archive.org/web/20261003134614/https://help.ahrefs.com/en/articles/13192745-how-to-set-up-custom-prompts-to-track-brand-visibility-in-ai-assistants"
            },
            {
              "url": "https://help.ahrefs.com/en/articles/11064852-what-is-brand-radar-and-how-to-use-it",
              "type": "docs",
              "title": "What is Brand Radar, and how to use it?",
              "archive": "https://web.archive.org/web/20261003134425/https://help.ahrefs.com/en/articles/11064852-what-is-brand-radar-and-how-to-use-it"
            },
            {
              "url": "https://help.ahrefs.com/en/articles/4934988-how-can-we-export-an-ahrefs-report",
              "type": "docs",
              "title": "How can we export an Ahrefs report?",
              "archive": null
            },
            {
              "url": "https://docs.ahrefs.com/en/looker-studio/docs/introduction",
              "type": "docs",
              "title": "Ahrefs Data Studio connectors",
              "archive": null
            },
            {
              "url": "https://help.ahrefs.com/en/articles/9229306-how-can-i-use-ahrefs-with-looker-studio",
              "type": "docs",
              "title": "How can I use Ahrefs with Looker Studio?",
              "archive": null
            },
            {
              "url": "https://ahrefs.com/seo-mcp",
              "type": "other",
              "title": "Ahrefs SEO MCP",
              "archive": null
            },
            {
              "url": "https://ahrefs.com/report-builder",
              "type": "other",
              "title": "Report Builder",
              "archive": null
            },
            {
              "url": "https://docs.ahrefs.com/en/ahrefs-connect/docs/introduction",
              "type": "docs",
              "title": "Ahrefs Connect introduction",
              "archive": null
            },
            {
              "url": "https://ahrefs.com/blog/letaido-for-aeo/",
              "type": "blog",
              "title": "6 Ways to Automate AEO With Letaido",
              "archive": null
            },
            {
              "url": "https://ahrefs.com/pricing",
              "type": "pricing",
              "title": "Plans & Pricing - Ahrefs",
              "archive": "https://web.archive.org/web/20261002191222/https://ahrefs.com/pricing"
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "warehouseOrBigQuery": "not published",
            "slack": "not published: no native Brand Radar Slack integration; Slack only via the separate Letaido agent",
            "emailAlerts": "not published: no Brand Radar alerting documented; Report Builder can email scheduled PDF reports"
          },
          "couldNotVerify": [
            "Whether API/MCP access applies to a standalone Brand Radar purchase on an Ahrefs Free account (API eligibility is stated for paid plans)"
          ]
        }
      },
      "businessFit": {
        "agencyMultiClient": "yes",
        "whiteLabel": "n/a",
        "sso": "yes",
        "soc2": "yes",
        "iso27001": "yes",
        "gdprStatement": "yes",
        "euDataResidency": "no",
        "uiLanguages": [
          "English",
          "German",
          "Spanish",
          "French",
          "Indonesian",
          "Italian",
          "Dutch",
          "Polish",
          "Portuguese",
          "Swedish",
          "Turkish",
          "Ukrainian",
          "Chinese",
          "Japanese",
          "Korean"
        ],
        "prov": {
          "sources": [
            {
              "url": "https://trust.ahrefs.com/en",
              "type": "other",
              "title": "Ahrefs Compliance Portal",
              "archive": null
            },
            {
              "url": "https://trust.ahrefs.com/en/documents",
              "type": "other",
              "title": "Ahrefs Compliance Portal: Documents",
              "archive": null
            },
            {
              "url": "https://trust.ahrefs.com/en/subprocessors",
              "type": "other",
              "title": "Ahrefs Compliance Portal: Subprocessors",
              "archive": null
            },
            {
              "url": "https://ahrefs.com/enterprise",
              "type": "other",
              "title": "Ahrefs Enterprise",
              "archive": null
            },
            {
              "url": "https://ahrefs.com/legal/privacy-policy",
              "type": "other",
              "title": "Ahrefs Privacy Policy",
              "archive": null
            },
            {
              "url": "https://help.ahrefs.com/en/articles/852478-how-do-i-change-the-language-of-ahrefs-interface",
              "type": "docs",
              "title": "How do I change the language of Ahrefs interface?",
              "archive": null
            },
            {
              "url": "https://help.ahrefs.com/en/articles/11064852-what-is-brand-radar-and-how-to-use-it",
              "type": "docs",
              "title": "What is Brand Radar, and how to use it?",
              "archive": "https://web.archive.org/web/20261003134425/https://help.ahrefs.com/en/articles/11064852-what-is-brand-radar-and-how-to-use-it"
            },
            {
              "url": "https://ahrefs.com/pricing",
              "type": "pricing",
              "title": "Plans & Pricing - Ahrefs",
              "archive": "https://web.archive.org/web/20261002191222/https://ahrefs.com/pricing"
            },
            {
              "url": "https://ahrefs.com/report-builder",
              "type": "other",
              "title": "Report Builder",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "whiteLabel": "not published"
          },
          "couldNotVerify": [
            "White-label or custom-branded reports",
            "Whether an EU data-residency option exists for Enterprise contracts",
            "SOC 2 Type 2 report period and scope (report is access-on-request)"
          ]
        }
      },
      "selection": {
        "roundups": 12,
        "probeAnswers": 68,
        "g2Reviews": 717,
        "g2Scope": "suite/parent listing",
        "presenceScore": 0.698,
        "passesGate": true,
        "shortlistedByRubric": true
      },
      "normalisation": {
        "maxFrequency": "daily"
      },
      "derived": {
        "segment": "budget",
        "entryPriceUsd": 50,
        "entryPlan": "Custom prompts Basic",
        "entryBasis": null,
        "plans": {
          "Custom prompts Basic|monthly": {
            "usd": 50,
            "checks": 2500,
            "costPer1kUsd": 20
          },
          "Custom prompts Growth|monthly": {
            "usd": 100,
            "checks": 7000,
            "costPer1kUsd": 14.29
          },
          "Custom prompts Scale|monthly": {
            "usd": 250,
            "checks": 25000,
            "costPer1kUsd": 10
          },
          "AI Visibility Index (select platforms)|monthly": {
            "usd": 199,
            "checks": null,
            "costPer1kUsd": null
          },
          "AI Visibility Index (all platforms)|monthly": {
            "usd": 699,
            "checks": 2500,
            "costPer1kUsd": 279.6
          },
          "Lite|monthly": {
            "usd": 130.69,
            "checks": 150,
            "costPer1kUsd": 871.25
          },
          "Lite|annual": {
            "usd": 109.57,
            "checks": 150,
            "costPer1kUsd": 730.44
          },
          "Standard|monthly": {
            "usd": 262.7,
            "checks": 300,
            "costPer1kUsd": 875.65
          },
          "Standard|annual": {
            "usd": 219.13,
            "checks": 300,
            "costPer1kUsd": 730.44
          },
          "Advanced|monthly": {
            "usd": 473.91,
            "checks": 600,
            "costPer1kUsd": 789.85
          },
          "Advanced|annual": {
            "usd": 394.7,
            "checks": 600,
            "costPer1kUsd": 657.84
          },
          "Enterprise|monthly": {
            "usd": 1582.77,
            "checks": 2500,
            "costPer1kUsd": 633.11
          },
          "Enterprise|annual": {
            "usd": 1318.98,
            "checks": 2500,
            "costPer1kUsd": 527.59
          }
        },
        "scenarios": {
          "S|monthly": {
            "status": "fits",
            "plan": "Custom prompts Basic",
            "costUsd": 50,
            "addOnsUsed": [],
            "reason": null,
            "detail": "credits needed ≈ 653"
          },
          "S|annual": {
            "status": "fits",
            "plan": "Lite",
            "costUsd": 159.57,
            "addOnsUsed": [
              "1 × Custom prompts Basic package (+2,500 checks/mo, overage $0.020/check)"
            ],
            "reason": null,
            "detail": "credits needed ≈ 653"
          },
          "M|monthly": {
            "status": "fits",
            "plan": "Custom prompts Scale",
            "costUsd": 250,
            "addOnsUsed": [],
            "reason": null,
            "detail": "credits needed ≈ 22800"
          },
          "M|annual": {
            "status": "fits",
            "plan": "Lite",
            "costUsd": 359.57,
            "addOnsUsed": [
              "1 × Custom prompts Scale package (+25,000 checks/mo, overage $0.010/check)"
            ],
            "reason": null,
            "detail": "credits needed ≈ 22800"
          },
          "L|monthly": {
            "status": "not-supported",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "The vendor does not support Grok.",
            "detail": "engine(s) not supported: grok"
          },
          "L|annual": {
            "status": "not-supported",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "The vendor does not support Grok.",
            "detail": "engine(s) not supported: grok"
          }
        },
        "bestRate": {
          "plan": "Custom prompts Scale",
          "usd": 250,
          "checks": 25000,
          "costPer1kUsd": 10
        },
        "largestPlan": {
          "plan": "AI Visibility Index (all platforms)",
          "usd": 699,
          "native": 699,
          "currency": "USD",
          "prompts": null,
          "checks": 2500,
          "runFrequency": "configurable"
        }
      },
      "flags": {
        "priceEstimate": false,
        "agencyRouteEligibilityUnconfirmed": false,
        "excludeFromAggregates": false,
        "note": null
      },
      "changesSince20260531": "Verified 2026-10-03 against the 2026-05-31 lead list. The USD list prices it gives are unchanged on vendor pages: $199/mo per index platform, $699/mo for all platforms (now explicitly including 2,500 custom-prompt checks/mo), custom prompts from $50/mo. Pages served to our EU IP show GBP (£159 / £560 / £40). The lead list framed Brand Radar as an add-on (+$199/mo); the vendor now states it 'is available as a standalone tool' with an Ahrefs Free account. Custom prompts are sold in three check packages: Basic $50 / 2,500, Growth $100 / 7,000, Scale $250 / 25,000. Lite/Standard/Advanced include 150/300/600 checks; this allowance is not mentioned in the lead list. Engines: Claude was added for custom prompts via API (Claude Sonnet 4.6 with web search, 8 checks per update), which the lead list does not mention. Grok, listed in the lead list as added in April 2026, is now marked as unable to collect new data 'for the time being' and is absent from today's index price cards. The index is now 449M+ prompts. 'AI adjusted volume' replaced the earlier demand estimate on 2026-08-31 (vendor-dated)."
    },
    {
      "id": "athenahq",
      "name": "AthenaHQ",
      "shortName": "AthenaHQ",
      "vendor": "AthenaHQ (athenahq.ai)",
      "url": "https://athenahq.ai/",
      "pricingUrl": "https://athenahq.ai/plans",
      "docsUrl": "https://docs.athenahq.ai/getting-started/setup",
      "category": "native",
      "parentProduct": null,
      "status": "live",
      "summary": "AthenaHQ is a San Francisco-based, Y Combinator-backed platform that tracks how brands are mentioned, cited and ranked in answers from up to 11 AI models, using monthly credits where one credit is one AI response, and adds content, technical and outreach actions. It is sold self-serve (a free Essential tier and Starter at $295/month) and through custom Enterprise and agency contracts, aimed at marketing teams from SMBs to enterprises and agencies.",
      "reviewed": true,
      "identity": {
        "hqCountry": "US",
        "ownership": "vc-backed",
        "funding": "$2.2M seed (2025-06-18, FinSMEs): Y Combinator, FCVC, Red Bike Capital, Amino Capital and angels incl. Eli Schwartz and Ashley Stirrup. Vendor About page lists FCVC, Amino Capital, Y Combinator and Red Bike Capital as investors.",
        "fundingAsOf": "2025-06-18",
        "yearLaunched": 2025,
        "prov": {
          "sources": [
            {
              "url": "https://athenahq.ai/about",
              "type": "other",
              "title": "AthenaHQ About (team and investors)",
              "archive": null
            },
            {
              "url": "https://athenahq.ai/plans",
              "type": "pricing",
              "title": "Footer: 'Forged in San Francisco'",
              "archive": "https://web.archive.org/web/20261003134926/https://athenahq.ai/plans"
            },
            {
              "url": "https://www.ycombinator.com/companies/athenahq",
              "type": "other",
              "title": "Y Combinator company page: AthenaHQ (Winter 2025)",
              "archive": null
            },
            {
              "url": "https://www.finsmes.com/2025/06/athena-raises-2-2m-in-seed-funding.html",
              "type": "press",
              "title": "FinSMEs: Athena Raises $2.2M in Seed Funding (2025-06-18)",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "third-party",
          "naReasons": {},
          "couldNotVerify": [
            "Total funding to date: a web-search snippet (Tracxn) mentioned an additional $500K YC round ($2.7M total); the Tracxn page was not opened, so only the $2.2M seed is recorded.",
            "No vendor press release on funding was found on athenahq.ai."
          ]
        }
      },
      "pricing": {
        "model": "credits",
        "promptUnit": "1 credit = 1 AI response. Claude, Grok, DeepSeek, Meta AI, and Mistral are heavier so they cost 5 credits per response.",
        "promptUnitPerEngine": "yes",
        "promptUnitPerCountry": "yes",
        "promptUnitPerRun": "yes",
        "freePlan": {
          "available": "yes",
          "limits": "Essential — Free — '$25 free credit' — 'Includes 300 credits' — engines ChatGPT, Perplexity, AI Overviews, Gemini, Copilot — 'Unlimited members', 'Prompt and response analysis', 'Sources and competitor insights', 'Content recommendations', 'Athena AI agent'. Vendor comparison page: 'a free Essential tier with an initial credit allowance' (i.e. not stated as a monthly allowance). API access, Outreach and CSV exports are locked on the Free plan (docs; Responses: 'CSV exports are only available on paid subscription plans'; Heatmap CSV export 'is a premium feature')."
        },
        "freeTrial": {
          "available": "n/a",
          "days": null,
          "cardRequired": "n/a",
          "limits": null
        },
        "billingOptions": [
          "monthly",
          "annual"
        ],
        "annualDiscountNote": "Annual (17% off)",
        "plans": [
          {
            "name": "Starter",
            "contactSales": false,
            "priceMonthly": 295,
            "priceAnnualPerMonth": 245,
            "currency": "USD",
            "promptsIncluded": null,
            "creditsIncluded": 3600,
            "enginesIncluded": [
              "chatgpt",
              "perplexity",
              "googleAio",
              "googleAiMode",
              "gemini",
              "claude",
              "copilot",
              "grok",
              "deepseek",
              "metaAi"
            ],
            "enginesSelectable": "yes",
            "maxEngines": null,
            "runFrequency": "configurable",
            "brandsOrProjects": null,
            "seats": "unlimited",
            "countries": 1,
            "languages": 1,
            "addOns": [
              {
                "name": "Extra credits (monthly recurring or one-time packages; package size and price not published)",
                "price": null,
                "currency": null,
                "unit": "per month (recurring) or one-off",
                "appliesTo": "other"
              },
              {
                "name": "API access (billed on top of the Starter subscription; price not published)",
                "price": null,
                "currency": null,
                "unit": "per month, recurring with the plan's billing cycle",
                "appliesTo": "other"
              }
            ],
            "planSource": "https://athenahq.ai/plans"
          },
          {
            "name": "Enterprise",
            "contactSales": true,
            "priceMonthly": null,
            "priceAnnualPerMonth": null,
            "currency": null,
            "promptsIncluded": null,
            "creditsIncluded": null,
            "enginesIncluded": [
              "chatgpt",
              "perplexity",
              "googleAio",
              "googleAiMode",
              "gemini",
              "claude",
              "copilot",
              "grok",
              "deepseek",
              "metaAi"
            ],
            "enginesSelectable": "yes",
            "maxEngines": null,
            "runFrequency": "configurable",
            "brandsOrProjects": null,
            "seats": "unlimited",
            "countries": null,
            "languages": null,
            "addOns": [],
            "planSource": "https://athenahq.ai/plans"
          }
        ],
        "prov": {
          "sources": [
            {
              "url": "https://athenahq.ai/plans",
              "type": "pricing",
              "title": "Plans & Pricing (cards + 'Plan Essentials' comparison grid)",
              "archive": "https://web.archive.org/web/20261003134926/https://athenahq.ai/plans"
            },
            {
              "url": "https://athenahq.ai/credit-calculator",
              "type": "pricing",
              "title": "Credit Calculator / Plan your usage",
              "archive": "https://web.archive.org/web/20261003134950/https://athenahq.ai/credit-calculator"
            },
            {
              "url": "https://athenahq.ai/comparison/peec",
              "type": "other",
              "title": "Athena vs. Peec AI (vendor FAQ on pricing)",
              "archive": "https://web.archive.org/web/20261003135121/https://athenahq.ai/comparison/peec"
            },
            {
              "url": "https://docs.athenahq.ai/guides/settings-billing",
              "type": "docs",
              "title": "Billing Settings",
              "archive": "https://web.archive.org/web/20261003135232/https://docs.athenahq.ai/guides/settings-billing"
            },
            {
              "url": "https://docs.athenahq.ai/setting-up-prompts",
              "type": "docs",
              "title": "Setting Up Your Prompts (schedules/cadence)",
              "archive": "https://web.archive.org/web/20261003135255/https://docs.athenahq.ai/setting-up-prompts"
            },
            {
              "url": "https://docs.athenahq.ai/guides/settings-api",
              "type": "docs",
              "title": "API & Embed Settings",
              "archive": "https://web.archive.org/web/20261003135319/https://docs.athenahq.ai/guides/settings-api"
            },
            {
              "url": "https://athenahq.ai/",
              "type": "other",
              "title": "Homepage FAQ ('60+ countries and languages')",
              "archive": "https://web.archive.org/web/20261003135516/https://athenahq.ai/"
            },
            {
              "url": "https://athenahq.ai/enterprise",
              "type": "other",
              "title": "Enterprise page stats ('90+ Countries across 6 continents')",
              "archive": "https://web.archive.org/web/20260718160259/https://athenahq.ai/enterprise"
            },
            {
              "url": "https://docs.athenahq.ai/guides/responses",
              "type": "docs",
              "title": "Responses (CSV export paid-only)",
              "archive": null
            },
            {
              "url": "https://docs.athenahq.ai/guides/heatmap",
              "type": "docs",
              "title": "Competitor Heatmap (CSV export premium)",
              "archive": null
            },
            {
              "url": "https://docs.athenahq.ai/api-reference/changelog",
              "type": "docs",
              "title": "API Changelog (selected_models cost caveat)",
              "archive": "https://web.archive.org/web/20261003135342/https://docs.athenahq.ai/api-reference/changelog"
            },
            {
              "url": "https://docs.athenahq.ai/api-reference/basics/start-response-streaming",
              "type": "docs",
              "title": "Start response streaming (selected_models)",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "freeTrial": "not published: pricing page shows a Free tier but no time-limited trial terms; billing docs only mention a 'Trialing' plan status",
            "freeTrial.cardRequired": "not published",
            "Starter.promptsIncluded": "not applicable: credit model; prompts are limited by credits ('Topics: Unlimited')",
            "Starter.brandsOrProjects": "not published: number of websites/brands on Starter is not stated",
            "Starter.maxEngines": "not published: 11 models listed plus 'Additional Models — Available Upon Request'",
            "Starter.addOns.price": "contact sales: 'Contact us for add-on pricing.'",
            "Enterprise.priceMonthly": "contact sales: 'Custom'",
            "Enterprise.creditsIncluded": "contact sales: 'Custom credits'",
            "Enterprise.countries": "contradictory sources: grid says 'Multiple' with no number; homepage FAQ claims 'multi-region tracking across 60+ countries and languages'; Enterprise page shows '90+ Countries across 6 continents'",
            "Enterprise.brandsOrProjects": "contact sales: 'Custom credits, websites, and access controls'",
            "Enterprise.languages": "not published: grid says 'Multiple'; homepage FAQ '60+ countries and languages' gives no separate language count"
          },
          "couldNotVerify": [
            "Price of extra credit packages and package sizes (contact sales).",
            "Price of the API access add-on on Starter (contact sales).",
            "Whether the free Essential 300 credits refresh monthly or are one-time only (vendor says 'initial credit allowance').",
            "Whether a credit card is required for the free Essential tier.",
            "Meaning of the Starter card line '$300/month free credit'.",
            "How many websites/brands a Starter subscription covers (billing docs show plans can be organization-level or website-level).",
            "Agency plan pricing and terms (contact form only)."
          ]
        }
      },
      "engines": {
        "status": {
          "chatgpt": {
            "status": "included",
            "surface": "unknown",
            "minPlan": "Essential (Free)"
          },
          "googleAio": {
            "status": "included",
            "surface": "unknown",
            "minPlan": "Essential (Free)"
          },
          "googleAiMode": {
            "status": "included",
            "surface": "unknown",
            "minPlan": "Starter"
          },
          "gemini": {
            "status": "included",
            "surface": "unknown",
            "minPlan": "Essential (Free)"
          },
          "perplexity": {
            "status": "included",
            "surface": "unknown",
            "minPlan": "Essential (Free)"
          },
          "claude": {
            "status": "included",
            "surface": "api",
            "minPlan": "Starter"
          },
          "copilot": {
            "status": "included",
            "surface": "unknown",
            "minPlan": "Essential (Free)"
          },
          "grok": {
            "status": "included",
            "surface": "unknown",
            "minPlan": "Starter"
          },
          "deepseek": {
            "status": "included",
            "surface": "api",
            "minPlan": "Starter"
          },
          "metaAi": {
            "status": "included",
            "surface": "api",
            "minPlan": "Starter"
          }
        },
        "other": [
          {
            "name": "Mistral",
            "status": "included"
          },
          {
            "name": "Additional models (unspecified)",
            "status": "n/a"
          }
        ],
        "settings": {
          "country": "yes",
          "language": "yes",
          "persona": "yes"
        },
        "prov": {
          "sources": [
            {
              "url": "https://athenahq.ai/plans",
              "type": "pricing",
              "title": "Plans & Pricing (engine lists per plan)",
              "archive": "https://web.archive.org/web/20261003134926/https://athenahq.ai/plans"
            },
            {
              "url": "https://athenahq.ai/",
              "type": "other",
              "title": "Homepage FAQ: 'Which AI platforms does AthenaHQ monitor?'",
              "archive": "https://web.archive.org/web/20261003135516/https://athenahq.ai/"
            },
            {
              "url": "https://athenahq.ai/credit-calculator",
              "type": "pricing",
              "title": "Credit Calculator (credits per model)",
              "archive": "https://web.archive.org/web/20261003134950/https://athenahq.ai/credit-calculator"
            },
            {
              "url": "https://docs.athenahq.ai/api-reference/changelog",
              "type": "docs",
              "title": "API Changelog",
              "archive": "https://web.archive.org/web/20261003135342/https://docs.athenahq.ai/api-reference/changelog"
            },
            {
              "url": "https://docs.athenahq.ai/guides/ads",
              "type": "docs",
              "title": "Ads",
              "archive": "https://web.archive.org/web/20261003135437/https://docs.athenahq.ai/guides/ads"
            },
            {
              "url": "https://docs.athenahq.ai/setting-up-prompts",
              "type": "docs",
              "title": "Setting Up Your Prompts",
              "archive": "https://web.archive.org/web/20261003135255/https://docs.athenahq.ai/setting-up-prompts"
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {},
          "couldNotVerify": [
            "Collection surface (consumer UI vs API) for ChatGPT, Google AI Overviews, Google AI Mode, Gemini, Perplexity, Copilot and Grok is not stated by the vendor.",
            "Whether ChatGPT is queried with web search on, and which model version is used.",
            "Which 'Additional Models' are available on request, and at what credit cost."
          ]
        }
      },
      "method": {
        "value": "mixed",
        "quote": "Meta AI is reached through Meta’s Model API rather than scraped from a country-local session, so its country attribution reflects the country stated in the prompt, not a request originating there. The same is true of claude and deepseek.",
        "detail": "The vendor's API changelog says Claude, DeepSeek, Meta AI and Mistral are queried through the providers' APIs (Mistral 'using its built-in web search'), and contrasts this with responses 'scraped from a country-local session', which implies a scraping route for other engines. The vendor does not say which engines use that route; ad and shopping-carousel capture for ChatGPT, AI Mode and Google Search is consistent with consumer-surface collection.",
        "prov": {
          "sources": [
            {
              "url": "https://docs.athenahq.ai/api-reference/changelog",
              "type": "docs",
              "title": "API Changelog (August and October 2026 entries)",
              "archive": "https://web.archive.org/web/20261003135342/https://docs.athenahq.ai/api-reference/changelog"
            },
            {
              "url": "https://docs.athenahq.ai/guides/ads",
              "type": "docs",
              "title": "Ads",
              "archive": "https://web.archive.org/web/20261003135437/https://docs.athenahq.ai/guides/ads"
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {},
          "couldNotVerify": [
            "An explicit vendor statement naming the collection method (UI scraping vs API) for ChatGPT, Google AI Overviews, AI Mode, Gemini, Perplexity, Copilot and Grok.",
            "The in-app Glossary section 'How Athena collects data' (behind login)."
          ]
        }
      },
      "metrics": {
        "mentions": "yes",
        "citationsWithUrls": "yes",
        "shareOfVoice": "yes",
        "positionProminence": "yes",
        "sentiment": "yes",
        "accuracyHallucination": "yes",
        "promptDiscoveryOrVolume": "yes",
        "crawlerLogAnalytics": "n/a",
        "aiReferralAttribution": "yes",
        "prov": {
          "sources": [
            {
              "url": "https://athenahq.ai/plans",
              "type": "pricing",
              "title": "Plans & Pricing grid",
              "archive": "https://web.archive.org/web/20261003134926/https://athenahq.ai/plans"
            },
            {
              "url": "https://athenahq.ai/",
              "type": "other",
              "title": "Homepage FAQ",
              "archive": "https://web.archive.org/web/20261003135516/https://athenahq.ai/"
            },
            {
              "url": "https://docs.athenahq.ai/llms.txt",
              "type": "docs",
              "title": "Docs index (metrics API endpoints)",
              "archive": null
            },
            {
              "url": "https://docs.athenahq.ai/oracle",
              "type": "docs",
              "title": "Oracle",
              "archive": null
            },
            {
              "url": "https://docs.athenahq.ai/discover",
              "type": "docs",
              "title": "Discover",
              "archive": null
            },
            {
              "url": "https://docs.athenahq.ai/guides/site-health",
              "type": "docs",
              "title": "Site Health",
              "archive": null
            },
            {
              "url": "https://docs.athenahq.ai/integrations",
              "type": "docs",
              "title": "Integrations (GA4)",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "crawlerLogAnalytics": "not published: Site Health probes AI-crawler access from Athena's network and the API changelog mentions 'AI crawler visits' as website-level information, but no public doc describes analysis of a customer's server/CDN logs for AI-bot visits"
          },
          "couldNotVerify": [
            "Whether AthenaHQ ingests customer server or CDN logs to report actual AI-crawler visits.",
            "Which metrics are available on the free Essential tier."
          ]
        }
      },
      "actionLayer": {
        "recommendations": "yes",
        "contentGeneration": "yes",
        "technicalAudits": "yes",
        "citationOutreach": "yes",
        "prov": {
          "sources": [
            {
              "url": "https://athenahq.ai/plans",
              "type": "pricing",
              "title": "Plans & Pricing grid (Action section)",
              "archive": "https://web.archive.org/web/20261003134926/https://athenahq.ai/plans"
            },
            {
              "url": "https://docs.athenahq.ai/guides/content",
              "type": "docs",
              "title": "Content",
              "archive": null
            },
            {
              "url": "https://docs.athenahq.ai/guides/site-health",
              "type": "docs",
              "title": "Site Health",
              "archive": null
            },
            {
              "url": "https://docs.athenahq.ai/guides/outreach",
              "type": "docs",
              "title": "Outreach",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {},
          "couldNotVerify": [
            "What ACE (Athena Citation Engine) does exactly (the blog announcement was not opened)."
          ]
        }
      },
      "dataAccess": {
        "api": "yes",
        "csvExport": "yes",
        "lookerStudio": "yes",
        "warehouseOrBigQuery": "no",
        "slack": "yes",
        "emailAlerts": "n/a",
        "mcp": "yes",
        "prov": {
          "sources": [
            {
              "url": "https://athenahq.ai/plans",
              "type": "pricing",
              "title": "Plans & Pricing",
              "archive": "https://web.archive.org/web/20261003134926/https://athenahq.ai/plans"
            },
            {
              "url": "https://athenahq.ai/integrations",
              "type": "other",
              "title": "AthenaHQ integrations",
              "archive": null
            },
            {
              "url": "https://docs.athenahq.ai/integrations",
              "type": "docs",
              "title": "Integrations (Looker Studio, Slack reports, Slack bot)",
              "archive": null
            },
            {
              "url": "https://docs.athenahq.ai/api-reference/saved-view-exports",
              "type": "docs",
              "title": "Saved view exports",
              "archive": null
            },
            {
              "url": "https://docs.athenahq.ai/api-reference/mcp",
              "type": "docs",
              "title": "MCP Server",
              "archive": null
            },
            {
              "url": "https://docs.athenahq.ai/guides/reports-id",
              "type": "docs",
              "title": "Report Builder",
              "archive": null
            },
            {
              "url": "https://docs.athenahq.ai/guides/settings-api",
              "type": "docs",
              "title": "API & Embed Settings",
              "archive": "https://web.archive.org/web/20261003135319/https://docs.athenahq.ai/guides/settings-api"
            },
            {
              "url": "https://docs.athenahq.ai/guides/prompts",
              "type": "docs",
              "title": "Prompts (Export as CSV)",
              "archive": null
            },
            {
              "url": "https://docs.athenahq.ai/guides/heatmap",
              "type": "docs",
              "title": "Competitor Heatmap (Export as CSV)",
              "archive": null
            },
            {
              "url": "https://docs.athenahq.ai/guides/responses",
              "type": "docs",
              "title": "Responses (CSV export paid-only)",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "emailAlerts": "not published: only scheduled report delivery by Email, Slack direct message or Slack channel (Weekly, Monthly, Quarterly) is documented; no threshold or change alerts"
          },
          "couldNotVerify": [
            "Whether MCP access works on the free Essential tier or Starter without the API add-on (OAuth sign-in is documented; plan gating not stated).",
            "Whether event/threshold email alerts (e.g., visibility drops) exist beyond scheduled report emails."
          ]
        }
      },
      "businessFit": {
        "agencyMultiClient": "yes",
        "whiteLabel": "n/a",
        "sso": "yes",
        "soc2": "yes",
        "iso27001": "n/a",
        "gdprStatement": "yes",
        "euDataResidency": "n/a",
        "uiLanguages": null,
        "prov": {
          "sources": [
            {
              "url": "https://athenahq.ai/agency",
              "type": "other",
              "title": "Drive Agency Growth with AthenaHQ",
              "archive": null
            },
            {
              "url": "https://athenahq.ai/enterprise",
              "type": "other",
              "title": "Enterprise (Security & Compliance)",
              "archive": "https://web.archive.org/web/20260718160259/https://athenahq.ai/enterprise"
            },
            {
              "url": "https://athenahq.ai/",
              "type": "other",
              "title": "Homepage FAQ (security and compliance)",
              "archive": "https://web.archive.org/web/20261003135516/https://athenahq.ai/"
            },
            {
              "url": "https://docs.athenahq.ai/api-reference/sso",
              "type": "docs",
              "title": "Single Sign-On (SSO)",
              "archive": null
            },
            {
              "url": "https://athenahq.ai/dpa",
              "type": "other",
              "title": "Data Processing Agreement (incl. subprocessor table with processing locations)",
              "archive": null
            },
            {
              "url": "https://trust.athenahq.ai/",
              "type": "other",
              "title": "Trust Center (SafeBase; badges readable, documents gated behind 'Get access')",
              "archive": null
            },
            {
              "url": "https://docs.athenahq.ai/guides/group-id",
              "type": "docs",
              "title": "Group Dashboard (portfolios of brands)",
              "archive": null
            },
            {
              "url": "https://docs.athenahq.ai/guides/settings-users",
              "type": "docs",
              "title": "Users (custom roles: Enterprise or Agency plans)",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "vendor claim",
          "naReasons": {
            "whiteLabel": "not published: public shareable reports exist (Pitch Workspace, Public AI Search Report) but no white-label/custom-branding statement was found",
            "iso27001": "not published: site cites SOC 2 and NIST CSF, not ISO 27001",
            "euDataResidency": "not published: DPA subprocessor table lists 'United States' or 'United States / global' for every entry except Anthropic ('Service-specific') (databases PlanetScale, ClickHouse, Qdrant in the United States) and names no EU-hosting option; the DPA says locations 'depend on the service and account configuration'",
            "uiLanguages": "not published"
          },
          "couldNotVerify": [
            "SOC 2 Type I/II reports themselves (Trust Center documents are gated behind 'Get access'; access was not requested).",
            "Whether an EU-hosting arrangement can be agreed by contract (the DPA publishes US processing locations for all but one subprocessor but allows 'Separately agreed geographic restrictions').",
            "White-label or custom-branded client reports for agencies.",
            "Agency plan pricing and how many client workspaces it includes.",
            "UI language options."
          ]
        }
      },
      "selection": {
        "roundups": 16,
        "probeAnswers": 37,
        "g2Reviews": 48,
        "g2Scope": "product listing",
        "presenceScore": 0.581,
        "passesGate": true,
        "shortlistedByRubric": true
      },
      "normalisation": {
        "maxFrequency": "daily"
      },
      "derived": {
        "segment": "mid",
        "entryPriceUsd": 295,
        "entryPlan": "Starter",
        "entryBasis": null,
        "plans": {
          "Starter|monthly": {
            "usd": 295,
            "checks": 3600,
            "costPer1kUsd": 81.94
          },
          "Starter|annual": {
            "usd": 245,
            "checks": 3600,
            "costPer1kUsd": 68.06
          },
          "Enterprise|monthly": {
            "usd": null,
            "checks": null,
            "costPer1kUsd": null
          },
          "Enterprise|annual": {
            "usd": null,
            "checks": null,
            "costPer1kUsd": null
          }
        },
        "scenarios": {
          "S|monthly": {
            "status": "fits",
            "plan": "Starter",
            "costUsd": 295,
            "addOnsUsed": [],
            "reason": null,
            "detail": "credits needed ≈ 653"
          },
          "S|annual": {
            "status": "fits",
            "plan": "Starter",
            "costUsd": 245,
            "addOnsUsed": [],
            "reason": null,
            "detail": "credits needed ≈ 653"
          },
          "M|monthly": {
            "status": "custom-quote",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "Published plans fall short (too few prompts or credits); a sales-quoted plan exists.",
            "detail": "no published plan covers it; a sales-quoted plan exists. Published plans fall short — Starter: 3600 credits < needed, no credit pack."
          },
          "M|annual": {
            "status": "custom-quote",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "Published plans fall short (too few prompts or credits); a sales-quoted plan exists.",
            "detail": "no published plan covers it; a sales-quoted plan exists. Published plans fall short — Starter: 3600 credits < needed, no credit pack."
          },
          "L|monthly": {
            "status": "custom-quote",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "Published plans fall short (country limits); a sales-quoted plan exists.",
            "detail": "no published plan covers it; a sales-quoted plan exists. Published plans fall short — Starter: only 1 country/countries, no country add-on."
          },
          "L|annual": {
            "status": "custom-quote",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "Published plans fall short (country limits); a sales-quoted plan exists.",
            "detail": "no published plan covers it; a sales-quoted plan exists. Published plans fall short — Starter: only 1 country/countries, no country add-on."
          }
        },
        "bestRate": {
          "plan": "Starter",
          "usd": 295,
          "checks": 3600,
          "costPer1kUsd": 81.94
        },
        "largestPlan": {
          "plan": "Starter",
          "usd": 295,
          "native": 295,
          "currency": "USD",
          "prompts": null,
          "checks": 3600,
          "runFrequency": "configurable"
        }
      },
      "flags": {
        "priceEstimate": false,
        "agencyRouteEligibilityUnconfirmed": false,
        "excludeFromAggregates": false,
        "note": null
      },
      "changesSince20260531": "Verified today vs the 2026-05-31 lead list: (1) a free 'Essential' tier now exists ('$25 free credit', 'Includes 300 credits', 5 engines) where the lead list said no free plan; (2) Starter is still $295/month, and the page now shows annual billing at $245/month ('Annual (17% off)'); (3) Starter lists 11 models (adds DeepSeek, Meta AI and Mistral to the lead list's 8), with Meta AI and Mistral added in August 2026 per the API changelog; (4) since October 2026 Grok costs 5 credits per response for every organization, like Claude, DeepSeek, Meta AI and Mistral; (5) new features shown: 'Athena Citation Engine (ACE)' and 'Athena AI agent'; (6) Tableau/Power BI/Looker executive dashboards are Enterprise-only in today's grid. YC lists the company as founded in 2025 (Winter 2025 batch); the lead list said 2024."
    },
    {
      "id": "authoritas-ai-search",
      "name": "Authoritas AI Search Platform",
      "shortName": "Authoritas AI Search",
      "vendor": "Authoritas (Analytics SEO Limited t/a Authoritas)",
      "url": "https://www.authoritas.com/ai-search/llm-brand-visibility-tracking",
      "pricingUrl": "https://www.authoritas.com/app/ai-search-platform-pricing",
      "docsUrl": "https://help.authoritas.com/en/collections/13596789-ai-search-platform",
      "category": "suite-module",
      "parentProduct": "Authoritas",
      "status": "live",
      "summary": "Authoritas AI Search Platform is the AI-visibility module of the UK SEO suite Authoritas. It is sold separately on a prompt-credit basis and tracks brand mentions, share of voice, sentiment and cited sources across ChatGPT, Google AI Overviews and AI Mode, Bing, Perplexity, Gemini, Claude and DeepSeek, using a mix of UI crawls and API calls. It suits SEO, PR and brand teams, including agencies and publishers, that want full control over the prompt sets they research.",
      "reviewed": false,
      "identity": {
        "hqCountry": "GB",
        "ownership": "subsidiary-of:Rezolve Ai Plc",
        "funding": "No venture round found. Companies House (filing, read 2026-10-03) lists Rezolve Ai Plc (UK plc, reg. no. 14573691) as the person with significant control: 75% or more of shares and votes, plus the right to appoint directors, notified 4 April 2026. Founders Laurence O'Toole and Penelope Holt each held more than 25% but not more than 50% until that date. The filing history also lists a 'Statement of capital following an allotment of shares on 4 April 2026' (GBP 1,746.75), filed 21 April 2026. Price and terms are not published, and a rezolve.com site search for 'authoritas' returns no results.",
        "fundingAsOf": "2026-10-03",
        "yearLaunched": 2025,
        "prov": {
          "sources": [
            {
              "url": "https://www.authoritas.com/terms-and-conditions",
              "type": "other",
              "title": "Terms of Service (legal entity, company number, registered office)",
              "archive": "https://web.archive.org/web/20261003140047/https://www.authoritas.com/terms-and-conditions"
            },
            {
              "url": "https://www.authoritas.com/contact",
              "type": "other",
              "title": "Contact (office: Mildenhall, Suffolk, United Kingdom)",
              "archive": null
            },
            {
              "url": "https://find-and-update.company-information.service.gov.uk/company/05796620",
              "type": "filing",
              "title": "Companies House: ANALYTICS SEO LIMITED (05796620) overview",
              "archive": null
            },
            {
              "url": "https://find-and-update.company-information.service.gov.uk/company/05796620/persons-with-significant-control",
              "type": "filing",
              "title": "Companies House: persons with significant control",
              "archive": null
            },
            {
              "url": "https://find-and-update.company-information.service.gov.uk/company/05796620/officers",
              "type": "filing",
              "title": "Companies House: officers",
              "archive": null
            },
            {
              "url": "https://www.authoritas.com/blog/the-future-of-brand-visibility-is-here-introducing-ai-search-optimisation-that-actually-works",
              "type": "blog",
              "title": "The Future of Brand Visibility is Here: Introducing AI Search Optimisation That Actually Works (2025-07-03)",
              "archive": null
            },
            {
              "url": "https://rezolve.com/press-releases/",
              "type": "press",
              "title": "Rezolve Ai press releases (index, pages 1-12)",
              "archive": null
            },
            {
              "url": "https://find-and-update.company-information.service.gov.uk/company/05796620/filing-history",
              "type": "filing",
              "title": "Companies House: filing history (4 April 2026 changes; registered office change on 3 August 2026)",
              "archive": null
            },
            {
              "url": "https://rezolve.com/?s=authoritas",
              "type": "other",
              "title": "rezolve.com site search for 'authoritas' (no results)",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "third-party",
          "naReasons": {},
          "couldNotVerify": [
            "Acquisition price, date of completion and whether Authoritas will stay a separate brand (no announcement found on authoritas.com or rezolve.com)",
            "Whether the change of control affects the AI Search Platform's roadmap, pricing or data hosting"
          ]
        }
      },
      "pricing": {
        "model": "credits",
        "promptUnit": "Pricing FAQ: 'Prompt Credits are the core unit of our AI Search Platform pricing. Each time you query an AI model, you consume credits based on the model, from 1 to 5 credits per query.' Formula: 'Prompt Credits/Month = #Sites x #Questions x #Frequency x AI Model(s) Unit Costs'. Most models cost 1 credit; flagship API models and most search-grounded models 2; Claude Sonnet 4.6 with search 5.",
        "promptUnitPerEngine": "yes",
        "promptUnitPerCountry": "yes",
        "promptUnitPerRun": "yes",
        "freePlan": {
          "available": "yes",
          "limits": "'Free 50 credits $0.00 Get Started'. The page does not say whether the 50 credits are monthly or one-off. Product FAQs instead describe the free test as 'run 100 questions against one provider's AI model', while the pricing tier list says standard and flagship models are 'Available on all plans', so the models usable on Free are contradictory. The SEO platform's Freemium terms (keep the account by logging in once every 30 days) are documented separately and may or may not apply to AI Search credits."
        },
        "freeTrial": {
          "available": "n/a",
          "days": null,
          "cardRequired": "n/a",
          "limits": "The AI Search pricing page has a 'Start Free Trial' button, but it links to the same free-account sign-up as the Free plan; no trial length or trial allowance is published for AI Search. The general Terms of Service describe a discounted 'Trial Account' that is 'usually 14 days' and converts to a paid rolling monthly subscription unless cancelled; it is not tied to the AI Search plans."
        },
        "billingOptions": [
          "monthly",
          "annual"
        ],
        "annualDiscountNote": "1 month Free (annual table: e.g. 'AI Search P1 ... $1,309 $119/year savings')",
        "plans": [
          {
            "name": "Free",
            "contactSales": false,
            "priceMonthly": 0,
            "priceAnnualPerMonth": 0,
            "currency": "USD",
            "promptsIncluded": null,
            "creditsIncluded": 50,
            "enginesIncluded": [],
            "enginesSelectable": "n/a",
            "maxEngines": null,
            "runFrequency": "configurable",
            "brandsOrProjects": null,
            "seats": null,
            "countries": null,
            "languages": null,
            "addOns": [],
            "planSource": "https://www.authoritas.com/app/ai-search-platform-pricing"
          },
          {
            "name": "AI Search P1",
            "contactSales": false,
            "priceMonthly": 119,
            "priceAnnualPerMonth": 109.08,
            "currency": "USD",
            "promptsIncluded": null,
            "creditsIncluded": 2000,
            "enginesIncluded": [
              "chatgpt",
              "googleAio",
              "googleAiMode",
              "gemini",
              "perplexity",
              "claude",
              "copilot",
              "deepseek"
            ],
            "enginesSelectable": "yes",
            "maxEngines": 8,
            "runFrequency": "configurable",
            "brandsOrProjects": null,
            "seats": null,
            "countries": null,
            "languages": null,
            "addOns": [
              {
                "name": "Prompt credits top-up / overage (1,000 credits at the AI Search P1 CPM rate)",
                "price": 66,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "credits:+1000"
              },
              {
                "name": "1,000 prompt credits top-up per month (AI Search P1, annual billing)",
                "price": 726,
                "currency": "USD",
                "unit": "per year, billed annually",
                "appliesTo": "credits:+1000"
              }
            ],
            "planSource": "https://www.authoritas.com/app/ai-search-platform-pricing"
          },
          {
            "name": "AI Search P2",
            "contactSales": false,
            "priceMonthly": 299,
            "priceAnnualPerMonth": 274.08,
            "currency": "USD",
            "promptsIncluded": null,
            "creditsIncluded": 6000,
            "enginesIncluded": [
              "chatgpt",
              "googleAio",
              "googleAiMode",
              "gemini",
              "perplexity",
              "claude",
              "copilot",
              "deepseek"
            ],
            "enginesSelectable": "yes",
            "maxEngines": 8,
            "runFrequency": "configurable",
            "brandsOrProjects": null,
            "seats": null,
            "countries": null,
            "languages": null,
            "addOns": [
              {
                "name": "Prompt credits top-up / overage (1,000 credits at the AI Search P2 CPM rate)",
                "price": 55,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "credits:+1000"
              },
              {
                "name": "1,000 prompt credits top-up per month (AI Search P2, annual billing)",
                "price": 605,
                "currency": "USD",
                "unit": "per year, billed annually",
                "appliesTo": "credits:+1000"
              }
            ],
            "planSource": "https://www.authoritas.com/app/ai-search-platform-pricing"
          },
          {
            "name": "AI Search P3",
            "contactSales": false,
            "priceMonthly": 499,
            "priceAnnualPerMonth": 457.42,
            "currency": "USD",
            "promptsIncluded": null,
            "creditsIncluded": 15000,
            "enginesIncluded": [
              "chatgpt",
              "googleAio",
              "googleAiMode",
              "gemini",
              "perplexity",
              "claude",
              "copilot",
              "deepseek"
            ],
            "enginesSelectable": "yes",
            "maxEngines": 8,
            "runFrequency": "configurable",
            "brandsOrProjects": null,
            "seats": null,
            "countries": null,
            "languages": null,
            "addOns": [
              {
                "name": "Prompt credits top-up / overage (1,000 credits at the AI Search P3 CPM rate)",
                "price": 49,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "credits:+1000"
              },
              {
                "name": "1,000 prompt credits top-up per month (AI Search P3, annual billing)",
                "price": 539,
                "currency": "USD",
                "unit": "per year, billed annually",
                "appliesTo": "credits:+1000"
              }
            ],
            "planSource": "https://www.authoritas.com/app/ai-search-platform-pricing"
          },
          {
            "name": "AI Search Enterprise 1",
            "contactSales": false,
            "priceMonthly": 1499,
            "priceAnnualPerMonth": 1374.08,
            "currency": "USD",
            "promptsIncluded": null,
            "creditsIncluded": 42000,
            "enginesIncluded": [
              "chatgpt",
              "googleAio",
              "googleAiMode",
              "gemini",
              "perplexity",
              "claude",
              "copilot",
              "deepseek"
            ],
            "enginesSelectable": "yes",
            "maxEngines": 8,
            "runFrequency": "configurable",
            "brandsOrProjects": null,
            "seats": "unlimited",
            "countries": null,
            "languages": null,
            "addOns": [
              {
                "name": "Prompt credits top-up / overage (1,000 credits at the AI Search Enterprise 1 CPM rate)",
                "price": 40,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "credits:+1000"
              },
              {
                "name": "1,000 prompt credits top-up per month (AI Search Enterprise 1, annual billing)",
                "price": 440,
                "currency": "USD",
                "unit": "per year, billed annually",
                "appliesTo": "credits:+1000"
              }
            ],
            "planSource": "https://www.authoritas.com/app/ai-search-platform-pricing"
          },
          {
            "name": "AI Search Enterprise 2",
            "contactSales": false,
            "priceMonthly": 2349,
            "priceAnnualPerMonth": 2153.25,
            "currency": "USD",
            "promptsIncluded": null,
            "creditsIncluded": 75000,
            "enginesIncluded": [
              "chatgpt",
              "googleAio",
              "googleAiMode",
              "gemini",
              "perplexity",
              "claude",
              "copilot",
              "deepseek"
            ],
            "enginesSelectable": "yes",
            "maxEngines": 8,
            "runFrequency": "configurable",
            "brandsOrProjects": null,
            "seats": "unlimited",
            "countries": null,
            "languages": null,
            "addOns": [
              {
                "name": "Prompt credits top-up / overage (1,000 credits at the AI Search Enterprise 2 CPM rate)",
                "price": 35,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "credits:+1000"
              },
              {
                "name": "1,000 prompt credits top-up per month (AI Search Enterprise 2, annual billing)",
                "price": 385,
                "currency": "USD",
                "unit": "per year, billed annually",
                "appliesTo": "credits:+1000"
              }
            ],
            "planSource": "https://www.authoritas.com/app/ai-search-platform-pricing"
          },
          {
            "name": "AI Search Enterprise 3",
            "contactSales": false,
            "priceMonthly": 3199,
            "priceAnnualPerMonth": 2932.42,
            "currency": "USD",
            "promptsIncluded": null,
            "creditsIncluded": 125000,
            "enginesIncluded": [
              "chatgpt",
              "googleAio",
              "googleAiMode",
              "gemini",
              "perplexity",
              "claude",
              "copilot",
              "deepseek"
            ],
            "enginesSelectable": "yes",
            "maxEngines": 8,
            "runFrequency": "configurable",
            "brandsOrProjects": null,
            "seats": "unlimited",
            "countries": null,
            "languages": null,
            "addOns": [
              {
                "name": "Prompt credits top-up / overage (1,000 credits at the AI Search Enterprise 3 CPM rate)",
                "price": 29,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "credits:+1000"
              },
              {
                "name": "1,000 prompt credits top-up per month (AI Search Enterprise 3, annual billing)",
                "price": 319,
                "currency": "USD",
                "unit": "per year, billed annually",
                "appliesTo": "credits:+1000"
              }
            ],
            "planSource": "https://www.authoritas.com/app/ai-search-platform-pricing"
          }
        ],
        "prov": {
          "sources": [
            {
              "url": "https://www.authoritas.com/app/ai-search-platform-pricing",
              "type": "pricing",
              "title": "AI Search Platform Pricing (Monthly/Annual toggle; GBP/USD/EUR toggle; calculator; plan table; FAQ)",
              "archive": "https://web.archive.org/web/20261003135540/https://www.authoritas.com/app/ai-search-platform-pricing"
            },
            {
              "url": "https://authoritas.recurly.com/subscribe/ais-p1-mm?currency=USD",
              "type": "pricing",
              "title": "Recurly checkout: AI Search P1 Monthly (viewed, nothing submitted)",
              "archive": "https://web.archive.org/web/20261003135604/https://authoritas.recurly.com/subscribe/ais-p1-mm?currency=USD"
            },
            {
              "url": "https://authoritas.recurly.com/subscribe/ais-p1-aa?currency=USD",
              "type": "pricing",
              "title": "Recurly checkout: AI Search P1 Annual (viewed, nothing submitted)",
              "archive": "https://web.archive.org/web/20261003135724/https://authoritas.recurly.com/subscribe/ais-p1-aa?currency=USD"
            },
            {
              "url": "https://help.authoritas.com/en/articles/11721748-how-to-create-a-set-of-relevant-questions-to-ask-ai-search-engines",
              "type": "docs",
              "title": "How to create a set of relevant questions to ask AI Search Engines",
              "archive": "https://web.archive.org/web/20261003135846/https://help.authoritas.com/en/articles/11721748-how-to-create-a-set-of-relevant-questions-to-ask-ai-search-engines"
            },
            {
              "url": "https://help.authoritas.com/en/articles/14112824-ai-search-metric-definitions",
              "type": "docs",
              "title": "AI Search Metric Definitions",
              "archive": "https://web.archive.org/web/20261003140000/https://help.authoritas.com/en/articles/14112824-ai-search-metric-definitions"
            },
            {
              "url": "https://www.authoritas.com/ai-search/llm-brand-visibility-tracking",
              "type": "other",
              "title": "LLM brand visibility tracking (product page with FAQ)",
              "archive": "https://web.archive.org/web/20261003140024/https://www.authoritas.com/ai-search/llm-brand-visibility-tracking"
            },
            {
              "url": "https://www.authoritas.com/terms-and-conditions",
              "type": "other",
              "title": "Terms of Service (Trial Account and Freemium terms)",
              "archive": "https://web.archive.org/web/20261003140047/https://www.authoritas.com/terms-and-conditions"
            },
            {
              "url": "https://www.authoritas.com/ai-search/ai-visibility-for-retailers",
              "type": "other",
              "title": "AI visibility for retailers (FAQ: 'test 100 questions across one AI model')",
              "archive": "https://web.archive.org/web/20260612011556/https://www.authoritas.com/ai-search/ai-visibility-for-retailers"
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "*.promptsIncluded": "not applicable: credit model; questions per site are unlimited and are billed per model per run",
            "*.brandsOrProjects": "not published: the calculator treats 'Number of Sites/Domains' as a credit multiplier; no per-plan site or project cap is listed",
            "AI Search P1/P2/P3.seats": "not published: only Enterprise plans state 'unlimited users'",
            "Free.seats": "not published",
            "*.countries": "not published: locations are prompt multipliers (each billed); no per-plan country limit",
            "*.languages": "not published: languages are prompt multipliers; no per-plan language limit",
            "Free.overage": "not published",
            "freeTrial.days": "not published: 'Start Free Trial' links to the free-plan sign-up; terms mention a generic 'usually 14 days' discounted trial not tied to AI Search",
            "freeTrial.cardRequired": "not published: sign-up step 1 of 3 has no card field; later steps not viewed (no sign-up)",
            "Free.enginesIncluded": "contradictory sources: pricing tier list says standard and flagship models are 'Available on all plans'; product FAQs limit the free test to 'one provider's AI model' / 'one AI model'",
            "Free.enginesSelectable": "contradictory sources: pricing tier list says standard and flagship models are 'Available on all plans'; product FAQs limit the free test to 'one provider's AI model' / 'one AI model'",
            "Free.maxEngines": "contradictory sources: pricing tier list says standard and flagship models are 'Available on all plans'; product FAQs limit the free test to 'one provider's AI model' / 'one AI model'"
          },
          "couldNotVerify": [
            "Whether the Free plan's 50 credits renew monthly, and which models it can use (pricing page says standard models are on 'all plans'; product FAQs say one provider's model)",
            "Number of users included on P1-P3 (only Enterprise states 'unlimited users')",
            "Whether selecting several Google/Bing regions in one run multiplies credit use",
            "Whether unused credits roll over",
            "Whether a US visitor sees USD by default (page defaulted to GBP for our EU IP)"
          ]
        }
      },
      "engines": {
        "status": {
          "chatgpt": {
            "status": "included",
            "surface": "both",
            "minPlan": "AI Search P1"
          },
          "googleAio": {
            "status": "included",
            "surface": "ui",
            "minPlan": "AI Search P1"
          },
          "googleAiMode": {
            "status": "included",
            "surface": "ui",
            "minPlan": "AI Search P1"
          },
          "gemini": {
            "status": "included",
            "surface": "api",
            "minPlan": "AI Search P1"
          },
          "perplexity": {
            "status": "included",
            "surface": "both",
            "minPlan": "AI Search P1"
          },
          "claude": {
            "status": "included",
            "surface": "api",
            "minPlan": "AI Search P1"
          },
          "copilot": {
            "status": "included",
            "surface": "ui",
            "minPlan": "AI Search P1"
          },
          "grok": {
            "status": "no",
            "surface": "unknown",
            "minPlan": null
          },
          "deepseek": {
            "status": "included",
            "surface": "api",
            "minPlan": "AI Search P1"
          },
          "metaAi": {
            "status": "no",
            "surface": "unknown",
            "minPlan": null
          }
        },
        "other": [],
        "settings": {
          "country": "yes",
          "language": "yes",
          "persona": "yes"
        },
        "prov": {
          "sources": [
            {
              "url": "https://www.authoritas.com/app/ai-search-platform-pricing",
              "type": "pricing",
              "title": "AI Search Platform Pricing: model selector and 'AI Model Tiers & Unit Costs'",
              "archive": "https://web.archive.org/web/20261003135540/https://www.authoritas.com/app/ai-search-platform-pricing"
            },
            {
              "url": "https://help.authoritas.com/en/articles/11721748-how-to-create-a-set-of-relevant-questions-to-ask-ai-search-engines",
              "type": "docs",
              "title": "How to create a set of relevant questions to ask AI Search Engines",
              "archive": "https://web.archive.org/web/20261003135846/https://help.authoritas.com/en/articles/11721748-how-to-create-a-set-of-relevant-questions-to-ask-ai-search-engines"
            },
            {
              "url": "https://help.authoritas.com/en/articles/11651143-how-to-get-started-with-brand-monitoring-in-ai-search-engines-authoritas-ai-search-platform",
              "type": "docs",
              "title": "How to get started with Brand Monitoring in AI Search Engines",
              "archive": "https://web.archive.org/web/20261003140239/https://help.authoritas.com/en/articles/11651143-how-to-get-started-with-brand-monitoring-in-ai-search-engines-authoritas-ai-search-platform"
            },
            {
              "url": "https://www.authoritas.com/ai-search/ai-search-optimiser",
              "type": "other",
              "title": "AI Search Optimiser (FAQ: supported platforms)",
              "archive": "https://web.archive.org/web/20261003140302/https://www.authoritas.com/ai-search/ai-search-optimiser"
            },
            {
              "url": "https://www.authoritas.com/ai-search/ai-platforms-and-models",
              "type": "other",
              "title": "AI platforms and models",
              "archive": "https://web.archive.org/web/20261003140111/https://www.authoritas.com/ai-search/ai-platforms-and-models"
            },
            {
              "url": "https://www.authoritas.com/",
              "type": "other",
              "title": "Homepage",
              "archive": "https://web.archive.org/web/20261003140326/https://www.authoritas.com/"
            },
            {
              "url": "https://www.authoritas.com/ai-search/llm-brand-visibility-tracking",
              "type": "other",
              "title": "LLM brand visibility tracking (FAQ: free test 'against one provider's AI model')",
              "archive": "https://web.archive.org/web/20261003140024/https://www.authoritas.com/ai-search/llm-brand-visibility-tracking"
            },
            {
              "url": "https://www.authoritas.com/ai-search/llm-tracking-licensing-insights-for-publishers",
              "type": "other",
              "title": "AI search for publishers (UI-crawl claim incl. Gemini)",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {},
          "couldNotVerify": [
            "Whether the ChatGPT and Perplexity UI crawls run logged-out or logged-in, with web search on or off, and from which locations",
            "Whether 'Bing AIO' covers Microsoft Copilot's standalone app or only Bing search AI answers",
            "Which models the Free plan can actually use",
            "Whether Gemini is also UI-crawled (publishers page says so; the calculator tags Gemini models 'API' only)"
          ]
        }
      },
      "method": {
        "value": "mixed",
        "quote": "We combine direct API integrations with real browser crawls of AI UIs to capture authentic, user-facing results.",
        "detail": "Every model in the pricing calculator carries a collection tag. ChatGPT, Perplexity, Google AIO, Google AI Mode and Bing AIO are 'UI Crawl'. Gemini, GPT-5 / GPT-5 mini, Claude, DeepSeek and Perplexity Sonar are 'API'. Enterprise adds 'Search-Grounded' API models answering 'with live SERP grounding'. Pricing FAQ: 'UI crawling models require running real browsers to capture data authentically'.",
        "prov": {
          "sources": [
            {
              "url": "https://www.authoritas.com/ai-search/ai-platforms-and-models",
              "type": "other",
              "title": "AI platforms and models (FAQ: 'How does Authoritas collect AI data?')",
              "archive": "https://web.archive.org/web/20261003140111/https://www.authoritas.com/ai-search/ai-platforms-and-models"
            },
            {
              "url": "https://www.authoritas.com/app/ai-search-platform-pricing",
              "type": "pricing",
              "title": "AI Search Platform Pricing (model type tags; FAQ 'Why do different AI models have different costs?')",
              "archive": "https://web.archive.org/web/20261003135540/https://www.authoritas.com/app/ai-search-platform-pricing"
            },
            {
              "url": "https://www.authoritas.com/ai-search/llm-brand-visibility-tracking",
              "type": "other",
              "title": "LLM brand visibility tracking ('Comprehensive AI citation tracking - Go beyond APIs')",
              "archive": "https://web.archive.org/web/20261003140024/https://www.authoritas.com/ai-search/llm-brand-visibility-tracking"
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {},
          "couldNotVerify": [
            "Crawl infrastructure details (logged-in state, proxies/locations, number of repeats per prompt)"
          ]
        }
      },
      "metrics": {
        "mentions": "yes",
        "citationsWithUrls": "yes",
        "shareOfVoice": "yes",
        "positionProminence": "n/a",
        "sentiment": "yes",
        "accuracyHallucination": "yes",
        "promptDiscoveryOrVolume": "yes",
        "crawlerLogAnalytics": "n/a",
        "aiReferralAttribution": "n/a",
        "prov": {
          "sources": [
            {
              "url": "https://help.authoritas.com/en/articles/14112824-ai-search-metric-definitions",
              "type": "docs",
              "title": "AI Search Metric Definitions (2026-03-18)",
              "archive": "https://web.archive.org/web/20261003140000/https://help.authoritas.com/en/articles/14112824-ai-search-metric-definitions"
            },
            {
              "url": "https://help.authoritas.com/en/articles/11651143-how-to-get-started-with-brand-monitoring-in-ai-search-engines-authoritas-ai-search-platform",
              "type": "docs",
              "title": "How to get started with Brand Monitoring in AI Search Engines",
              "archive": "https://web.archive.org/web/20261003140239/https://help.authoritas.com/en/articles/11651143-how-to-get-started-with-brand-monitoring-in-ai-search-engines-authoritas-ai-search-platform"
            },
            {
              "url": "https://help.authoritas.com/en/articles/17232180-using-our-custom-prompting-engine",
              "type": "docs",
              "title": "Using our Custom Prompting Engine",
              "archive": null
            },
            {
              "url": "https://www.authoritas.com/ai-search/ai-platforms-and-models",
              "type": "other",
              "title": "AI platforms and models (FAQ)",
              "archive": "https://web.archive.org/web/20261003140111/https://www.authoritas.com/ai-search/ai-platforms-and-models"
            },
            {
              "url": "https://www.authoritas.com/ai-search/llm-sources",
              "type": "other",
              "title": "LLM Sources",
              "archive": null
            },
            {
              "url": "https://www.authoritas.com/ai-search/llm-tracking-licensing-insights-for-publishers",
              "type": "other",
              "title": "AI search for publishers",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "vendor claim",
          "naReasons": {
            "positionProminence": "contradictory sources: help doc says no 'ranking or average rank' metrics; publishers page claims 'Citation Frequency & Link Position' ('where in the answer you're linked (1st, 2nd, etc)') and the LLM Sources page 'link position'",
            "crawlerLogAnalytics": "contradictory sources: publishers page lists 'Optional server log integration or lightweight tracking script (coming soon)', while its FAQ says 'Server log or GA4 integration is optional for deeper insights'; no AI-crawler log analysis is documented",
            "aiReferralAttribution": "contradictory sources: publishers page FAQ says 'We offer optional integration with tools like GA4 or lightweight scripts' to track traffic from AI platforms, while the same page lists the tracking script as '(coming soon)'; no help article documents it"
          },
          "couldNotVerify": [
            "Which non-Enterprise models return citations (UI-crawled ChatGPT/Perplexity/AIO are not explicitly labelled 'search-enabled'; search-grounded API models are Enterprise only)",
            "How the hallucination/misinformation flag works in the product"
          ]
        }
      },
      "actionLayer": {
        "recommendations": "n/a",
        "contentGeneration": "n/a",
        "technicalAudits": "n/a",
        "citationOutreach": "n/a",
        "prov": {
          "sources": [
            {
              "url": "https://www.authoritas.com/ai-search/ai-platforms-and-models",
              "type": "other",
              "title": "AI platforms and models ('Optimise and Influence Your AI Visibility')",
              "archive": "https://web.archive.org/web/20261003140111/https://www.authoritas.com/ai-search/ai-platforms-and-models"
            },
            {
              "url": "https://www.authoritas.com/ai-search/ai-search-optimiser",
              "type": "other",
              "title": "AI Search Optimiser",
              "archive": "https://web.archive.org/web/20261003140302/https://www.authoritas.com/ai-search/ai-search-optimiser"
            },
            {
              "url": "https://www.authoritas.com/app/pricing",
              "type": "pricing",
              "title": "Pricing hub (AI Search card lists 'AI-powered content optimization')",
              "archive": null
            },
            {
              "url": "https://www.authoritas.com/",
              "type": "other",
              "title": "Homepage (SEO platform: technical SEO auditing)",
              "archive": "https://web.archive.org/web/20261003140326/https://www.authoritas.com/"
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "n/a",
          "naReasons": {
            "recommendations": "not published: marketing mentions 'optimisation tools' and gap identification, but no recommendation feature is documented",
            "contentGeneration": "not published: pricing hub lists 'AI-powered content optimization' for AI Search without any description",
            "technicalAudits": "not published: technical SEO auditing is part of the separate SEO platform; no AI-specific (schema/llms.txt/crawlability) audit documented for AI Search",
            "citationOutreach": "not published: sources data is positioned for 'PR outreach' but no outreach tooling is documented for AI Search"
          },
          "couldNotVerify": [
            "Whether any optimisation/recommendation feature exists inside the AI Search app (only marketing copy found)"
          ]
        }
      },
      "dataAccess": {
        "api": "n/a",
        "csvExport": "yes",
        "lookerStudio": "yes",
        "warehouseOrBigQuery": "yes",
        "slack": "n/a",
        "emailAlerts": "n/a",
        "mcp": "n/a",
        "prov": {
          "sources": [
            {
              "url": "https://www.authoritas.com/app/ai-search-platform-pricing",
              "type": "pricing",
              "title": "Pricing FAQ: 'What's included in Enterprise plans?' and 'What's Included in Every Plan'",
              "archive": "https://web.archive.org/web/20261003135540/https://www.authoritas.com/app/ai-search-platform-pricing"
            },
            {
              "url": "https://www.authoritas.com/ai-search/llm-brand-visibility-tracking",
              "type": "other",
              "title": "LLM brand visibility tracking (export formats, BI platforms, alerts)",
              "archive": "https://web.archive.org/web/20261003140024/https://www.authoritas.com/ai-search/llm-brand-visibility-tracking"
            },
            {
              "url": "https://www.authoritas.com/platform-api",
              "type": "other",
              "title": "Authoritas Platform API (SEO data)",
              "archive": null
            },
            {
              "url": "https://www.authoritas.com/app/pricing",
              "type": "pricing",
              "title": "Pricing hub (API Pricing: 'SEO and AEO data')",
              "archive": null
            },
            {
              "url": "https://www.authoritas.com/app/api-pricing",
              "type": "pricing",
              "title": "API Pricing (SERP / keyword-ranking queries only)",
              "archive": null
            },
            {
              "url": "https://docs.authoritas.com/serps/api_reference.html",
              "type": "docs",
              "title": "Structured Keyword Ranking API: API Reference (POST /serps/)",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "vendor claim",
          "naReasons": {
            "slack": "not published",
            "emailAlerts": "not published: alerts are claimed ('real-time, customizable alerts') but the delivery channel is not stated",
            "mcp": "not published",
            "api": "contradictory sources: product page lists 'API' among export formats and the pricing hub sells API access to 'SEO and AEO data', but the only documented API (Structured Keyword Ranking API, POST /serps/) covers SERP data only, with no AI Search endpoints"
          },
          "couldNotVerify": [
            "An AI Search API reference (endpoints, plan availability)",
            "Minimum plan for BigQuery (Enterprise per FAQ vs 'every plan' feature box)",
            "Alert channels (email, Slack, webhook)"
          ]
        }
      },
      "businessFit": {
        "agencyMultiClient": "yes",
        "whiteLabel": "n/a",
        "sso": "n/a",
        "soc2": "n/a",
        "iso27001": "n/a",
        "gdprStatement": "yes",
        "euDataResidency": "n/a",
        "uiLanguages": null,
        "prov": {
          "sources": [
            {
              "url": "https://www.authoritas.com/app/ai-search-platform-pricing",
              "type": "pricing",
              "title": "AI Search Platform Pricing (calculator 'Number of Sites/Domains'; 'For growing businesses & agencies')",
              "archive": "https://web.archive.org/web/20261003135540/https://www.authoritas.com/app/ai-search-platform-pricing"
            },
            {
              "url": "https://www.authoritas.com/privacy-policy",
              "type": "other",
              "title": "Privacy Policy",
              "archive": null
            },
            {
              "url": "https://www.authoritas.com/subprocessors",
              "type": "other",
              "title": "Infrastructure Providers and Subprocessors (updated 2026-03-09)",
              "archive": null
            },
            {
              "url": "https://www.authoritas.com/terms-and-conditions",
              "type": "other",
              "title": "Terms of Service",
              "archive": "https://web.archive.org/web/20261003140047/https://www.authoritas.com/terms-and-conditions"
            },
            {
              "url": "https://help.authoritas.com/en/articles/11721748-how-to-create-a-set-of-relevant-questions-to-ask-ai-search-engines",
              "type": "docs",
              "title": "Help: flows per project",
              "archive": "https://web.archive.org/web/20261003135846/https://help.authoritas.com/en/articles/11721748-how-to-create-a-set-of-relevant-questions-to-ask-ai-search-engines"
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "whiteLabel": "not published: terms mention 'white-label versions' of the platform apps, but nothing for AI Search",
            "sso": "not published",
            "soc2": "not published",
            "iso27001": "not published",
            "euDataResidency": "not published: privacy policy says services 'may also be hosted in the United States or otherwise outside of the EEA'; no EU-residency option documented",
            "uiLanguages": "not published"
          },
          "couldNotVerify": [
            "Security certifications (SOC 2, ISO 27001) and SSO support",
            "Where AI Search data is hosted (VooServers Ltd location not stated)",
            "Whether agencies get separate client workspaces or white-label reports in AI Search"
          ]
        }
      },
      "selection": {
        "roundups": 2,
        "probeAnswers": 3,
        "g2Reviews": 21,
        "g2Scope": "suite/parent listing",
        "presenceScore": 0.064,
        "passesGate": true,
        "shortlistedByRubric": false
      },
      "normalisation": {
        "maxFrequency": "daily"
      },
      "derived": {
        "segment": "mid",
        "entryPriceUsd": 119,
        "entryPlan": "AI Search P1",
        "entryBasis": null,
        "plans": {
          "Free|monthly": {
            "usd": 0,
            "checks": 50,
            "costPer1kUsd": 0
          },
          "Free|annual": {
            "usd": 0,
            "checks": 50,
            "costPer1kUsd": 0
          },
          "AI Search P1|monthly": {
            "usd": 119,
            "checks": 2000,
            "costPer1kUsd": 59.5
          },
          "AI Search P1|annual": {
            "usd": 109.08,
            "checks": 2000,
            "costPer1kUsd": 54.54
          },
          "AI Search P2|monthly": {
            "usd": 299,
            "checks": 6000,
            "costPer1kUsd": 49.83
          },
          "AI Search P2|annual": {
            "usd": 274.08,
            "checks": 6000,
            "costPer1kUsd": 45.68
          },
          "AI Search P3|monthly": {
            "usd": 499,
            "checks": 15000,
            "costPer1kUsd": 33.27
          },
          "AI Search P3|annual": {
            "usd": 457.42,
            "checks": 15000,
            "costPer1kUsd": 30.49
          },
          "AI Search Enterprise 1|monthly": {
            "usd": 1499,
            "checks": 42000,
            "costPer1kUsd": 35.69
          },
          "AI Search Enterprise 1|annual": {
            "usd": 1374.08,
            "checks": 42000,
            "costPer1kUsd": 32.72
          },
          "AI Search Enterprise 2|monthly": {
            "usd": 2349,
            "checks": 75000,
            "costPer1kUsd": 31.32
          },
          "AI Search Enterprise 2|annual": {
            "usd": 2153.25,
            "checks": 75000,
            "costPer1kUsd": 28.71
          },
          "AI Search Enterprise 3|monthly": {
            "usd": 3199,
            "checks": 125000,
            "costPer1kUsd": 25.59
          },
          "AI Search Enterprise 3|annual": {
            "usd": 2932.42,
            "checks": 125000,
            "costPer1kUsd": 23.46
          }
        },
        "scenarios": {
          "S|monthly": {
            "status": "fits",
            "plan": "AI Search P1",
            "costUsd": 119,
            "addOnsUsed": [],
            "reason": null,
            "detail": "credits needed ≈ 653"
          },
          "S|annual": {
            "status": "fits",
            "plan": "AI Search P1",
            "costUsd": 109.08,
            "addOnsUsed": [],
            "reason": null,
            "detail": "credits needed ≈ 653"
          },
          "M|monthly": {
            "status": "fits",
            "plan": "AI Search P3",
            "costUsd": 891,
            "addOnsUsed": [
              "8 × Prompt credits top-up / overage (1,000 credits at the AI Search P3 CPM rate)"
            ],
            "reason": null,
            "detail": "credits needed ≈ 22800"
          },
          "M|annual": {
            "status": "fits",
            "plan": "AI Search P3",
            "costUsd": 816.75,
            "addOnsUsed": [
              "8 × 1,000 prompt credits top-up per month (AI Search P3, annual billing)"
            ],
            "reason": null,
            "detail": "credits needed ≈ 22800"
          },
          "L|monthly": {
            "status": "not-supported",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "The vendor does not support Grok.",
            "detail": "engine(s) not supported: grok"
          },
          "L|annual": {
            "status": "not-supported",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "The vendor does not support Grok.",
            "detail": "engine(s) not supported: grok"
          }
        },
        "bestRate": {
          "plan": "AI Search Enterprise 3",
          "usd": 3199,
          "checks": 125000,
          "costPer1kUsd": 25.59
        },
        "largestPlan": {
          "plan": "AI Search Enterprise 3",
          "usd": 3199,
          "native": 3199,
          "currency": "USD",
          "prompts": null,
          "checks": 125000,
          "runFrequency": "configurable"
        }
      },
      "flags": {
        "priceEstimate": false,
        "agencyRouteEligibilityUnconfirmed": false,
        "excludeFromAggregates": false,
        "note": null
      },
      "changesSince20260531": "Differences from the 2026-05-31 lead list, all verified today; some may predate the list. (1) Ownership: the list said 'private'. Companies House shows Rezolve Ai Plc as controlling shareholder (75%+) from 2026-04-04. The same day the founders ceased as PSCs, three directors left (Penelope Holt, Kevin John Watson, Roderick John Phillips), a Rezolve-address director was appointed and shares were allotted; the registered office moved to Rezolve's London address later, on 2026-08-03. (2) Pricing: the list said 'from ~$135/mo'. The vendor now publishes credit plans: Free (50 credits), P1 $119/mo (£89 / €109) for 2,000 credits, up to Enterprise 3 at $3,199/mo, with 1 month free on annual billing. (3) Engines: the list named ChatGPT, Perplexity, Gemini, Claude and AIO. The model list now also covers Google AI Mode, Bing AIO (Copilot) and DeepSeek, at model level (e.g. GPT-5, Claude Sonnet 4.6, Gemini 3.1 Pro), with search-grounded variants on Enterprise only. (4) Naming: the product is sold as the 'AI Search Platform' / 'AI Search Optimiser' rather than 'AI Tracker'."
    },
    {
      "id": "bluefish",
      "name": "Bluefish (Agentic Marketing Platform)",
      "shortName": "Bluefish",
      "vendor": "Bluefish Labs, Inc. (bluefishai.com)",
      "url": "https://www.bluefishai.com/",
      "pricingUrl": null,
      "docsUrl": null,
      "category": "native",
      "parentProduct": null,
      "status": "live",
      "summary": "Bluefish is a sales-led enterprise 'agentic marketing platform' from New York. It monitors how ChatGPT, Google AI Overviews/AI Mode, Gemini, Perplexity, Claude and Amazon's shopping assistants describe a brand, then generates optimization tactics and measures their effect. It is aimed at Fortune 500 marketing organizations, sold by custom quote, and often paired with Bluefish's own strategy services.",
      "reviewed": false,
      "identity": {
        "hqCountry": "US",
        "ownership": "vc-backed",
        "funding": "$68M total. $43M Series B co-led by Threshold Ventures and NEA, announced 2026-04-14, with Amex Ventures, TIAA Ventures, Salesforce Ventures, Bloomberg Beta, Crane Venture Partners, Laconia and Swift Ventures. Earlier $20M Series A, announced 2025-09-01, which brought the total to $24M at the time; the release body says 'led by NEA, with participation from Salesforce Ventures', while its subtitle says 'NEA and Salesforce Ventures lead round'. Source: vendor press releases on bluefishai.com.",
        "fundingAsOf": "2026-04-14",
        "yearLaunched": 2024,
        "prov": {
          "sources": [
            {
              "url": "https://www.bluefishai.com/blog/bluefish-raises-43-million-series-b-to-power-agentic-marketing-for-the-fortune-500",
              "type": "press",
              "title": "Bluefish Raises $43 Million Series B to Power Agentic Marketing for the Fortune 500 (2026-04-14)",
              "archive": "https://web.archive.org/web/20261003141554/https://www.bluefishai.com/blog/bluefish-raises-43-million-series-b-to-power-agentic-marketing-for-the-fortune-500"
            },
            {
              "url": "https://www.bluefishai.com/blog/bluefish-series-a",
              "type": "press",
              "title": "Bluefish Raises $20M to Power AI Marketing for the Fortune 500 (2025-09-01)",
              "archive": "https://web.archive.org/web/20261003141939/https://www.bluefishai.com/blog/bluefish-series-a"
            },
            {
              "url": "https://www.bluefishai.com/about",
              "type": "other",
              "title": "About Bluefish",
              "archive": null
            },
            {
              "url": "https://www.bluefishai.com/terms",
              "type": "other",
              "title": "Enterprise Terms of Use",
              "archive": "https://web.archive.org/web/20261003140642/https://www.bluefishai.com/terms"
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {},
          "couldNotVerify": [
            "Valuation and revenue are not disclosed. The Series A release says revenue grew 10x over six months but gives no absolute figure.",
            "Any funding after 2026-04-14 (none found on the vendor site).",
            "Whether Salesforce Ventures co-led the 2025 Series A or only participated (the vendor's release says both)."
          ]
        }
      },
      "pricing": {
        "model": "custom",
        "promptUnit": null,
        "promptUnitPerEngine": "n/a",
        "promptUnitPerCountry": "n/a",
        "promptUnitPerRun": "n/a",
        "freePlan": {
          "available": "n/a",
          "limits": null
        },
        "freeTrial": {
          "available": "n/a",
          "days": null,
          "cardRequired": "n/a",
          "limits": null
        },
        "billingOptions": [
          "custom"
        ],
        "annualDiscountNote": null,
        "plans": [
          {
            "name": "Enterprise (custom quote): AI Monitoring, AI Optimization and AI Measurement Suites",
            "contactSales": true,
            "priceMonthly": null,
            "priceAnnualPerMonth": null,
            "currency": "USD",
            "promptsIncluded": null,
            "creditsIncluded": null,
            "enginesIncluded": [
              "chatgpt",
              "googleAio",
              "googleAiMode",
              "gemini",
              "perplexity",
              "claude"
            ],
            "enginesSelectable": "n/a",
            "maxEngines": null,
            "runFrequency": "daily",
            "brandsOrProjects": null,
            "seats": null,
            "countries": null,
            "languages": null,
            "addOns": [
              {
                "name": "Bluefish Marketing Strategy & Services (onboarding, AEO program operations, strategy consulting; top tier 'Diamond Package' = fully embedded team). Price not published.",
                "price": null,
                "currency": "USD",
                "unit": "per contract (term not published)",
                "appliesTo": "other"
              }
            ],
            "planSource": "https://www.bluefishai.com/products"
          }
        ],
        "prov": {
          "sources": [
            {
              "url": "https://www.bluefishai.com/pricing",
              "type": "pricing",
              "title": "HTTP 404 (no pricing page)",
              "archive": "https://web.archive.org/web/20261003140520/https://www.bluefishai.com/pricing"
            },
            {
              "url": "https://www.bluefishai.com/products",
              "type": "other",
              "title": "Products: AI Monitoring / Optimization / Measurement Suites",
              "archive": "https://web.archive.org/web/20261003140436/https://www.bluefishai.com/products"
            },
            {
              "url": "https://www.bluefishai.com/contact/sales",
              "type": "other",
              "title": "Request a demo",
              "archive": "https://web.archive.org/web/20261003140619/https://www.bluefishai.com/contact/sales"
            },
            {
              "url": "https://www.bluefishai.com/terms",
              "type": "other",
              "title": "Enterprise Terms of Use (fees, term, overage, free services)",
              "archive": "https://web.archive.org/web/20261003140642/https://www.bluefishai.com/terms"
            },
            {
              "url": "https://www.bluefishai.com/solutions/services",
              "type": "other",
              "title": "Marketing Strategy & Services (FAQ)",
              "archive": null
            },
            {
              "url": "https://www.bluefishai.com/products/ai-monitoring-suite",
              "type": "docs",
              "title": "AI Monitoring Suite FAQ (refresh frequency)",
              "archive": null
            },
            {
              "url": "https://www.bluefishai.com/blog/how-bluefish-helps-brands-rank-on-alexa-for-shopping",
              "type": "blog",
              "title": "How Bluefish Helps Brands Rank on Alexa for Shopping (2026-09-02)",
              "archive": "https://web.archive.org/web/20261001233502/https://www.bluefishai.com/blog/how-bluefish-helps-brands-rank-on-alexa-for-shopping"
            },
            {
              "url": "https://www.bluefishai.com/contact",
              "type": "other",
              "title": "Contact ('set up a demo or discuss pricing')",
              "archive": null
            },
            {
              "url": "https://www.bluefishai.com/blog/the-enterprise-case-for-agentic-marketing-up-to-446-roi",
              "type": "blog",
              "title": "The Enterprise Case for Agentic Marketing: Up to 446% ROI (Forrester TEI commissioned by Bluefish, 2026-09-24)",
              "archive": "https://web.archive.org/web/20261001233200/https://www.bluefishai.com/blog/the-enterprise-case-for-agentic-marketing-up-to-446-roi"
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "promptUnit": "contact sales: no billable prompt/credit unit is published",
            "promptUnitPerEngine": "not published",
            "promptUnitPerCountry": "not published",
            "promptUnitPerRun": "not published",
            "freePlan": "not published: no free plan offered or mentioned",
            "freeTrial": "not published: Terms allow pilot/trial 'Free Services' via Order Form, but no public trial offer",
            "annualDiscountNote": "contact sales",
            "plans[0].priceMonthly": "contact sales",
            "plans[0].priceAnnualPerMonth": "contact sales",
            "plans[0].promptsIncluded": "contact sales",
            "plans[0].maxEngines": "not published",
            "plans[0].enginesSelectable": "not published",
            "plans[0].brandsOrProjects": "contact sales",
            "plans[0].seats": "contact sales: Terms say user limits are set on the Order Form",
            "plans[0].countries": "not published",
            "plans[0].languages": "not published",
            "plans[0].addOns[0].price": "contact sales"
          },
          "couldNotVerify": [
            "Any list price, entry price or typical contract size for any suite. The only public cost figure is the commissioned Forrester TEI model's 'total costs of $2.9 million' for a 20-brand composite (vendor post 2026-09-24), which is not a price.",
            "Whether AI Monitoring, AI Optimization and AI Measurement can be bought separately or only as a bundle.",
            "How many prompts, brands/product lines, competitors, audiences/personas and seats a contract includes.",
            "Whether adding engines (e.g. Alexa for Shopping, enabled on request), countries or languages changes the price.",
            "Price and contents of the services tiers, including the 'Diamond Package'.",
            "Minimum contract term (the Terms only say the Order Form sets it and it auto-renews)."
          ]
        }
      },
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          "chatgpt": {
            "status": "included",
            "surface": "unknown",
            "minPlan": "Enterprise (custom quote)"
          },
          "googleAio": {
            "status": "included",
            "surface": "unknown",
            "minPlan": "Enterprise (custom quote)"
          },
          "googleAiMode": {
            "status": "included",
            "surface": "unknown",
            "minPlan": "Enterprise (custom quote)"
          },
          "gemini": {
            "status": "included",
            "surface": "unknown",
            "minPlan": "Enterprise (custom quote)"
          },
          "perplexity": {
            "status": "included",
            "surface": "unknown",
            "minPlan": "Enterprise (custom quote)"
          },
          "claude": {
            "status": "included",
            "surface": "unknown",
            "minPlan": "Enterprise (custom quote)"
          },
          "copilot": {
            "status": "n/a",
            "surface": "unknown",
            "minPlan": null
          },
          "grok": {
            "status": "n/a",
            "surface": "unknown",
            "minPlan": null
          },
          "deepseek": {
            "status": "n/a",
            "surface": "unknown",
            "minPlan": null
          },
          "metaAi": {
            "status": "n/a",
            "surface": "unknown",
            "minPlan": null
          }
        },
        "other": [
          {
            "name": "Amazon Rufus",
            "status": "included"
          },
          {
            "name": "Alexa for Shopping (Amazon)",
            "status": "n/a"
          },
          {
            "name": "ChatGPT shopping (AI Shopping Insights)",
            "status": "included"
          },
          {
            "name": "Walmart Sparky",
            "status": "n/a"
          },
          {
            "name": "Unnamed further models ('10+ LLMs tracked daily', '15+ provider integrations')",
            "status": "n/a"
          }
        ],
        "settings": {
          "country": "n/a",
          "language": "n/a",
          "persona": "yes"
        },
        "prov": {
          "sources": [
            {
              "url": "https://www.bluefishai.com/products/ai-monitoring-suite",
              "type": "docs",
              "title": "AI Monitoring Suite (page + FAQ)",
              "archive": null
            },
            {
              "url": "https://www.bluefishai.com/",
              "type": "other",
              "title": "Homepage ('10+ LLMs tracked daily including Alexa for Shopping')",
              "archive": "https://web.archive.org/web/20261003141530/https://www.bluefishai.com/"
            },
            {
              "url": "https://www.bluefishai.com/blog/bluefish-raises-43-million-series-b-to-power-agentic-marketing-for-the-fortune-500",
              "type": "press",
              "title": "Series B release (2026-04-14)",
              "archive": "https://web.archive.org/web/20261003141554/https://www.bluefishai.com/blog/bluefish-raises-43-million-series-b-to-power-agentic-marketing-for-the-fortune-500"
            },
            {
              "url": "https://www.bluefishai.com/blog/bluefish-launches-ai-accuracy-bringing-brand-verification-to-ai-channels-for-the-first-time",
              "type": "press",
              "title": "AI Accuracy launch (2026-05-05)",
              "archive": "https://web.archive.org/web/20261003141618/https://www.bluefishai.com/blog/bluefish-launches-ai-accuracy-bringing-brand-verification-to-ai-channels-for-the-first-time"
            },
            {
              "url": "https://www.bluefishai.com/blog/30-of-ai-inaccuracies-are-caused-by-inaccurate-sources-not-just-%E2%80%9Challucinations%E2%80%9D",
              "type": "blog",
              "title": "30% of AI inaccuracies are caused by inaccurate sources (2026-06-24)",
              "archive": "https://web.archive.org/web/20261003141642/https://www.bluefishai.com/blog/30-of-ai-inaccuracies-are-caused-by-inaccurate-sources-not-just-%E2%80%9Challucinations%E2%80%9D"
            },
            {
              "url": "https://www.bluefishai.com/blog/where-retail-media-budgets-go-next",
              "type": "blog",
              "title": "Where Retail Media Budgets Go Next (AI Shopping Insights, 2026-07-06)",
              "archive": "https://web.archive.org/web/20261003141444/https://www.bluefishai.com/blog/where-retail-media-budgets-go-next"
            },
            {
              "url": "https://www.bluefishai.com/blog/how-bluefish-helps-brands-rank-on-alexa-for-shopping",
              "type": "blog",
              "title": "How Bluefish Helps Brands Rank on Alexa for Shopping (2026-09-02)",
              "archive": "https://web.archive.org/web/20261001233502/https://www.bluefishai.com/blog/how-bluefish-helps-brands-rank-on-alexa-for-shopping"
            },
            {
              "url": "https://www.bluefishai.com/blog/the-10-best-generative-engine-optimization-(geo)-platforms-in-2026",
              "type": "blog",
              "title": "The 10 Best AEO Platforms in 2026 (vendor-authored listicle)",
              "archive": "https://web.archive.org/web/20261003141851/https://www.bluefishai.com/blog/the-10-best-generative-engine-optimization-(geo)-platforms-in-2026"
            },
            {
              "url": "https://www.bluefishai.com/blog/how-a-national-home-improvement-retailer-claimed-1-in-ai-visibility-for-smart-home-products",
              "type": "blog",
              "title": "Case study: national home improvement retailer",
              "archive": "https://web.archive.org/web/20261003141915/https://www.bluefishai.com/blog/how-a-national-home-improvement-retailer-claimed-1-in-ai-visibility-for-smart-home-products"
            },
            {
              "url": "https://www.bluefishai.com/blog/bluefish-series-a",
              "type": "press",
              "title": "Series A release (2025-09-01)",
              "archive": "https://web.archive.org/web/20261003141939/https://www.bluefishai.com/blog/bluefish-series-a"
            },
            {
              "url": "https://www.bluefishai.com/solutions",
              "type": "other",
              "title": "Solutions",
              "archive": "https://web.archive.org/web/20261003142003/https://www.bluefishai.com/solutions"
            },
            {
              "url": "https://www.bluefishai.com/blog/why-keyword-optimization-does-not-improve-ai-visibility",
              "type": "blog",
              "title": "Why Keyword Optimization Does Not Improve AI Visibility (custom audience segments)",
              "archive": "https://web.archive.org/web/20261003141109/https://www.bluefishai.com/blog/why-keyword-optimization-does-not-improve-ai-visibility"
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "vendor claim",
          "naReasons": {
            "copilot": "not published",
            "grok": "not published",
            "deepseek": "not published",
            "metaAi": "not published: named only in the 2025-09-01 Series A release; no 2026 vendor page names it as covered",
            "settings.country": "not published",
            "settings.language": "not published",
            "other.Alexa for Shopping (Amazon)": "not published: enabled on request via support; whether it is in the contract price or an extra fee is not stated"
          },
          "couldNotVerify": [
            "Which 10+ models/LLMs make up the claimed '10+ LLMs tracked daily'. Only about 8 surfaces are named.",
            "Collection surface for each engine (consumer UI with web search vs API), including what 'ChatGPT Web' means.",
            "Whether Meta AI, Copilot, Grok or DeepSeek are tracked today.",
            "Which countries/markets and languages can be monitored, and whether results are localised per country.",
            "Whether every engine comes with every contract or engines are chosen per Order Form."
          ]
        }
      },
      "method": {
        "value": "undisclosed",
        "quote": "The platform generates tens of thousands of prompts to simulate how these audience segments query AI platforms, capturing when, where, and why a brand surfaces in AI-generated answers.",
        "detail": "Bluefish explains how it designs prompts: static, non-overlapping sets of synthetic, audience-specific prompts that customers approve and that run daily. It does not say how answers are collected (API calls, rendering the consumer UI, or a panel). Hints such as 'ChatGPT Web' and 'responses captured directly from ChatGPT' are not stated as the method, so the value is undisclosed.",
        "prov": {
          "sources": [
            {
              "url": "https://www.bluefishai.com/blog/why-keyword-optimization-does-not-improve-ai-visibility",
              "type": "blog",
              "title": "Why Keyword Optimization Does Not Improve AI Visibility (2026-07-26)",
              "archive": "https://web.archive.org/web/20261003141109/https://www.bluefishai.com/blog/why-keyword-optimization-does-not-improve-ai-visibility"
            },
            {
              "url": "https://www.bluefishai.com/blog/synthetic-is-not-a-dirty-word",
              "type": "blog",
              "title": "Synthetic Isn't a Dirty Word (2026-07-27)",
              "archive": "https://web.archive.org/web/20261003141139/https://www.bluefishai.com/blog/synthetic-is-not-a-dirty-word"
            },
            {
              "url": "https://www.bluefishai.com/products/ai-monitoring-suite",
              "type": "docs",
              "title": "AI Monitoring Suite FAQ (static prompt set)",
              "archive": null
            },
            {
              "url": "https://www.bluefishai.com/products/ai-measurement-suite",
              "type": "docs",
              "title": "AI Measurement Suite (multi-source baseline)",
              "archive": null
            },
            {
              "url": "https://www.bluefishai.com/blog/where-retail-media-budgets-go-next",
              "type": "blog",
              "title": "AI Shopping Insights (2026-07-06)",
              "archive": "https://web.archive.org/web/20261003141444/https://www.bluefishai.com/blog/where-retail-media-budgets-go-next"
            },
            {
              "url": "https://www.bluefishai.com/blog/what-iab%E2%80%99s-new-framework-means-for-decision-grade-ai-visibility",
              "type": "blog",
              "title": "What IAB's New Framework Means for Decision-Grade AI Visibility (2026-08-26)",
              "archive": "https://web.archive.org/web/20261003141506/https://www.bluefishai.com/blog/what-iab%E2%80%99s-new-framework-means-for-decision-grade-ai-visibility"
            },
            {
              "url": "https://www.bluefishai.com/terms",
              "type": "other",
              "title": "Enterprise Terms of Use, §9 Third Party Services",
              "archive": "https://web.archive.org/web/20261003140642/https://www.bluefishai.com/terms"
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {},
          "couldNotVerify": [
            "Whether answers come from model APIs, the logged-out or logged-in consumer UI (with web search), or both, for each engine.",
            "How personas/audiences are simulated (system prompts, account memory, or prompt wording).",
            "How many runs per prompt per day and how sampling variance is handled."
          ]
        }
      },
      "metrics": {
        "mentions": "yes",
        "citationsWithUrls": "yes",
        "shareOfVoice": "yes",
        "positionProminence": "yes",
        "sentiment": "yes",
        "accuracyHallucination": "yes",
        "promptDiscoveryOrVolume": "yes",
        "crawlerLogAnalytics": "n/a",
        "aiReferralAttribution": "n/a",
        "prov": {
          "sources": [
            {
              "url": "https://www.bluefishai.com/products/ai-monitoring-suite",
              "type": "docs",
              "title": "AI Monitoring Suite (features + FAQ)",
              "archive": null
            },
            {
              "url": "https://www.bluefishai.com/blog/what-iab%E2%80%99s-new-framework-means-for-decision-grade-ai-visibility",
              "type": "blog",
              "title": "IAB framework post (metric definitions)",
              "archive": "https://web.archive.org/web/20261003141506/https://www.bluefishai.com/blog/what-iab%E2%80%99s-new-framework-means-for-decision-grade-ai-visibility"
            },
            {
              "url": "https://www.bluefishai.com/blog/presence-is-not-influence",
              "type": "blog",
              "title": "Presence is Not Influence (Impact Score, Influence Rank)",
              "archive": null
            },
            {
              "url": "https://www.bluefishai.com/blog/synthetic-is-not-a-dirty-word",
              "type": "blog",
              "title": "Synthetic Isn't a Dirty Word (prompt generation)",
              "archive": "https://web.archive.org/web/20261003141139/https://www.bluefishai.com/blog/synthetic-is-not-a-dirty-word"
            },
            {
              "url": "https://www.bluefishai.com/products/ai-measurement-suite",
              "type": "docs",
              "title": "AI Measurement Suite",
              "archive": null
            },
            {
              "url": "https://www.bluefishai.com/solutions/by-team",
              "type": "other",
              "title": "Solutions by team",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "crawlerLogAnalytics": "not published",
            "aiReferralAttribution": "not published: 'conversion contribution' and closed-loop attribution claimed, but no AI referral-traffic measurement or analytics integration described"
          },
          "couldNotVerify": [
            "How 'conversion contribution' and 'Attribute purchases and conversion to AI shopping placements' are measured (analytics/commerce data integration or modelled).",
            "Whether cited source URLs are exportable at response level."
          ]
        }
      },
      "actionLayer": {
        "recommendations": "yes",
        "contentGeneration": "yes",
        "technicalAudits": "yes",
        "citationOutreach": "n/a",
        "prov": {
          "sources": [
            {
              "url": "https://www.bluefishai.com/products/ai-optimization-suite",
              "type": "docs",
              "title": "AI Optimization Suite (page + FAQ)",
              "archive": null
            },
            {
              "url": "https://www.bluefishai.com/blog/a-better-approach-to-ai-optimized-content",
              "type": "blog",
              "title": "A Better Approach to AI-Optimized Content (Content Briefs, 2026-04-03)",
              "archive": null
            },
            {
              "url": "https://www.bluefishai.com/blog/the-importance-of-an-ai-ready-website",
              "type": "blog",
              "title": "The Importance of an AI-Ready Website (Technical AEO Check, 2026-08-27)",
              "archive": null
            },
            {
              "url": "https://www.bluefishai.com/blog/bluefish-launches-agentic-campaigns-to-power-ai-optimization-workflows-for-the-fortune-500",
              "type": "press",
              "title": "Agentic Campaigns launch (2026-06-18)",
              "archive": null
            },
            {
              "url": "https://www.bluefishai.com/blog/google-s-latest-ai-search-guidance-is-a-validation-of-bluefish-methodology",
              "type": "blog",
              "title": "Google's Latest AI Search Guidance (llms.txt stance)",
              "archive": null
            },
            {
              "url": "https://www.bluefishai.com/solutions/services",
              "type": "other",
              "title": "Marketing Strategy & Services",
              "archive": null
            },
            {
              "url": "https://www.bluefishai.com/blog/how-a-global-luxury-lifestyle-brand-opened-the-door-to-chatgpt-to-4x-its-citations",
              "type": "blog",
              "title": "Case study: global luxury lifestyle brand, crawler unblocking (2026-09-02)",
              "archive": null
            },
            {
              "url": "https://www.bluefishai.com/blog/the-ai-content-strategy-that-earned-a-2-influence-ranking-out-of-3-500-sources",
              "type": "blog",
              "title": "Case study: pharmaceutical brand FAQ consolidation and FAQ schema (2026-09-27)",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "citationOutreach": "not published: no third-party citation placement/outreach described; closest are Data Syndication to AI models and managed services"
          },
          "couldNotVerify": [
            "Whether the platform generates full publishable content or only briefs and tactic drafts.",
            "Which AI platforms Data Syndication / Brand Vault actually push data to, and how."
          ]
        }
      },
      "dataAccess": {
        "api": "yes",
        "csvExport": "n/a",
        "lookerStudio": "n/a",
        "warehouseOrBigQuery": "n/a",
        "slack": "n/a",
        "emailAlerts": "n/a",
        "mcp": "yes",
        "prov": {
          "sources": [
            {
              "url": "https://www.bluefishai.com/products/ai-optimization-suite",
              "type": "docs",
              "title": "AI Optimization Suite FAQ ('What is Bluefish OPEN?')",
              "archive": null
            },
            {
              "url": "https://www.bluefishai.com/",
              "type": "other",
              "title": "Homepage footer 'Enterprise-Ready ... API/MCP'",
              "archive": "https://web.archive.org/web/20261003141530/https://www.bluefishai.com/"
            },
            {
              "url": "https://www.bluefishai.com/blog/where-retail-media-budgets-go-next",
              "type": "blog",
              "title": "AI Shopping Insights ('exportable product-level data')",
              "archive": "https://web.archive.org/web/20261003141444/https://www.bluefishai.com/blog/where-retail-media-budgets-go-next"
            },
            {
              "url": "https://www.bluefishai.com/solutions/services",
              "type": "other",
              "title": "Services ('Custom Data Integrations')",
              "archive": null
            },
            {
              "url": "https://www.bluefishai.com/blog",
              "type": "blog",
              "title": "Blog index (all posts loaded; no OPEN/MCP announcement)",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "vendor claim",
          "naReasons": {
            "csvExport": "not published: 'exportable product-level data' mentioned without format",
            "lookerStudio": "not published",
            "warehouseOrBigQuery": "not published: only generic 'Custom Data Integrations' in services",
            "slack": "not published",
            "emailAlerts": "not published"
          },
          "couldNotVerify": [
            "API scope, authentication, rate limits and whether the API is included in every contract (docs behind login).",
            "Export formats and which data (responses, citations, scores) can be exported.",
            "Alerting channels (email, Slack, Teams) for accuracy or safety incidents.",
            "When Bluefish OPEN (MCP/API) launched; no dated announcement was found."
          ]
        }
      },
      "businessFit": {
        "agencyMultiClient": "n/a",
        "whiteLabel": "n/a",
        "sso": "yes",
        "soc2": "yes",
        "iso27001": "n/a",
        "gdprStatement": "n/a",
        "euDataResidency": "n/a",
        "uiLanguages": null,
        "prov": {
          "sources": [
            {
              "url": "https://www.bluefishai.com/",
              "type": "other",
              "title": "Footer 'Enterprise-Ready: SOC 2 Type II, SSO, HIPAA-Ready, MFA, API/MCP'",
              "archive": "https://web.archive.org/web/20261003141530/https://www.bluefishai.com/"
            },
            {
              "url": "https://www.bluefishai.com/privacy-policy",
              "type": "other",
              "title": "Privacy Policy",
              "archive": null
            },
            {
              "url": "https://www.bluefishai.com/blog/the-10-best-generative-engine-optimization-(geo)-platforms-in-2026",
              "type": "blog",
              "title": "Vendor-authored listicle (security wording)",
              "archive": "https://web.archive.org/web/20261003141851/https://www.bluefishai.com/blog/the-10-best-generative-engine-optimization-(geo)-platforms-in-2026"
            },
            {
              "url": "https://www.bluefishai.com/blog/how-a-global-media-agency-drove-the-world%E2%80%99s-largest-cpg-brand-to-1-in-alexa-for-shopping-recommendations",
              "type": "blog",
              "title": "Case study: global media agency",
              "archive": null
            },
            {
              "url": "https://www.bluefishai.com/blog/mmc-launches-weathervaine-powered-by-bluefish",
              "type": "press",
              "title": "MMC Launches WEATHERVaiNE, Powered by Bluefish (2026-08-04)",
              "archive": null
            },
            {
              "url": "https://www.bluefishai.com/products/ai-monitoring-suite",
              "type": "docs",
              "title": "Monitoring FAQ ('built exclusively for Fortune 500 brands')",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "vendor claim",
          "naReasons": {
            "agencyMultiClient": "not published: agency customers exist (case study, MMC/Omnicom) but no multi-client workspace described",
            "whiteLabel": "not published: MMC's WEATHERVaiNE is 'powered by Bluefish' but no white-label offer is described",
            "iso27001": "not published",
            "gdprStatement": "not published: Privacy Policy covers California/Nevada rights only",
            "euDataResidency": "not published",
            "uiLanguages": "not published"
          },
          "couldNotVerify": [
            "SOC 2 Type II report, scope or auditor (no trust center or report link found on the vendor site).",
            "GDPR/DPA terms and data-processing location for EU customers.",
            "Role-based access, MFA and SSO protocols (SAML/OIDC) beyond the footer badges.",
            "Whether agencies can manage several client brands in one account."
          ]
        }
      },
      "selection": {
        "roundups": 2,
        "probeAnswers": 2,
        "g2Reviews": 0,
        "g2Scope": "product listing",
        "presenceScore": 0.039,
        "passesGate": false,
        "shortlistedByRubric": false
      },
      "normalisation": {},
      "derived": {
        "segment": "enterprise",
        "entryPriceUsd": null,
        "entryPlan": null,
        "entryBasis": null,
        "plans": {
          "Enterprise (custom quote): AI Monitoring, AI Optimization and AI Measurement Suites|monthly": {
            "usd": null,
            "checks": null,
            "costPer1kUsd": null
          },
          "Enterprise (custom quote): AI Monitoring, AI Optimization and AI Measurement Suites|annual": {
            "usd": null,
            "checks": null,
            "costPer1kUsd": null
          }
        },
        "scenarios": {
          "S|monthly": {
            "status": "custom-quote",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "Sales-quoted plans only.",
            "detail": "no published plan covers it; a sales-quoted plan exists. No plan is published for monthly billing."
          },
          "S|annual": {
            "status": "custom-quote",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "Sales-quoted plans only.",
            "detail": "no published plan covers it; a sales-quoted plan exists. No plan is published for annual billing."
          },
          "M|monthly": {
            "status": "custom-quote",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "Sales-quoted plans only.",
            "detail": "no published plan covers it; a sales-quoted plan exists. No plan is published for monthly billing."
          },
          "M|annual": {
            "status": "custom-quote",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "Sales-quoted plans only.",
            "detail": "no published plan covers it; a sales-quoted plan exists. No plan is published for annual billing."
          },
          "L|monthly": {
            "status": "custom-quote",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "Sales-quoted plans only.",
            "detail": "no published plan covers it; a sales-quoted plan exists. No plan is published for monthly billing."
          },
          "L|annual": {
            "status": "custom-quote",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "Sales-quoted plans only.",
            "detail": "no published plan covers it; a sales-quoted plan exists. No plan is published for annual billing."
          }
        },
        "bestRate": null,
        "largestPlan": null
      },
      "flags": {
        "priceEstimate": false,
        "agencyRouteEligibilityUnconfirmed": false,
        "excludeFromAggregates": false,
        "note": null
      },
      "changesSince20260531": "Verified today against the 2026-05-31 lead list. (1) Bluefish is now packaged as three suites: AI Monitoring, AI Optimization and AI Measurement. Some FAQs still say 'AI Activation' and 'AI Data Suite'. (2) New capabilities announced after 2026-05-31: Agentic Campaigns (2026-06-18), AI Shopping Insights for ChatGPT shoppable responses (2026-07-06), Alexa for Shopping tracking (blog 2026-09-02, on request), and the Technical AEO Check (blog 2026-08-27). The Bluefish OPEN MCP/API is described in an undated Optimization Suite FAQ and the site footer; no dated announcement was found, so whether it is new since 2026-05-31 is unverified. (3) Engines: the vendor now also names Google AI Mode and Alexa for Shopping and claims '10+ LLMs tracked daily'. The lead list named ChatGPT, Claude, Perplexity, Gemini, AIO and Amazon Rufus. (4) Funding correction: the vendor's own 2025-09-01 release calls the $20M round a Series A (body: 'led by NEA, with participation from Salesforce Ventures'; subtitle: 'NEA and Salesforce Ventures lead round'), not a 'seed' in August 2025. The $68M total matches. (5) Pricing is still quote-only with no public price, unchanged. (6) The lead list's 'mainly API' methodology claim is not supported by any vendor page; collection method is undisclosed."
    },
    {
      "id": "brandlight",
      "name": "Brandlight",
      "shortName": "Brandlight",
      "vendor": "Brandlight Inc. (brandlight.ai)",
      "url": "https://www.brandlight.ai/",
      "pricingUrl": null,
      "docsUrl": null,
      "category": "native",
      "parentProduct": null,
      "status": "live",
      "summary": "Brandlight is an enterprise AI-visibility platform sold together with a managed service (a dedicated AI strategist, analyst and customer-success lead). It measures how brands appear in ChatGPT, Google AI Overviews and AI Mode, Gemini, Perplexity, Copilot and Claude, and adds content, technical, partnership, commerce and AI-ads modules. It is aimed at Fortune 500, multi-brand and multi-market enterprises and the large agencies that serve them; there is no self-serve tier, and pricing is quoted per engagement after a paid 3-month pilot.",
      "reviewed": true,
      "identity": {
        "hqCountry": null,
        "ownership": "vc-backed",
        "funding": "$30M Series A led by Pelion Venture Partners with existing investors Cardumen Capital and G20 Ventures (announced 2026-02-11 on the vendor blog and in a press release), after a $5.75M seed (called 'pre-seed' on the vendor blog) co-led by Cardumen Capital and G20 Ventures (April 2025, The SaaS News and vendor blog). About $35.75M in total.",
        "fundingAsOf": "2026-02-11",
        "yearLaunched": 2024,
        "prov": {
          "sources": [
            {
              "url": "https://www.brandlight.ai/blog/the-ai-market-just-became-a-real-market",
              "type": "blog",
              "title": "The AI Market Just Became a Real Market (CEO post announcing Series A, 2026-02-11)",
              "archive": null
            },
            {
              "url": "https://www.brandlight.ai/blog/brandlight-featured-in-adweek-transforming-brand-visibility-on-ai-platforms",
              "type": "blog",
              "title": "Brandlight Featured in ADWEEK (vendor blog, 2025-04-23)",
              "archive": null
            },
            {
              "url": "https://www.citybiz.co/article/804793/brandlight-raises-30m-series-a-led-by-pelion-venture-partners/",
              "type": "press",
              "title": "citybiz: Brandlight Raises $30M Series A Led by Pelion Venture Partners (press release, 2026-02-11)",
              "archive": null
            },
            {
              "url": "https://www.ynetnews.com/business/article/hyx8tznv11l",
              "type": "press",
              "title": "ynetnews: Brandlight raises $30M (2026-02-12)",
              "archive": null
            },
            {
              "url": "https://www.thesaasnews.com/news/brandlight-raises-5-75-million-in-seed-round/",
              "type": "press",
              "title": "The SaaS News: Brandlight Raises $5.75 Million in Seed Round (2025-04-17)",
              "archive": null
            },
            {
              "url": "https://www.brandlight.ai/careers",
              "type": "other",
              "title": "Careers (office locations)",
              "archive": null
            },
            {
              "url": "https://www.brandlight.ai/privacy-policy",
              "type": "docs",
              "title": "Privacy Policy",
              "archive": null
            },
            {
              "url": "https://www.brandlight.ai/terms-of-use",
              "type": "docs",
              "title": "Terms and Conditions",
              "archive": "https://web.archive.org/web/20261003142549/https://www.brandlight.ai/terms-of-use"
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "third-party",
          "naReasons": {
            "hqCountry": "contradictory sources: the legal entity is Brandlight Inc. (Privacy Policy), the Terms are governed by New York law and the Series A press release is datelined New York; The SaaS News calls it 'a Tel Aviv, Israel-based' company, the careers page lists hybrid offices in New York City, London, Tel Aviv and Madrid with open roles under 'TLV Office', and the CEO told ynet 'We’re hiring aggressively across Israel and New York'"
          },
          "couldNotVerify": [
            "Registered HQ country (US entity vs Israeli R&D base).",
            "Valuation and any rounds after February 2026.",
            "The lead list's '$200M revenue run rate' claim: not found on any page opened today."
          ]
        }
      },
      "pricing": {
        "model": "custom",
        "promptUnit": null,
        "promptUnitPerEngine": "n/a",
        "promptUnitPerCountry": "n/a",
        "promptUnitPerRun": "n/a",
        "freePlan": {
          "available": "no",
          "limits": null
        },
        "freeTrial": {
          "available": "no",
          "days": null,
          "cardRequired": "n/a",
          "limits": "No free trial; the entry point is a paid 3-month pilot (vendor blog)."
        },
        "billingOptions": [
          "custom",
          "annual"
        ],
        "annualDiscountNote": null,
        "plans": [
          {
            "name": "Enterprise platform + service (paid 3-month pilot, then annual)",
            "contactSales": true,
            "priceMonthly": null,
            "priceAnnualPerMonth": null,
            "currency": null,
            "promptsIncluded": null,
            "creditsIncluded": null,
            "enginesIncluded": [
              "chatgpt",
              "googleAio",
              "googleAiMode",
              "gemini",
              "perplexity",
              "claude",
              "copilot"
            ],
            "enginesSelectable": "n/a",
            "maxEngines": 13,
            "runFrequency": "n/a",
            "brandsOrProjects": null,
            "seats": null,
            "countries": null,
            "languages": null,
            "addOns": [],
            "planSource": "https://www.brandlight.ai/blog/best-geo-platforms"
          }
        ],
        "prov": {
          "sources": [
            {
              "url": "https://www.brandlight.ai/pricing",
              "type": "pricing",
              "title": "brandlight.ai/pricing (HTTP 404 Not Found)",
              "archive": "https://web.archive.org/web/20261003142048/https://www.brandlight.ai/pricing"
            },
            {
              "url": "https://www.brandlight.ai/blog/best-geo-platforms",
              "type": "blog",
              "title": "What are the 14 best GEO platforms for generative engine optimization? (vendor blog, 2026-09-16)",
              "archive": "https://web.archive.org/web/20261003142027/https://www.brandlight.ai/blog/best-geo-platforms"
            },
            {
              "url": "https://www.brandlight.ai/blog/best-aeo-software",
              "type": "blog",
              "title": "What are the 15 best AEO software tools for answer engine optimization? (vendor blog, 2026-09-16)",
              "archive": "https://web.archive.org/web/20261003142129/https://www.brandlight.ai/blog/best-aeo-software"
            },
            {
              "url": "https://www.brandlight.ai/blog/best-ai-visibility-tools-for-ecommerce",
              "type": "blog",
              "title": "What are the 12 best AI visibility tools for ecommerce? (vendor blog, 2026-09-16)",
              "archive": null
            },
            {
              "url": "https://www.brandlight.ai/blog/best-ai-visibility-tools",
              "type": "blog",
              "title": "8 Best AI Visibility Tools in 2026: Compared (vendor blog, 2026-07-20)",
              "archive": "https://web.archive.org/web/20261003142236/https://www.brandlight.ai/blog/best-ai-visibility-tools"
            },
            {
              "url": "https://research.brandlight.ai/compare/brandlight-vs-peec",
              "type": "other",
              "title": "Brandlight vs. Peec AI (vendor comparison, July 2026)",
              "archive": "https://web.archive.org/web/20261003142301/https://research.brandlight.ai/compare/brandlight-vs-peec"
            },
            {
              "url": "https://www.brandlight.ai/terms-of-use",
              "type": "docs",
              "title": "Terms and Conditions",
              "archive": "https://web.archive.org/web/20261003142549/https://www.brandlight.ai/terms-of-use"
            },
            {
              "url": "https://www.brandlight.ai/solutions",
              "type": "other",
              "title": "Solutions (legacy page, still in the sitemap; footer \"Brandlight© 2025\")",
              "archive": "https://web.archive.org/web/20260308005629/https://www.brandlight.ai/solutions"
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "vendor claim",
          "naReasons": {
            "promptUnit": "not applicable: no prompt-based billing is published; scope is set per engagement",
            "plans[0].priceMonthly": "contact sales: no published price; vendor blog: 'Pricing is scoped per engagement rather than listed'",
            "plans[0].priceAnnualPerMonth": "contact sales: no published price; vendor blog: 'Pricing is scoped per engagement rather than listed'",
            "plans[0].currency": "contact sales: no published price; vendor blog: 'Pricing is scoped per engagement rather than listed'",
            "plans[0].promptsIncluded": "not published: vendor claims thousands of prompts per product line and region with no caps",
            "plans[0].runFrequency": "not published: only the prompt set is described as 'refreshed weekly'; the enterprise page lists 'Automated Weekly Reports'; the legacy /solutions page says 'Monitor and compare brand mentions in real time' without a cadence",
            "plans[0].brandsOrProjects": "contact sales: no published price; vendor blog: 'Pricing is scoped per engagement rather than listed'",
            "plans[0].seats": "not published",
            "plans[0].countries": "contact sales: scoped by markets",
            "plans[0].languages": "not published",
            "annualDiscountNote": "not published",
            "freeTrial.days": "not applicable: no free trial",
            "promptUnitPerEngine": "not applicable: no prompt-based billing is published; scope is set per engagement",
            "promptUnitPerCountry": "not applicable: no prompt-based billing is published; scope is set per engagement",
            "promptUnitPerRun": "not applicable: no prompt-based billing is published; scope is set per engagement",
            "freePlan.limits": "not applicable: no free plan (vendor blog: 'No free trial and no self-serve tier')",
            "freeTrial.cardRequired": "not applicable: no free trial; entry is a paid 3-month pilot",
            "plans[0].creditsIncluded": "not applicable: no credit-based billing is published",
            "plans[0].enginesSelectable": "not published: engines are 'adapted per market' by the vendor; whether the buyer can pick engines is not stated",
            "plans[0].overage": "not published: vendor claims 'no prompt or engine caps'; no overage terms are published"
          },
          "couldNotVerify": [
            "Pilot price and annual contract value (no list price).",
            "How often each prompt runs on each engine (daily, weekly or other).",
            "Seats, brands and markets included in a standard engagement.",
            "Whether adding engines, markets or lines of business changes the price, and by how much."
          ]
        }
      },
      "engines": {
        "status": {
          "chatgpt": {
            "status": "included",
            "surface": "ui",
            "minPlan": "Enterprise platform + service (paid 3-month pilot, then annual)"
          },
          "googleAio": {
            "status": "included",
            "surface": "unknown",
            "minPlan": "Enterprise platform + service (paid 3-month pilot, then annual)"
          },
          "googleAiMode": {
            "status": "included",
            "surface": "unknown",
            "minPlan": "Enterprise platform + service (paid 3-month pilot, then annual)"
          },
          "gemini": {
            "status": "included",
            "surface": "ui",
            "minPlan": "Enterprise platform + service (paid 3-month pilot, then annual)"
          },
          "perplexity": {
            "status": "included",
            "surface": "ui",
            "minPlan": "Enterprise platform + service (paid 3-month pilot, then annual)"
          },
          "claude": {
            "status": "included",
            "surface": "unknown",
            "minPlan": "Enterprise platform + service (paid 3-month pilot, then annual)"
          },
          "copilot": {
            "status": "included",
            "surface": "unknown",
            "minPlan": "Enterprise platform + service (paid 3-month pilot, then annual)"
          },
          "grok": {
            "status": "n/a",
            "surface": "unknown",
            "minPlan": null
          },
          "deepseek": {
            "status": "n/a",
            "surface": "unknown",
            "minPlan": null
          },
          "metaAi": {
            "status": "n/a",
            "surface": "unknown",
            "minPlan": null
          }
        },
        "other": [
          {
            "name": "Naver (Korea)",
            "status": "included"
          },
          {
            "name": "Kakao (Korea)",
            "status": "included"
          },
          {
            "name": "Unnamed remaining engines (vendor claims 13 in total)",
            "status": "n/a"
          }
        ],
        "settings": {
          "country": "yes",
          "language": "yes",
          "persona": "yes"
        },
        "prov": {
          "sources": [
            {
              "url": "https://www.brandlight.ai/blog/best-ai-visibility-tools",
              "type": "blog",
              "title": "8 Best AI Visibility Tools in 2026: Compared (vendor blog, 2026-07-20)",
              "archive": "https://web.archive.org/web/20261003142236/https://www.brandlight.ai/blog/best-ai-visibility-tools"
            },
            {
              "url": "https://www.brandlight.ai/blog/best-geo-platforms",
              "type": "blog",
              "title": "What are the 14 best GEO platforms for generative engine optimization? (vendor blog, 2026-09-16)",
              "archive": "https://web.archive.org/web/20261003142027/https://www.brandlight.ai/blog/best-geo-platforms"
            },
            {
              "url": "https://www.brandlight.ai/blog/best-aeo-software",
              "type": "blog",
              "title": "What are the 15 best AEO software tools for answer engine optimization? (vendor blog, 2026-09-16)",
              "archive": "https://web.archive.org/web/20261003142129/https://www.brandlight.ai/blog/best-aeo-software"
            },
            {
              "url": "https://research.brandlight.ai/compare/brandlight-vs-peec",
              "type": "other",
              "title": "Brandlight vs. Peec AI (vendor comparison, July 2026)",
              "archive": "https://web.archive.org/web/20261003142301/https://research.brandlight.ai/compare/brandlight-vs-peec"
            },
            {
              "url": "https://research.brandlight.ai/compare/brandlight-vs-similarweb",
              "type": "other",
              "title": "Brandlight vs. SimilarWeb (vendor comparison, July 2026)",
              "archive": "https://web.archive.org/web/20261003142700/https://research.brandlight.ai/compare/brandlight-vs-similarweb"
            },
            {
              "url": "https://research.brandlight.ai/compare/brandlight-vs-brandrank",
              "type": "other",
              "title": "Brandlight vs. BrandRank (vendor comparison, July 2026)",
              "archive": "https://web.archive.org/web/20261003142850/https://research.brandlight.ai/compare/brandlight-vs-brandrank"
            },
            {
              "url": "https://research.brandlight.ai/automotive-index.html",
              "type": "other",
              "title": "Automotive AI Visibility Index (May 2026)",
              "archive": "https://web.archive.org/web/20261003142951/https://research.brandlight.ai/automotive-index.html"
            },
            {
              "url": "https://www.brandlight.ai/product/visibility-insights",
              "type": "other",
              "title": "Product: Visibility & Insights",
              "archive": "https://web.archive.org/web/20261003142636/https://www.brandlight.ai/product/visibility-insights"
            },
            {
              "url": "https://www.brandlight.ai/",
              "type": "other",
              "title": "Brandlight homepage",
              "archive": "https://web.archive.org/web/20261003143020/https://www.brandlight.ai/"
            },
            {
              "url": "https://research.brandlight.ai/compare/brandlight-vs-semrush",
              "type": "other",
              "title": "Brandlight vs. Semrush (vendor comparison, June 2026)",
              "archive": null
            },
            {
              "url": "https://www.brandlight.ai/solutions",
              "type": "other",
              "title": "Solutions (legacy page, still in the sitemap; footer \"Brandlight© 2025\")",
              "archive": "https://web.archive.org/web/20260308005629/https://www.brandlight.ai/solutions"
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "vendor claim",
          "naReasons": {
            "grok": "contradictory sources: named in product-screenshot alt text (one of them dated March 30 to April 28, 2025, the rest undated) but absent from the 2026-07-20 named engine list",
            "deepseek": "not published",
            "metaAi": "not published"
          },
          "couldNotVerify": [
            "The full list of the 13 engines the vendor claims.",
            "Whether ChatGPT is tracked with search on, and which ChatGPT/Gemini models or modes are captured.",
            "Which engines are available in which countries (the vendor says coverage is adapted per market).",
            "Whether DeepSeek, Meta AI, Grok or Amazon Rufus are tracked today (the 2026-05-31 lead list said several were)."
          ]
        }
      },
      "method": {
        "value": "ui-rendering",
        "quote": "Brandlight measures the channel your buyers actually see.",
        "detail": "Brandlight's June 2026 research study compared official APIs with the live consumer interfaces (chatgpt.com, gemini.google.com, perplexity.ai, 'collected ... via scraping infrastructure'), argued that API-based monitoring is a proxy, and closed with the line quoted above, so the vendor positions its measurement as consumer-UI based. Separately, prompts are built 'from licensed AI-panel data plus your own search signals'. That panel is used to choose queries, not to collect answers, and the product's collection pipeline is not documented.",
        "prov": {
          "sources": [
            {
              "url": "https://research.brandlight.ai/ui-vs-api.html",
              "type": "other",
              "title": "The UI vs API Gap (Brandlight Research Lab study, June 2026)",
              "archive": "https://web.archive.org/web/20261003142613/https://research.brandlight.ai/ui-vs-api.html"
            },
            {
              "url": "https://www.brandlight.ai/blog/best-geo-platforms",
              "type": "blog",
              "title": "What are the 14 best GEO platforms for generative engine optimization? (vendor blog, 2026-09-16)",
              "archive": "https://web.archive.org/web/20261003142027/https://www.brandlight.ai/blog/best-geo-platforms"
            },
            {
              "url": "https://research.brandlight.ai/compare/brandlight-vs-peec",
              "type": "other",
              "title": "Brandlight vs. Peec AI (vendor comparison, July 2026)",
              "archive": "https://web.archive.org/web/20261003142301/https://research.brandlight.ai/compare/brandlight-vs-peec"
            },
            {
              "url": "https://www.brandlight.ai/product/visibility-insights",
              "type": "other",
              "title": "Product: Visibility & Insights",
              "archive": "https://web.archive.org/web/20261003142636/https://www.brandlight.ai/product/visibility-insights"
            },
            {
              "url": "https://www.brandlight.ai/blog/best-ai-visibility-tools",
              "type": "blog",
              "title": "8 Best AI Visibility Tools in 2026: Compared (vendor blog, 2026-07-20)",
              "archive": "https://web.archive.org/web/20261003142236/https://www.brandlight.ai/blog/best-ai-visibility-tools"
            },
            {
              "url": "https://research.brandlight.ai/",
              "type": "other",
              "title": "Brandlight Research Lab home",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "vendor claim",
          "naReasons": {},
          "couldNotVerify": [
            "Explicit product documentation of how answers are collected (UI scraping vs API) for each engine.",
            "Logged-in vs logged-out sessions, location simulation, and number of samples per prompt.",
            "What 'real usage data' and 'licensed AI-panel data' are and where they come from."
          ]
        }
      },
      "metrics": {
        "mentions": "yes",
        "citationsWithUrls": "yes",
        "shareOfVoice": "yes",
        "positionProminence": "yes",
        "sentiment": "yes",
        "accuracyHallucination": "yes",
        "promptDiscoveryOrVolume": "yes",
        "crawlerLogAnalytics": "yes",
        "aiReferralAttribution": "n/a",
        "prov": {
          "sources": [
            {
              "url": "https://research.brandlight.ai/compare/brandlight-vs-peec",
              "type": "other",
              "title": "Brandlight vs. Peec AI (vendor comparison, July 2026)",
              "archive": "https://web.archive.org/web/20261003142301/https://research.brandlight.ai/compare/brandlight-vs-peec"
            },
            {
              "url": "https://research.brandlight.ai/compare/brandlight-vs-semrush",
              "type": "other",
              "title": "Brandlight vs. Semrush (vendor comparison, June 2026)",
              "archive": null
            },
            {
              "url": "https://www.brandlight.ai/product/visibility-insights",
              "type": "other",
              "title": "Product: Visibility & Insights",
              "archive": "https://web.archive.org/web/20261003142636/https://www.brandlight.ai/product/visibility-insights"
            },
            {
              "url": "https://www.brandlight.ai/product/technical",
              "type": "other",
              "title": "Product: Technical Analysis",
              "archive": null
            },
            {
              "url": "https://www.brandlight.ai/blog/best-geo-platforms",
              "type": "blog",
              "title": "What are the 14 best GEO platforms for generative engine optimization? (vendor blog, 2026-09-16)",
              "archive": "https://web.archive.org/web/20261003142027/https://www.brandlight.ai/blog/best-geo-platforms"
            },
            {
              "url": "https://www.brandlight.ai/blog/best-aeo-software",
              "type": "blog",
              "title": "What are the 15 best AEO software tools for answer engine optimization? (vendor blog, 2026-09-16)",
              "archive": "https://web.archive.org/web/20261003142129/https://www.brandlight.ai/blog/best-aeo-software"
            },
            {
              "url": "https://www.brandlight.ai/",
              "type": "other",
              "title": "Brandlight homepage",
              "archive": "https://web.archive.org/web/20261003143020/https://www.brandlight.ai/"
            },
            {
              "url": "https://research.brandlight.ai/compare/brandlight-vs-similarweb",
              "type": "other",
              "title": "Brandlight vs. SimilarWeb (vendor comparison, July 2026)",
              "archive": "https://web.archive.org/web/20261003142700/https://research.brandlight.ai/compare/brandlight-vs-similarweb"
            },
            {
              "url": "https://www.brandlight.ai/solutions",
              "type": "other",
              "title": "Solutions (legacy page, still in the sitemap; footer \"Brandlight© 2025\")",
              "archive": "https://web.archive.org/web/20260308005629/https://www.brandlight.ai/solutions"
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "vendor claim",
          "naReasons": {
            "aiReferralAttribution": "contradictory sources: homepage 'Get real attribution data' and 'Impact Tracking ties AI presence to on-site actions' vs nav item 'Attribution (coming soon) - Quantify AI visibility impact on your bottom line'"
          },
          "couldNotVerify": [
            "Whether AI referral traffic (GA4 or similar) is measured today or only once the 'coming soon' Attribution module ships.",
            "Absolute prompt volumes vs panel-derived relevance signals."
          ]
        }
      },
      "actionLayer": {
        "recommendations": "yes",
        "contentGeneration": "yes",
        "technicalAudits": "yes",
        "citationOutreach": "yes",
        "prov": {
          "sources": [
            {
              "url": "https://research.brandlight.ai/compare/brandlight-vs-peec",
              "type": "other",
              "title": "Brandlight vs. Peec AI (vendor comparison, July 2026)",
              "archive": "https://web.archive.org/web/20261003142301/https://research.brandlight.ai/compare/brandlight-vs-peec"
            },
            {
              "url": "https://www.brandlight.ai/product/content",
              "type": "other",
              "title": "Product: Content",
              "archive": null
            },
            {
              "url": "https://www.brandlight.ai/product/technical",
              "type": "other",
              "title": "Product: Technical Analysis",
              "archive": null
            },
            {
              "url": "https://www.brandlight.ai/product/partnerships",
              "type": "other",
              "title": "Product: Partnerships",
              "archive": null
            },
            {
              "url": "https://research.brandlight.ai/compare/brandlight-vs-semrush",
              "type": "other",
              "title": "Brandlight vs. Semrush (vendor comparison, June 2026)",
              "archive": null
            },
            {
              "url": "https://www.brandlight.ai/blog/best-ai-visibility-tools",
              "type": "blog",
              "title": "8 Best AI Visibility Tools in 2026: Compared (vendor blog, 2026-07-20)",
              "archive": "https://web.archive.org/web/20261003142236/https://www.brandlight.ai/blog/best-ai-visibility-tools"
            },
            {
              "url": "https://www.brandlight.ai/enterprise",
              "type": "other",
              "title": "Solutions: Enterprise",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "vendor claim",
          "naReasons": {},
          "couldNotVerify": [
            "Whether the technical audit checks schema.org markup and llms.txt.",
            "Whether outreach is done by Brandlight staff or only briefed for the customer to execute (the vendor describes a split agreed per account)."
          ]
        }
      },
      "dataAccess": {
        "api": "yes",
        "csvExport": "n/a",
        "lookerStudio": "n/a",
        "warehouseOrBigQuery": "n/a",
        "slack": "n/a",
        "emailAlerts": "n/a",
        "mcp": "n/a",
        "prov": {
          "sources": [
            {
              "url": "https://research.brandlight.ai/compare/brandlight-vs-peec",
              "type": "other",
              "title": "Brandlight vs. Peec AI (vendor comparison, July 2026)",
              "archive": "https://web.archive.org/web/20261003142301/https://research.brandlight.ai/compare/brandlight-vs-peec"
            },
            {
              "url": "https://www.brandlight.ai/blog/best-aeo-software",
              "type": "blog",
              "title": "What are the 15 best AEO software tools for answer engine optimization? (vendor blog, 2026-09-16)",
              "archive": "https://web.archive.org/web/20261003142129/https://www.brandlight.ai/blog/best-aeo-software"
            },
            {
              "url": "https://www.brandlight.ai/enterprise",
              "type": "other",
              "title": "Solutions: Enterprise",
              "archive": null
            },
            {
              "url": "https://www.brandlight.ai/terms-of-use",
              "type": "docs",
              "title": "Terms and Conditions",
              "archive": "https://web.archive.org/web/20261003142549/https://www.brandlight.ai/terms-of-use"
            },
            {
              "url": "https://www.brandlight.ai/solutions",
              "type": "other",
              "title": "Solutions (legacy page, still in the sitemap; footer \"Brandlight© 2025\")",
              "archive": "https://web.archive.org/web/20260308005629/https://www.brandlight.ai/solutions"
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "vendor claim",
          "naReasons": {
            "csvExport": "not published: only 'exportable outreach briefs' and post-termination export in an unspecified format are mentioned",
            "lookerStudio": "not published",
            "warehouseOrBigQuery": "not published",
            "slack": "not published",
            "emailAlerts": "not published: 'Automated Weekly Reports' (enterprise page) and 'Receive real-time alerts for any negative or unauthorized brand references' (legacy /solutions page) are listed without a delivery channel",
            "mcp": "not published"
          },
          "couldNotVerify": [
            "API scope, documentation and rate limits.",
            "Export formats (CSV/XLSX) and BI connectors.",
            "Alerting channels (email, Slack, Teams)."
          ]
        }
      },
      "businessFit": {
        "agencyMultiClient": "n/a",
        "whiteLabel": "n/a",
        "sso": "yes",
        "soc2": "yes",
        "iso27001": "n/a",
        "gdprStatement": "yes",
        "euDataResidency": "n/a",
        "uiLanguages": null,
        "prov": {
          "sources": [
            {
              "url": "https://www.brandlight.ai/",
              "type": "other",
              "title": "Brandlight homepage",
              "archive": "https://web.archive.org/web/20261003143020/https://www.brandlight.ai/"
            },
            {
              "url": "https://www.brandlight.ai/enterprise",
              "type": "other",
              "title": "Solutions: Enterprise",
              "archive": null
            },
            {
              "url": "https://www.brandlight.ai/agencies",
              "type": "other",
              "title": "Solutions: Agencies (partner program)",
              "archive": null
            },
            {
              "url": "https://research.brandlight.ai/compare/brandlight-vs-peec",
              "type": "other",
              "title": "Brandlight vs. Peec AI (vendor comparison, July 2026)",
              "archive": "https://web.archive.org/web/20261003142301/https://research.brandlight.ai/compare/brandlight-vs-peec"
            },
            {
              "url": "https://www.brandlight.ai/blog/best-aeo-software",
              "type": "blog",
              "title": "What are the 15 best AEO software tools for answer engine optimization? (vendor blog, 2026-09-16)",
              "archive": "https://web.archive.org/web/20261003142129/https://www.brandlight.ai/blog/best-aeo-software"
            },
            {
              "url": "https://www.brandlight.ai/blog/best-geo-platforms",
              "type": "blog",
              "title": "What are the 14 best GEO platforms for generative engine optimization? (vendor blog, 2026-09-16)",
              "archive": "https://web.archive.org/web/20261003142027/https://www.brandlight.ai/blog/best-geo-platforms"
            },
            {
              "url": "https://www.brandlight.ai/privacy-policy",
              "type": "docs",
              "title": "Privacy Policy",
              "archive": null
            },
            {
              "url": "https://app.brandlight.ai/login",
              "type": "other",
              "title": "Platform login page (sign-in only; no sign-up)",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "vendor claim",
          "naReasons": {
            "whiteLabel": "not published: the agency page offers co-pitching and co-selling, not white-label reports",
            "iso27001": "not published",
            "euDataResidency": "not published: the Privacy Policy says data 'may be transferred to, stored in, or accessed from countries outside the jurisdiction in which you are located'",
            "uiLanguages": "not published: 'multi-lingual' refers to tracking markets, not the app interface",
            "agencyMultiClient": "not published: the Agencies page describes a partner programme ('You execute, you bill', co-pitch, co-selling) and no page describes multi-client workspaces or per-client separation; the vendor blog says 'agencies serving small clients are a poor fit'"
          },
          "couldNotVerify": [
            "SOC 2 report access and audit date.",
            "Where data is hosted and whether EU residency is offered.",
            "UI languages.",
            "Whether agencies get separate client workspaces or white-label reporting."
          ]
        }
      },
      "selection": {
        "roundups": 2,
        "probeAnswers": 4,
        "g2Reviews": 236,
        "g2Scope": "product listing",
        "presenceScore": 0.306,
        "passesGate": true,
        "shortlistedByRubric": true
      },
      "normalisation": {},
      "derived": {
        "segment": "enterprise",
        "entryPriceUsd": null,
        "entryPlan": null,
        "entryBasis": null,
        "plans": {
          "Enterprise platform + service (paid 3-month pilot, then annual)|monthly": {
            "usd": null,
            "checks": null,
            "costPer1kUsd": null
          },
          "Enterprise platform + service (paid 3-month pilot, then annual)|annual": {
            "usd": null,
            "checks": null,
            "costPer1kUsd": null
          }
        },
        "scenarios": {
          "S|monthly": {
            "status": "custom-quote",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "Sales-quoted plans only.",
            "detail": "no published plan covers it; a sales-quoted plan exists. No plan is published for monthly billing."
          },
          "S|annual": {
            "status": "custom-quote",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "Sales-quoted plans only.",
            "detail": "no published plan covers it; a sales-quoted plan exists. No plan is published for annual billing."
          },
          "M|monthly": {
            "status": "custom-quote",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "Sales-quoted plans only.",
            "detail": "no published plan covers it; a sales-quoted plan exists. No plan is published for monthly billing."
          },
          "M|annual": {
            "status": "custom-quote",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "Sales-quoted plans only.",
            "detail": "no published plan covers it; a sales-quoted plan exists. No plan is published for annual billing."
          },
          "L|monthly": {
            "status": "custom-quote",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "Sales-quoted plans only.",
            "detail": "no published plan covers it; a sales-quoted plan exists. No plan is published for monthly billing."
          },
          "L|annual": {
            "status": "custom-quote",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "Sales-quoted plans only.",
            "detail": "no published plan covers it; a sales-quoted plan exists. No plan is published for annual billing."
          }
        },
        "bestRate": null,
        "largestPlan": null
      },
      "flags": {
        "priceEstimate": false,
        "agencyRouteEligibilityUnconfirmed": false,
        "excludeFromAggregates": false,
        "note": null
      },
      "changesSince20260531": "Compared with the 2026-05-31 lead list (pages verified today): (1) Pricing is still not published, but the vendor now states the entry model on its own blog: no free trial and no self-serve tier, a paid 3-month pilot, then an annual platform-plus-service contract. brandlight.ai/pricing returns 404. (2) Engines: the lead list had 11+ including DeepSeek, Llama and Rufus. Today the vendor names ChatGPT, Google AI Overviews, Google AI Mode, Gemini, Perplexity, Copilot and Claude, plus Naver and Kakao for Korea, and claims '13 engines'. DeepSeek, Llama/Meta AI and Rufus are not named on any page opened today, and Grok appears only in 2025-dated screenshots. (3) Product now has separate modules: Visibility & Insights, Technical Health, Content, Agentic Commerce, Partnerships, Ad Analysis ('Apply for Enterprise Beta'), and Attribution marked 'coming soon'. There is a new Research Lab (research.brandlight.ai) with AI Visibility Indexes and vendor comparison pages. (4) Funding matches the lead list ($30M Series A, Feb 2026, Pelion, plus $5.75M seed). The lead list's '$200M revenue run rate' claim was not found on any page opened today."
    },
    {
      "id": "brightedge-ai-catalyst",
      "name": "BrightEdge AI Catalyst",
      "shortName": "BrightEdge AI Catalyst",
      "vendor": "BrightEdge Technologies, Inc. (brightedge.com)",
      "url": "https://www.brightedge.com/products/ai-catalyst",
      "pricingUrl": null,
      "docsUrl": null,
      "category": "suite-module",
      "parentProduct": "BrightEdge",
      "status": "live",
      "summary": "BrightEdge AI Catalyst is the AI-search visibility module of the BrightEdge enterprise SEO platform. It tracks brand mentions, citations, sentiment and competitor share across ChatGPT, Perplexity, Google AI Overviews, Google AI Mode and Gemini, and turns gaps into content briefs and recommendations. It is sold only through sales, with no public pricing, to enterprises, mid-market brands and agencies that buy the BrightEdge platform.",
      "reviewed": false,
      "identity": {
        "hqCountry": "US",
        "ownership": "vc-backed",
        "funding": "$42.8M Series D led by Insight Venture Partners, with existing investors Intel Capital, Battery Ventures, Altos Ventures and Illuminate Ventures (2013-06-11, BrightEdge press release on brightedge.com). Earlier: $6.5M 'additional funding' led by Battery Ventures, with existing investors Altos Ventures and Illuminate Ventures (2010-03-16, BrightEdge press release on brightedge.com). These are the only two funding releases on brightedge.com; they add up to $49.3M, which is not a total because earlier rounds are not itemised. Total raised to date is not published on the vendor site.",
        "fundingAsOf": "2013-06-11",
        "yearLaunched": 2025,
        "prov": {
          "sources": [
            {
              "url": "https://www.brightedge.com/about",
              "type": "other",
              "title": "BrightEdge Company Profile & Background",
              "archive": null
            },
            {
              "url": "https://www.brightedge.com/about/office-locations",
              "type": "other",
              "title": "Office Locations",
              "archive": null
            },
            {
              "url": "https://www.brightedge.com/news/press-releases/2013-06-11-brightedge-raises-42.8-million",
              "type": "press",
              "title": "BrightEdge Secures $42.8 Million Investment (2013-06-11)",
              "archive": null
            },
            {
              "url": "https://www.brightedge.com/news/press-releases/brightedge-ai-catalyst-completes-search-picture-brands-win-ai-era",
              "type": "press",
              "title": "BrightEdge AI Catalyst Completes Search Picture for Brands to Win in AI Era (2025-04-09)",
              "archive": "https://web.archive.org/web/20261003143340/https://www.brightedge.com/news/press-releases/brightedge-ai-catalyst-completes-search-picture-brands-win-ai-era"
            },
            {
              "url": "https://www.brightedge.com/blog/introducing-brightedge-ai-catalyst-innovating-give-you-complete-search-and-ai-visibility",
              "type": "blog",
              "title": "Introducing BrightEdge AI Catalyst (vendor blog, 2025)",
              "archive": "https://web.archive.org/web/20261003143652/https://www.brightedge.com/blog/introducing-brightedge-ai-catalyst-innovating-give-you-complete-search-and-ai-visibility"
            },
            {
              "url": "https://www.brightedge.com/news/press-releases/brightedge-generative-parse-identifies-and-detects-patterns-new-ai-search",
              "type": "press",
              "title": "BrightEdge Generative Parser Identifies and Detects Patterns in New AI Search Experiences (2023-12-19)",
              "archive": "https://web.archive.org/web/20261003143732/https://www.brightedge.com/news/press-releases/brightedge-generative-parse-identifies-and-detects-patterns-new-ai-search"
            },
            {
              "url": "https://www.brightedge.com/about/press-releases",
              "type": "press",
              "title": "Press Releases list",
              "archive": null
            },
            {
              "url": "https://www.brightedge.com/news/press-releases/brightedge-secures-65m-investment-top-tier-venture-firm",
              "type": "press",
              "title": "BrightEdge Secures $6.5M Investment by Top Tier Venture Firm (2010-03-16)",
              "archive": null
            },
            {
              "url": "https://www.brightedge.com/news/press-releases/brightedge-acquires-oncrawl-future-proof-web-30-strategies",
              "type": "press",
              "title": "BrightEdge Acquires Oncrawl to Future-proof Web 3.0 Strategies (2022-02-23)",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {},
          "couldNotVerify": [
            "Total funding raised to date, and any round before 2010 or after 2013. Not on the vendor site. Third-party checks failed today: Crunchbase served a Cloudflare session-verification page (not attempted; evidence/brightedge-ai-catalyst/fix-crunchbase.meta.json), en.wikipedia.org/wiki/BrightEdge returns HTTP 404, and the session's web-search quota is used up. The lead list's '~$64M' therefore stays unconfirmed.",
            "Whether ownership changed after 2013 (e.g. a PE buyout or acquisition). Nothing on the vendor site suggests it, but no independent check was possible today."
          ]
        }
      },
      "pricing": {
        "model": "custom",
        "promptUnit": null,
        "promptUnitPerEngine": "n/a",
        "promptUnitPerCountry": "n/a",
        "promptUnitPerRun": "n/a",
        "freePlan": {
          "available": "n/a",
          "limits": null
        },
        "freeTrial": {
          "available": "n/a",
          "days": null,
          "cardRequired": "n/a",
          "limits": null
        },
        "billingOptions": [
          "custom"
        ],
        "annualDiscountNote": null,
        "plans": [
          {
            "name": "BrightEdge platform contract incl. AI Catalyst (custom quote)",
            "contactSales": true,
            "priceMonthly": null,
            "priceAnnualPerMonth": null,
            "currency": null,
            "promptsIncluded": null,
            "creditsIncluded": null,
            "enginesIncluded": [
              "chatgpt",
              "perplexity",
              "googleAio",
              "googleAiMode",
              "gemini"
            ],
            "enginesSelectable": "n/a",
            "maxEngines": null,
            "runFrequency": "n/a",
            "brandsOrProjects": null,
            "seats": null,
            "countries": null,
            "languages": null,
            "addOns": [],
            "planSource": "https://www.brightedge.com/products/ai-catalyst"
          }
        ],
        "prov": {
          "sources": [
            {
              "url": "https://www.brightedge.com/pricing",
              "type": "pricing",
              "title": "HTTP 404 Page not found (no pricing page)",
              "archive": "https://web.archive.org/web/20261003143146/https://www.brightedge.com/pricing"
            },
            {
              "url": "https://www.brightedge.com/products/ai-catalyst",
              "type": "other",
              "title": "AI Catalyst | AI Search Visibility Platform | BrightEdge (incl. FAQ)",
              "archive": null
            },
            {
              "url": "https://www.brightedge.com/requestademo",
              "type": "other",
              "title": "Request a Demo",
              "archive": "https://web.archive.org/web/20261003143241/https://www.brightedge.com/requestademo"
            },
            {
              "url": "https://www.brightedge.com/news/press-releases/brightedge-ai-catalyst-completes-search-picture-brands-win-ai-era",
              "type": "press",
              "title": "BrightEdge AI Catalyst Completes Search Picture for Brands to Win in AI Era (2025-04-09)",
              "archive": "https://web.archive.org/web/20261003143340/https://www.brightedge.com/news/press-releases/brightedge-ai-catalyst-completes-search-picture-brands-win-ai-era"
            },
            {
              "url": "https://www.brightedge.com/agencies",
              "type": "other",
              "title": "SEO Agency Solution | BrightEdge",
              "archive": "https://web.archive.org/web/20261003143403/https://www.brightedge.com/agencies"
            },
            {
              "url": "https://www.brightedge.com/resources/weekly-ai-search-insights/reddit-chatgpt-collapse-education",
              "type": "blog",
              "title": "Weekly AI Search Insights: Reddit ChatGPT collapse (AI Catalyst weekly panel, US)",
              "archive": "https://web.archive.org/web/20261003143517/https://www.brightedge.com/resources/weekly-ai-search-insights/reddit-chatgpt-collapse-education"
            },
            {
              "url": "https://www.brightedge.com/resources/weekly-ai-search-insights/ai-overviews-one-year-presence-size-citing",
              "type": "blog",
              "title": "Weekly AI Search Insights: AI Overviews one year (AI Catalyst + Generative Parser, pixel height)",
              "archive": "https://web.archive.org/web/20261003143627/https://www.brightedge.com/resources/weekly-ai-search-insights/ai-overviews-one-year-presence-size-citing"
            },
            {
              "url": "https://www.brightedge.com/blog/introducing-brightedge-ai-catalyst-innovating-give-you-complete-search-and-ai-visibility",
              "type": "blog",
              "title": "Introducing BrightEdge AI Catalyst (vendor blog, 2025)",
              "archive": "https://web.archive.org/web/20261003143652/https://www.brightedge.com/blog/introducing-brightedge-ai-catalyst-innovating-give-you-complete-search-and-ai-visibility"
            },
            {
              "url": "https://www.brightedge.com/products/ai-agent-insights",
              "type": "other",
              "title": "AI Agent Insights | BrightEdge",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "promptUnit": "contact sales: no billable prompt/credit unit is published",
            "promptUnitPerEngine": "not published",
            "promptUnitPerCountry": "not published",
            "promptUnitPerRun": "not published",
            "freePlan": "not published: no free plan offered or mentioned",
            "freeTrial": "not published: no public trial offer; only an agency testimonial mentions 'trial accounts for clients'",
            "annualDiscountNote": "contact sales",
            "plans[0].priceMonthly": "contact sales: /pricing returns 404; all CTAs are 'Request demo'",
            "plans[0].priceAnnualPerMonth": "contact sales",
            "plans[0].currency": "contact sales: no amount is shown on any page",
            "plans[0].promptsIncluded": "contact sales",
            "plans[0].enginesSelectable": "not published",
            "plans[0].maxEngines": "not published: five engines are named 'and other AI platforms'",
            "plans[0].runFrequency": "not published: vendor wording mixes 'real-time', weekly trends and daily AIO tracking; no customer refresh cadence stated",
            "plans[0].brandsOrProjects": "contact sales",
            "plans[0].seats": "contact sales",
            "plans[0].countries": "not published: vendor research tables say 'Market: United States'; no market list for customers",
            "plans[0].languages": "not published",
            "plans[0].overage": "not published"
          },
          "couldNotVerify": [
            "Any list price, contract minimum or typical annual cost for the BrightEdge platform with AI Catalyst.",
            "Whether AI Catalyst is still included in every BrightEdge contract (as the 2025 launch release said) or is now a paid add-on, and whether AI Hyper Cube, AI Agent Insights and Agent Edge cost extra.",
            "Prompt allowance, how prompts are counted (per engine, per market, per run), and the refresh cadence for customer prompt sets.",
            "Number of brands/projects, seats, markets and languages included."
          ]
        }
      },
      "engines": {
        "status": {
          "chatgpt": {
            "status": "included",
            "surface": "unknown",
            "minPlan": "BrightEdge platform contract incl. AI Catalyst (custom quote)"
          },
          "googleAio": {
            "status": "included",
            "surface": "unknown",
            "minPlan": "BrightEdge platform contract incl. AI Catalyst (custom quote)"
          },
          "googleAiMode": {
            "status": "included",
            "surface": "unknown",
            "minPlan": "BrightEdge platform contract incl. AI Catalyst (custom quote)"
          },
          "gemini": {
            "status": "included",
            "surface": "unknown",
            "minPlan": "BrightEdge platform contract incl. AI Catalyst (custom quote)"
          },
          "perplexity": {
            "status": "included",
            "surface": "unknown",
            "minPlan": "BrightEdge platform contract incl. AI Catalyst (custom quote)"
          },
          "claude": {
            "status": "n/a",
            "surface": "unknown",
            "minPlan": null
          },
          "copilot": {
            "status": "n/a",
            "surface": "unknown",
            "minPlan": null
          },
          "grok": {
            "status": "n/a",
            "surface": "unknown",
            "minPlan": null
          },
          "deepseek": {
            "status": "n/a",
            "surface": "unknown",
            "minPlan": null
          },
          "metaAi": {
            "status": "n/a",
            "surface": "unknown",
            "minPlan": null
          }
        },
        "other": [],
        "settings": {
          "country": "n/a",
          "language": "n/a",
          "persona": "yes"
        },
        "prov": {
          "sources": [
            {
              "url": "https://www.brightedge.com/products/ai-catalyst",
              "type": "other",
              "title": "AI Catalyst | AI Search Visibility Platform | BrightEdge (incl. FAQ)",
              "archive": null
            },
            {
              "url": "https://www.brightedge.com/news/press-releases/brightedge-ai-catalyst-completes-search-picture-brands-win-ai-era",
              "type": "press",
              "title": "BrightEdge AI Catalyst Completes Search Picture for Brands to Win in AI Era (2025-04-09)",
              "archive": "https://web.archive.org/web/20261003143340/https://www.brightedge.com/news/press-releases/brightedge-ai-catalyst-completes-search-picture-brands-win-ai-era"
            },
            {
              "url": "https://www.brightedge.com/blog/introducing-brightedge-ai-catalyst-innovating-give-you-complete-search-and-ai-visibility",
              "type": "blog",
              "title": "Introducing BrightEdge AI Catalyst (vendor blog, 2025)",
              "archive": "https://web.archive.org/web/20261003143652/https://www.brightedge.com/blog/introducing-brightedge-ai-catalyst-innovating-give-you-complete-search-and-ai-visibility"
            },
            {
              "url": "https://www.brightedge.com/resources/weekly-ai-search-insights/ai-search-citations-week-to-week-changes",
              "type": "blog",
              "title": "Weekly AI Search Insights: week-to-week citation changes (methodology: AI Catalyst, five engines)",
              "archive": "https://web.archive.org/web/20261003143755/https://www.brightedge.com/resources/weekly-ai-search-insights/ai-search-citations-week-to-week-changes"
            },
            {
              "url": "https://www.brightedge.com/resources/weekly-ai-search-insights/where-ai-engines-agree-on-brands",
              "type": "blog",
              "title": "Weekly AI Search Insights: where AI engines agree on brands (methodology: AI Catalyst, five engines)",
              "archive": "https://web.archive.org/web/20261003143859/https://www.brightedge.com/resources/weekly-ai-search-insights/where-ai-engines-agree-on-brands"
            },
            {
              "url": "https://www.brightedge.com/resources/weekly-ai-search-insights/brands-hold-evidence-turns-over-12-weeks-ecommerce-citations-three-ai-engines",
              "type": "blog",
              "title": "Weekly AI Search Insights: 12 weekly observations, three engines (AI Catalyst)",
              "archive": null
            },
            {
              "url": "https://www.brightedge.com/resources/weekly-ai-search-insights/ai-overviews-one-year-presence-size-citing",
              "type": "blog",
              "title": "Weekly AI Search Insights: AI Overviews one year (AI Catalyst + Generative Parser, pixel height)",
              "archive": "https://web.archive.org/web/20261003143627/https://www.brightedge.com/resources/weekly-ai-search-insights/ai-overviews-one-year-presence-size-citing"
            },
            {
              "url": "https://www.brightedge.com/products/ai-agent-insights",
              "type": "other",
              "title": "AI Agent Insights | BrightEdge",
              "archive": null
            },
            {
              "url": "https://www.brightedge.com/brightedge-mcp",
              "type": "docs",
              "title": "BrightEdge MCP Servers (setup guides incl. Slack app)",
              "archive": "https://web.archive.org/web/20261003144035/https://www.brightedge.com/brightedge-mcp"
            },
            {
              "url": "https://www.brightedge.com/solutions/win-in-ai-search",
              "type": "other",
              "title": "Win in AI search",
              "archive": "https://web.archive.org/web/20261003144059/https://www.brightedge.com/solutions/win-in-ai-search"
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "claude": "not published",
            "copilot": "not published",
            "grok": "not published",
            "deepseek": "not published",
            "metaAi": "not published",
            "settings.country": "not published",
            "settings.language": "not published"
          },
          "couldNotVerify": [
            "Which engines the unnamed 'other AI platforms' are.",
            "Whether ChatGPT, Gemini and Perplexity answers come from the consumer apps (with web search) or the APIs.",
            "Whether customers can choose markets/countries or languages for prompt tracking."
          ]
        }
      },
      "method": {
        "value": "undisclosed",
        "quote": "We tracked AIO presence across our keyword set, measured the actual pixel height of AIOs on the page, and analyzed citation overlap",
        "detail": "BrightEdge does not say how AI Catalyst gets answers from ChatGPT, Perplexity, Gemini or Google AI Mode (API calls, the consumer UI, or a panel). For Google AI Overviews, its research describes daily on-page pixel-height measurement with its 'Generative Parser', which implies parsing rendered results pages, but this is not presented as the AI Catalyst method, so the value is undisclosed.",
        "prov": {
          "sources": [
            {
              "url": "https://www.brightedge.com/resources/weekly-ai-search-insights/ai-overviews-one-year-presence-size-citing",
              "type": "blog",
              "title": "Weekly AI Search Insights: AI Overviews one year (AI Catalyst + Generative Parser, pixel height)",
              "archive": "https://web.archive.org/web/20261003143627/https://www.brightedge.com/resources/weekly-ai-search-insights/ai-overviews-one-year-presence-size-citing"
            },
            {
              "url": "https://www.brightedge.com/news/press-releases/brightedge-generative-parse-identifies-and-detects-patterns-new-ai-search",
              "type": "press",
              "title": "BrightEdge Generative Parser Identifies and Detects Patterns in New AI Search Experiences (2023-12-19)",
              "archive": "https://web.archive.org/web/20261003143732/https://www.brightedge.com/news/press-releases/brightedge-generative-parse-identifies-and-detects-patterns-new-ai-search"
            },
            {
              "url": "https://www.brightedge.com/products/ai-catalyst",
              "type": "other",
              "title": "AI Catalyst | AI Search Visibility Platform | BrightEdge (incl. FAQ)",
              "archive": null
            },
            {
              "url": "https://www.brightedge.com/resources/weekly-ai-search-insights/ai-search-citations-week-to-week-changes",
              "type": "blog",
              "title": "Weekly AI Search Insights: week-to-week citation changes (methodology: AI Catalyst, five engines)",
              "archive": "https://web.archive.org/web/20261003143755/https://www.brightedge.com/resources/weekly-ai-search-insights/ai-search-citations-week-to-week-changes"
            },
            {
              "url": "https://www.brightedge.com/resources/weekly-ai-search-insights/reddit-chatgpt-collapse-education",
              "type": "blog",
              "title": "Weekly AI Search Insights: Reddit ChatGPT collapse (AI Catalyst weekly panel, US)",
              "archive": "https://web.archive.org/web/20261003143517/https://www.brightedge.com/resources/weekly-ai-search-insights/reddit-chatgpt-collapse-education"
            },
            {
              "url": "https://www.brightedge.com/news/press-releases/brightedge-ai-hypercube-brands-ai-search-visibility",
              "type": "press",
              "title": "BrightEdge Launches AI Hyper Cube (2026-03-10)",
              "archive": "https://web.archive.org/web/20261003143819/https://www.brightedge.com/news/press-releases/brightedge-ai-hypercube-brands-ai-search-visibility"
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {},
          "couldNotVerify": [
            "The actual collection channel per engine (API vs. consumer UI vs. both), and whether answers are logged-in or logged-out, location-pinned or personalised.",
            "How many times each prompt is sampled per run."
          ]
        }
      },
      "metrics": {
        "mentions": "yes",
        "citationsWithUrls": "yes",
        "shareOfVoice": "yes",
        "positionProminence": "n/a",
        "sentiment": "yes",
        "accuracyHallucination": "n/a",
        "promptDiscoveryOrVolume": "yes",
        "crawlerLogAnalytics": "n/a",
        "aiReferralAttribution": "n/a",
        "prov": {
          "sources": [
            {
              "url": "https://www.brightedge.com/products/ai-catalyst",
              "type": "other",
              "title": "AI Catalyst | AI Search Visibility Platform | BrightEdge (incl. FAQ)",
              "archive": null
            },
            {
              "url": "https://www.brightedge.com/solutions/optimize-for-google-ai-overviews",
              "type": "other",
              "title": "Optimize for Google AI Overviews",
              "archive": null
            },
            {
              "url": "https://www.brightedge.com/solutions/optimize-for-chatgpt",
              "type": "other",
              "title": "Optimize for ChatGPT",
              "archive": null
            },
            {
              "url": "https://www.brightedge.com/resources/weekly-ai-search-insights/reddit-chatgpt-collapse-education",
              "type": "blog",
              "title": "Weekly AI Search Insights: Reddit ChatGPT collapse (AI Catalyst weekly panel, US)",
              "archive": "https://web.archive.org/web/20261003143517/https://www.brightedge.com/resources/weekly-ai-search-insights/reddit-chatgpt-collapse-education"
            },
            {
              "url": "https://www.brightedge.com/news/press-releases/brightedge-ai-catalyst-completes-search-picture-brands-win-ai-era",
              "type": "press",
              "title": "BrightEdge AI Catalyst Completes Search Picture for Brands to Win in AI Era (2025-04-09)",
              "archive": "https://web.archive.org/web/20261003143340/https://www.brightedge.com/news/press-releases/brightedge-ai-catalyst-completes-search-picture-brands-win-ai-era"
            },
            {
              "url": "https://www.brightedge.com/products/ai-hyper-cube",
              "type": "other",
              "title": "AI HyperCube | BrightEdge",
              "archive": null
            },
            {
              "url": "https://www.brightedge.com/products/ai-agent-insights",
              "type": "other",
              "title": "AI Agent Insights | BrightEdge",
              "archive": null
            },
            {
              "url": "https://www.brightedge.com/products/agent-edge",
              "type": "other",
              "title": "Agent Edge | BrightEdge",
              "archive": null
            },
            {
              "url": "https://www.brightedge.com/brightedge-ai-pulse",
              "type": "other",
              "title": "BrightEdge AI Pulse (AI referral market data)",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "positionProminence": "not published",
            "accuracyHallucination": "not published",
            "aiReferralAttribution": "not published: AI referral share appears only in vendor market research (AI Pulse) and as an Agent Edge outcome claim",
            "crawlerLogAnalytics": "contact sales: AI crawler visibility is the separate AI Agent Insights product ('available now for BrightEdge enterprise customers'); no AI Catalyst page mentions crawlers or logs, and bundling is not stated"
          },
          "couldNotVerify": [
            "Whether AI Agent Insights (AI crawler visibility) is included with an AI Catalyst contract, limited to an 'enterprise' tier, or sold separately; and whether it uses server logs, CDN data or a tag.",
            "Whether the product reports a brand's position/rank inside an AI answer."
          ]
        }
      },
      "actionLayer": {
        "recommendations": "yes",
        "contentGeneration": "yes",
        "technicalAudits": "n/a",
        "citationOutreach": "yes",
        "prov": {
          "sources": [
            {
              "url": "https://www.brightedge.com/products/ai-catalyst",
              "type": "other",
              "title": "AI Catalyst | AI Search Visibility Platform | BrightEdge (incl. FAQ)",
              "archive": null
            },
            {
              "url": "https://www.brightedge.com/solutions/optimize-for-chatgpt",
              "type": "other",
              "title": "Optimize for ChatGPT",
              "archive": null
            },
            {
              "url": "https://www.brightedge.com/products/content-advisor",
              "type": "other",
              "title": "Content Advisor | BrightEdge",
              "archive": null
            },
            {
              "url": "https://www.brightedge.com/products/ai-agent-insights",
              "type": "other",
              "title": "AI Agent Insights | BrightEdge",
              "archive": null
            },
            {
              "url": "https://www.brightedge.com/solutions/optimize-for-google-ai-overviews",
              "type": "other",
              "title": "Optimize for Google AI Overviews",
              "archive": null
            },
            {
              "url": "https://www.brightedge.com/solutions/win-in-ai-search",
              "type": "other",
              "title": "Win in AI search",
              "archive": "https://web.archive.org/web/20261003144059/https://www.brightedge.com/solutions/win-in-ai-search"
            },
            {
              "url": "https://www.brightedge.com/news/press-releases/brightedge-ai-hypercube-brands-ai-search-visibility",
              "type": "press",
              "title": "BrightEdge Launches AI Hyper Cube (2026-03-10)",
              "archive": "https://web.archive.org/web/20261003143819/https://www.brightedge.com/news/press-releases/brightedge-ai-hypercube-brands-ai-search-visibility"
            },
            {
              "url": "https://www.brightedge.com/products/s3/contentiq",
              "type": "other",
              "title": "SEO Crawler & Site Audit Software (ContentIQ) | BrightEdge",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "technicalAudits": "contact sales: AI-agent access checks sit in the separate AI Agent Insights product ('available now for BrightEdge enterprise customers'); the platform's ContentIQ site audit is a classic SEO crawl with no AI-specific checks; neither is tied to AI Catalyst on any page"
          },
          "couldNotVerify": [
            "Whether Content Advisor, AI Agent Insights and ContentIQ come with an AI Catalyst contract or are priced separately (AI Agent Insights is worded as available to \"BrightEdge enterprise customers\").",
            "Whether any AI-specific technical check (AI crawler access, schema, llms.txt, Markdown serving) is part of AI Catalyst itself."
          ]
        }
      },
      "dataAccess": {
        "api": "n/a",
        "csvExport": "yes",
        "lookerStudio": "n/a",
        "warehouseOrBigQuery": "n/a",
        "slack": "yes",
        "emailAlerts": "n/a",
        "mcp": "yes",
        "prov": {
          "sources": [
            {
              "url": "https://www.brightedge.com/products/ai-catalyst",
              "type": "other",
              "title": "AI Catalyst | AI Search Visibility Platform | BrightEdge (incl. FAQ)",
              "archive": null
            },
            {
              "url": "https://www.brightedge.com/brightedge-mcp",
              "type": "docs",
              "title": "BrightEdge MCP Servers (setup guides incl. Slack app)",
              "archive": "https://web.archive.org/web/20261003144035/https://www.brightedge.com/brightedge-mcp"
            },
            {
              "url": "https://www.brightedge.com/products/integrations",
              "type": "other",
              "title": "BrightEdge Integrations",
              "archive": null
            },
            {
              "url": "https://api.brightedge.com/api/current/",
              "type": "docs",
              "title": "BrightEdge API endpoint notice",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "api": "not published: a platform API exists ('BrightEdge Connect API'), but AI Catalyst coverage is not stated",
            "lookerStudio": "not published: Looker Studio is a platform-level integration; AI Catalyst coverage not stated",
            "warehouseOrBigQuery": "not published",
            "emailAlerts": "not published: in-app 'flags' only"
          },
          "couldNotVerify": [
            "Whether AI Catalyst data is available through the BrightEdge REST API/SDK or the Looker Studio connector.",
            "Whether alerts on lost answers can be sent by email or Slack."
          ]
        }
      },
      "businessFit": {
        "agencyMultiClient": "yes",
        "whiteLabel": "n/a",
        "sso": "yes",
        "soc2": "yes",
        "iso27001": "yes",
        "gdprStatement": "yes",
        "euDataResidency": "n/a",
        "uiLanguages": null,
        "prov": {
          "sources": [
            {
              "url": "https://www.brightedge.com/news/press-releases/brightedge-ai-catalyst-completes-search-picture-brands-win-ai-era",
              "type": "press",
              "title": "BrightEdge AI Catalyst Completes Search Picture for Brands to Win in AI Era (2025-04-09)",
              "archive": "https://web.archive.org/web/20261003143340/https://www.brightedge.com/news/press-releases/brightedge-ai-catalyst-completes-search-picture-brands-win-ai-era"
            },
            {
              "url": "https://www.brightedge.com/agencies",
              "type": "other",
              "title": "SEO Agency Solution | BrightEdge",
              "archive": "https://web.archive.org/web/20261003143403/https://www.brightedge.com/agencies"
            },
            {
              "url": "https://www.brightedge.com/trust",
              "type": "other",
              "title": "Trust | BrightEdge (Security & Compliance)",
              "archive": null
            },
            {
              "url": "https://www.brightedge.com/privacy",
              "type": "other",
              "title": "BrightEdge Privacy Policy",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "vendor claim",
          "naReasons": {
            "whiteLabel": "not published",
            "euDataResidency": "not published: Privacy Policy describes transfer to and processing in the United States; no EU hosting option",
            "uiLanguages": "not published"
          },
          "couldNotVerify": [
            "SOC 2 report type (Type I/II) and audit date; ISO 27001 certificate scope and issuer.",
            "Whether EU data residency is available on request."
          ]
        }
      },
      "selection": {
        "roundups": 5,
        "probeAnswers": 14,
        "g2Reviews": 886,
        "g2Scope": "suite/parent listing",
        "presenceScore": 0.201,
        "passesGate": false,
        "shortlistedByRubric": false
      },
      "normalisation": {},
      "derived": {
        "segment": "enterprise",
        "entryPriceUsd": null,
        "entryPlan": null,
        "entryBasis": null,
        "plans": {
          "BrightEdge platform contract incl. AI Catalyst (custom quote)|monthly": {
            "usd": null,
            "checks": null,
            "costPer1kUsd": null
          },
          "BrightEdge platform contract incl. AI Catalyst (custom quote)|annual": {
            "usd": null,
            "checks": null,
            "costPer1kUsd": null
          }
        },
        "scenarios": {
          "S|monthly": {
            "status": "custom-quote",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "Sales-quoted plans only.",
            "detail": "no published plan covers it; a sales-quoted plan exists. No plan is published for monthly billing."
          },
          "S|annual": {
            "status": "custom-quote",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "Sales-quoted plans only.",
            "detail": "no published plan covers it; a sales-quoted plan exists. No plan is published for annual billing."
          },
          "M|monthly": {
            "status": "custom-quote",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "Sales-quoted plans only.",
            "detail": "no published plan covers it; a sales-quoted plan exists. No plan is published for monthly billing."
          },
          "M|annual": {
            "status": "custom-quote",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "Sales-quoted plans only.",
            "detail": "no published plan covers it; a sales-quoted plan exists. No plan is published for annual billing."
          },
          "L|monthly": {
            "status": "custom-quote",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "Sales-quoted plans only.",
            "detail": "no published plan covers it; a sales-quoted plan exists. No plan is published for monthly billing."
          },
          "L|annual": {
            "status": "custom-quote",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "Sales-quoted plans only.",
            "detail": "no published plan covers it; a sales-quoted plan exists. No plan is published for annual billing."
          }
        },
        "bestRate": null,
        "largestPlan": null
      },
      "flags": {
        "priceEstimate": false,
        "agencyRouteEligibilityUnconfirmed": false,
        "excludeFromAggregates": false,
        "note": null
      },
      "changesSince20260531": "Engines: the 2026-05-31 lead list had 'mainly AIO/ChatGPT/Perplexity'. Today the AI Catalyst page names 'ChatGPT, Perplexity, Google AI Overviews, Google AI Mode, Gemini and other AI platforms', so Google AI Mode and Gemini are now listed. URL: brightedge.com/ai-catalyst now 301-redirects to /products/ai-catalyst. New adjacent product since then: Agent Edge (press release 2026-08-26). Not a change, but not in the lead list: AI Hyper Cube and AI Agent Insights (launched 2026-03-10) and a public MCP server that exposes AI Catalyst data. Pricing is still not public (/pricing returns 404). The lead list's '~$64M raised' could not be confirmed. The vendor site publishes two rounds: $6.5M (2010, led by Battery Ventures) and the $42.8M Series D (2013, led by Insight Venture Partners), $49.3M together. Earlier rounds are not itemised, and no third-party source could be opened today."
    },
    {
      "id": "conductor",
      "name": "Conductor (AI visibility in Conductor Intelligence)",
      "shortName": "Conductor",
      "vendor": "Conductor",
      "url": "https://www.conductor.com/platform/intelligence/",
      "pricingUrl": "https://www.conductor.com/pricing/",
      "docsUrl": "https://www.conductor.com/docs/",
      "category": "suite-module",
      "parentProduct": "Conductor",
      "status": "live",
      "summary": "Conductor's AI Search Performance report, part of Conductor Intelligence, tracks brand mentions, website citations, sentiment and share of voice. It covers nine AI engine options (ChatGPT Auto and Search, Claude, Gemini, Google AI Mode and AI Overviews, Grok, Copilot, Perplexity), metered in AI Response Credits within Conductor's enterprise AEO/SEO suite. It is aimed at enterprise SEO, content and digital teams that want AI visibility alongside rank tracking, content generation, site monitoring and web analytics; plans are sold through sales, with a 3-week free trial.",
      "reviewed": true,
      "identity": {
        "hqCountry": "US",
        "ownership": "vc-backed",
        "funding": "$150M Series A led by Bregal Sagemount 'at a near half-billion-dollar valuation' (2021-11-17, vendor blog). Before that, Conductor was spun out of WeWork in 2019 as the employee-owned Conductor Founders, Inc. (vendor blog). Wikipedia (third-party) also lists $20M raised in 2012 and a $27M Series D in 2015. No later round could be verified today.",
        "fundingAsOf": "2021-11-17",
        "yearLaunched": 2025,
        "prov": {
          "sources": [
            {
              "url": "https://www.conductor.com/blog/conductor-raises-150m-in-funding/",
              "type": "blog",
              "title": "$150M Fundraising Round Like No Other (2021-11-17)",
              "archive": null
            },
            {
              "url": "https://www.conductor.com/blog/introducing-conductor-ai/",
              "type": "blog",
              "title": "Introducing Conductor AI (2025-06-02)",
              "archive": null
            },
            {
              "url": "https://www.conductor.com/contact/",
              "type": "other",
              "title": "Contact Us (office locations)",
              "archive": null
            },
            {
              "url": "https://www.conductor.com/legal/imprint/",
              "type": "other",
              "title": "Imprint",
              "archive": null
            },
            {
              "url": "https://www.conductor.com/about/leadership/",
              "type": "other",
              "title": "Meet Conductor's Leaders",
              "archive": null
            },
            {
              "url": "https://en.wikipedia.org/wiki/Conductor_(company)",
              "type": "other",
              "title": "Conductor (company) - Wikipedia (third-party)",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "third-party",
          "naReasons": {},
          "couldNotVerify": [
            "Total funding to date and any round after November 2021 (lead list claims '>$210M raised'; Business Wire press pages returned 403)",
            "Current cap table / whether Bregal Sagemount is a controlling owner (a Bregal Sagemount partner sits on the board)",
            "Which legal entity is the group parent (US LLC vs German GmbH per the imprint wording)"
          ]
        }
      },
      "pricing": {
        "model": "credits",
        "promptUnit": "AI Response Credits: 'Each time Conductor prompts an AI search engine for a response, you'll consume the corresponding amount of credits.' Credits per response: ChatGPT (Auto) 1.00, ChatGPT (Search) 2.00, Claude Sonnet 0.50, Gemini 2.00, Google AI Mode 0.10, Google AIO 0.10, Grok (Auto) 1.00, Microsoft Copilot 0.20, Perplexity 0.20.",
        "promptUnitPerEngine": "yes",
        "promptUnitPerCountry": "yes",
        "promptUnitPerRun": "yes",
        "freePlan": {
          "available": "no",
          "limits": "No free plan. The pricing page lists only Essentials, Growth and Enterprise. A separate free 'AI Visibility Report' tool (website + email form) gives a one-off snapshot 'across top AI engines, including ChatGPT, Gemini, and Perplexity'. It is not a monitoring plan."
        },
        "freeTrial": {
          "available": "yes",
          "days": 21,
          "cardRequired": "no",
          "limits": "'Try Conductor free for 3 weeks. No credit card needed.' The free-trial page offers 'Try For Free' for Creator, Intelligence ('Global rank and AI visibility tracking') and Monitoring. Trial limits are not published, nor whether AI Response Credits are included."
        },
        "billingOptions": [],
        "annualDiscountNote": null,
        "plans": [
          {
            "name": "Essentials",
            "contactSales": true,
            "priceMonthly": null,
            "priceAnnualPerMonth": null,
            "currency": null,
            "promptsIncluded": null,
            "creditsIncluded": null,
            "enginesIncluded": [
              "chatgpt",
              "claude",
              "gemini",
              "googleAiMode",
              "googleAio",
              "grok",
              "copilot",
              "perplexity"
            ],
            "enginesSelectable": "yes",
            "maxEngines": 9,
            "runFrequency": "configurable",
            "brandsOrProjects": null,
            "seats": null,
            "countries": null,
            "languages": null,
            "addOns": [
              {
                "name": "Data API (grid: 'Available', not included)",
                "price": null,
                "currency": null,
                "unit": "not published",
                "appliesTo": "other"
              },
              {
                "name": "Log File Analysis (incl. AI Crawler) (grid: 'Available', not included)",
                "price": null,
                "currency": null,
                "unit": "not published",
                "appliesTo": "other"
              }
            ],
            "planSource": "https://www.conductor.com/pricing/"
          },
          {
            "name": "Growth",
            "contactSales": true,
            "priceMonthly": null,
            "priceAnnualPerMonth": null,
            "currency": null,
            "promptsIncluded": null,
            "creditsIncluded": null,
            "enginesIncluded": [
              "chatgpt",
              "claude",
              "gemini",
              "googleAiMode",
              "googleAio",
              "grok",
              "copilot",
              "perplexity"
            ],
            "enginesSelectable": "yes",
            "maxEngines": 9,
            "runFrequency": "configurable",
            "brandsOrProjects": null,
            "seats": null,
            "countries": null,
            "languages": null,
            "addOns": [
              {
                "name": "Data API (grid: 'Available', not included)",
                "price": null,
                "currency": null,
                "unit": "not published",
                "appliesTo": "other"
              },
              {
                "name": "Log File Analysis (incl. AI Crawler) (grid: 'Available', not included)",
                "price": null,
                "currency": null,
                "unit": "not published",
                "appliesTo": "other"
              },
              {
                "name": "Javascript Rendering (grid: 'Available', not included)",
                "price": null,
                "currency": null,
                "unit": "not published",
                "appliesTo": "other"
              },
              {
                "name": "Lighthouse Monitoring (grid: 'Available', not included)",
                "price": null,
                "currency": null,
                "unit": "not published",
                "appliesTo": "other"
              }
            ],
            "planSource": "https://www.conductor.com/pricing/"
          },
          {
            "name": "Enterprise",
            "contactSales": true,
            "priceMonthly": null,
            "priceAnnualPerMonth": null,
            "currency": null,
            "promptsIncluded": null,
            "creditsIncluded": null,
            "enginesIncluded": [
              "chatgpt",
              "claude",
              "gemini",
              "googleAiMode",
              "googleAio",
              "grok",
              "copilot",
              "perplexity"
            ],
            "enginesSelectable": "yes",
            "maxEngines": 9,
            "runFrequency": "configurable",
            "brandsOrProjects": null,
            "seats": null,
            "countries": null,
            "languages": null,
            "addOns": [
              {
                "name": "Javascript Rendering (grid: 'Available', not included)",
                "price": null,
                "currency": null,
                "unit": "not published",
                "appliesTo": "other"
              },
              {
                "name": "Lighthouse Monitoring (grid: 'Available', not included)",
                "price": null,
                "currency": null,
                "unit": "not published",
                "appliesTo": "other"
              }
            ],
            "planSource": "https://www.conductor.com/pricing/"
          }
        ],
        "prov": {
          "sources": [
            {
              "url": "https://www.conductor.com/pricing/",
              "type": "pricing",
              "title": "Plans for enterprises at every stage of growth (cards + comparison grid)",
              "archive": "https://web.archive.org/web/20261003144123/https://www.conductor.com/pricing/"
            },
            {
              "url": "https://www.conductor.com/de/preise/",
              "type": "pricing",
              "title": "German pricing page (same plans, no prices)",
              "archive": "https://web.archive.org/web/20261003144147/https://www.conductor.com/de/preise/"
            },
            {
              "url": "https://www.conductor.com/docs/platform/pricing-for-conductors-products/",
              "type": "docs",
              "title": "Pricing for Conductor's Products",
              "archive": "https://web.archive.org/web/20261003144210/https://www.conductor.com/docs/platform/pricing-for-conductors-products/"
            },
            {
              "url": "https://www.conductor.com/docs/intelligence/ai-search-faqs/",
              "type": "docs",
              "title": "AI Search FAQs (AI Response Credits section)",
              "archive": "https://web.archive.org/web/20260922151711/https://www.conductor.com/docs/intelligence/ai-search-faqs/"
            },
            {
              "url": "https://www.conductor.com/docs/intelligence/ai-search-setup/",
              "type": "docs",
              "title": "AI Search Setup (scoping calculator, tracking settings)",
              "archive": "https://web.archive.org/web/20261003144527/https://www.conductor.com/docs/intelligence/ai-search-setup/"
            },
            {
              "url": "https://www.conductor.com/docs/platform/your-conductor-platform-subscription/",
              "type": "docs",
              "title": "Your Conductor Platform Subscription",
              "archive": "https://web.archive.org/web/20261003144550/https://www.conductor.com/docs/platform/your-conductor-platform-subscription/"
            },
            {
              "url": "https://www.conductor.com/free-trial/start/",
              "type": "other",
              "title": "Trial form",
              "archive": "https://web.archive.org/web/20261003144649/https://www.conductor.com/free-trial/start/"
            },
            {
              "url": "https://www.conductor.com/free-tools/ai-visibility/",
              "type": "other",
              "title": "Free AI Visibility Report",
              "archive": "https://web.archive.org/web/20261003144757/https://www.conductor.com/free-tools/ai-visibility/"
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "billingOptions": "not published: no billing cadence on /pricing/ or /de/preise/; allowances are stated '/ Year' and the docs' credit calculator mentions 'Contract year ends' and a 'Suggested annual contract', which points to annual contracts but states no billing terms",
            "annualDiscountNote": "not published",
            "Essentials.priceMonthly": "contact sales: no price published; 'Try for Free' 3-week trial",
            "Essentials.priceAnnualPerMonth": "contact sales",
            "Essentials.promptsIncluded": "not applicable: credit model (2,500 AI Search Credits / yr); prompt count depends on engines, locations and frequency",
            "Essentials.creditsIncluded": "not published: no monthly allowance; the grid shows an ANNUAL allowance, 'AI Search Credits 2,500 / yr' (the Essentials card lists none); credits per answer vary 0.10-2.00 by engine",
            "Growth.creditsIncluded": "not published: no monthly allowance; the card shows an ANNUAL allowance, '2,500 AI Search Credits / Year' (grid '2,500 / yr'); credits per answer vary 0.10-2.00 by engine",
            "Essentials.brandsOrProjects": "not published",
            "Essentials.seats": "not published: pricing page says 'Pricing built around the value you get, not the seats you buy'",
            "Essentials.countries": "not published: no per-plan cap; 'over 160 countries' supported, each location multiplies credit use",
            "Essentials.languages": "not published",
            "Growth.priceMonthly": "contact sales: CTA 'Request a Demo'",
            "Growth.priceAnnualPerMonth": "contact sales",
            "Growth.promptsIncluded": "not applicable: credit model (2,500 AI Search Credits / yr)",
            "Growth.brandsOrProjects": "not published",
            "Growth.seats": "not published",
            "Growth.countries": "not published",
            "Growth.languages": "not published",
            "Enterprise.priceMonthly": "contact sales",
            "Enterprise.priceAnnualPerMonth": "contact sales",
            "Enterprise.promptsIncluded": "contact sales",
            "Enterprise.creditsIncluded": "contact sales: card says '2,500+ AI Search Credits / Year', grid says 'Custom'",
            "Enterprise.brandsOrProjects": "contact sales",
            "Enterprise.seats": "contact sales",
            "Enterprise.countries": "contact sales",
            "Enterprise.languages": "contact sales",
            "Enterprise.overage": "not published"
          },
          "couldNotVerify": [
            "Any list price for Essentials, Growth or Enterprise (no amounts on the EN or DE pricing pages)",
            "Price of extra AI Response Credits, and whether credits can be topped up mid-contract",
            "Billing cadence and contract term: '/ Year' allowances and the calculator's 'Contract year ends' / 'Suggested annual contract' point to annual contracts, but no page states billing terms or a monthly option",
            "Whether Essentials really includes 2,500 AI Search Credits (the grid says so; the Essentials card omits AI credits)",
            "Brand/project, seat, country and language caps per plan",
            "Prices of the 'Available' add-ons (Data API, Log File Analysis incl. AI Crawler, JavaScript Rendering, Lighthouse)",
            "Whether the AgentStack 'data-only options' will let buyers get AI visibility data without a platform plan"
          ]
        }
      },
      "engines": {
        "status": {
          "chatgpt": {
            "status": "included",
            "surface": "api",
            "minPlan": "Essentials"
          },
          "googleAio": {
            "status": "included",
            "surface": "unknown",
            "minPlan": "Essentials"
          },
          "googleAiMode": {
            "status": "included",
            "surface": "unknown",
            "minPlan": "Essentials"
          },
          "gemini": {
            "status": "included",
            "surface": "api",
            "minPlan": "Essentials"
          },
          "perplexity": {
            "status": "included",
            "surface": "api",
            "minPlan": "Essentials"
          },
          "claude": {
            "status": "included",
            "surface": "api",
            "minPlan": "Essentials"
          },
          "copilot": {
            "status": "included",
            "surface": "api",
            "minPlan": "Essentials"
          },
          "grok": {
            "status": "included",
            "surface": "api",
            "minPlan": "Essentials"
          },
          "deepseek": {
            "status": "no",
            "surface": "unknown",
            "minPlan": null
          },
          "metaAi": {
            "status": "no",
            "surface": "unknown",
            "minPlan": null
          }
        },
        "other": [],
        "settings": {
          "country": "yes",
          "language": "yes",
          "persona": "yes"
        },
        "prov": {
          "sources": [
            {
              "url": "https://www.conductor.com/docs/intelligence/ai-search-faqs/",
              "type": "docs",
              "title": "AI Search FAQs (supported engines, locations and languages, credits)",
              "archive": "https://web.archive.org/web/20260922151711/https://www.conductor.com/docs/intelligence/ai-search-faqs/"
            },
            {
              "url": "https://www.conductor.com/docs/intelligence/ai-search-setup/",
              "type": "docs",
              "title": "AI Search Setup (select engines, location & language, frequency)",
              "archive": "https://web.archive.org/web/20261003144527/https://www.conductor.com/docs/intelligence/ai-search-setup/"
            },
            {
              "url": "https://www.conductor.com/docs/intelligence/ai-search-performance/",
              "type": "docs",
              "title": "AI Search Performance (engines, personas, search mode)",
              "archive": "https://web.archive.org/web/20261003145144/https://www.conductor.com/docs/intelligence/ai-search-performance/"
            },
            {
              "url": "https://www.conductor.com/docs/platform/supported-search-engines-in-conductor-faqs/",
              "type": "docs",
              "title": "Supported Search Engines in Conductor FAQs",
              "archive": "https://web.archive.org/web/20261003145215/https://www.conductor.com/docs/platform/supported-search-engines-in-conductor-faqs/"
            },
            {
              "url": "https://www.conductor.com/platform/features/ai-search-performance/ai-engine-llm-coverage/",
              "type": "other",
              "title": "AI Search Engine & LLM Coverage",
              "archive": "https://web.archive.org/web/20261003145239/https://www.conductor.com/platform/features/ai-search-performance/ai-engine-llm-coverage/"
            },
            {
              "url": "https://www.conductor.com/pricing/",
              "type": "pricing",
              "title": "Pricing grid (AI Search Credits row)",
              "archive": "https://web.archive.org/web/20261003144123/https://www.conductor.com/pricing/"
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "vendor claim",
          "naReasons": {},
          "couldNotVerify": [
            "Per-engine collection surface: the 'api' surfaces are the vendor's general claim; Google AIO / AI Mode are 'unknown'; the 'ChatGPT (Crawl)' variant is unexplained",
            "Whether any engine is restricted on Essentials or Growth (no per-plan engine table is published)",
            "Which ChatGPT/Gemini model versions are queried"
          ]
        }
      },
      "method": {
        "value": "api",
        "quote": "We use official APIs provided by the AI search engines we support to get the content from responses, which provides more accurate, scalable, and richer data (like location-specific results).",
        "detail": "The vendor says it collects AI answers through official LLM/engine APIs, not UI scraping. It argues against scraping in an Academy article and in product FAQs ('official API-first approach for data collection wherever possible'). The 'where available' hedges and a 'ChatGPT (Crawl)' label in the docs mean the per-engine method is not fully disclosed.",
        "prov": {
          "sources": [
            {
              "url": "https://www.conductor.com/docs/intelligence/ai-search-faqs/",
              "type": "docs",
              "title": "AI Search FAQs: How does Conductor get data about AI search engine results?",
              "archive": "https://web.archive.org/web/20260922151711/https://www.conductor.com/docs/intelligence/ai-search-faqs/"
            },
            {
              "url": "https://www.conductor.com/platform/intelligence/",
              "type": "other",
              "title": "Conductor Intelligence FAQ: How does Conductor get its AI data?",
              "archive": "https://web.archive.org/web/20261003144822/https://www.conductor.com/platform/intelligence/"
            },
            {
              "url": "https://www.conductor.com/platform/agentstack/",
              "type": "other",
              "title": "AgentStack FAQ",
              "archive": "https://web.archive.org/web/20261003144844/https://www.conductor.com/platform/agentstack/"
            },
            {
              "url": "https://www.conductor.com/academy/scraping-vs-api/",
              "type": "blog",
              "title": "Scraping vs. API: How to Track Brand Visibility in AI Search (updated 2026-01-12)",
              "archive": "https://web.archive.org/web/20261003145011/https://www.conductor.com/academy/scraping-vs-api/"
            },
            {
              "url": "https://www.conductor.com/lp/enterprise-ai-visibility-optimization/",
              "type": "other",
              "title": "Enterprise AI visibility landing page ('API-first')",
              "archive": "https://web.archive.org/web/20261003145038/https://www.conductor.com/lp/enterprise-ai-visibility-optimization/"
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {},
          "couldNotVerify": [
            "Which engines, if any, are collected without an official API (the vendor says 'where available')",
            "What the 'ChatGPT (Crawl)' variant is and how it is collected",
            "How Google AI Overviews and AI Mode answers are obtained via 'official APIs'"
          ]
        }
      },
      "metrics": {
        "mentions": "yes",
        "citationsWithUrls": "yes",
        "shareOfVoice": "yes",
        "positionProminence": "n/a",
        "sentiment": "yes",
        "accuracyHallucination": "n/a",
        "promptDiscoveryOrVolume": "yes",
        "crawlerLogAnalytics": "yes",
        "aiReferralAttribution": "yes",
        "prov": {
          "sources": [
            {
              "url": "https://www.conductor.com/docs/intelligence/ai-search-performance/",
              "type": "docs",
              "title": "AI Search Performance",
              "archive": "https://web.archive.org/web/20261003145144/https://www.conductor.com/docs/intelligence/ai-search-performance/"
            },
            {
              "url": "https://www.conductor.com/docs/intelligence/ai-search-faqs/",
              "type": "docs",
              "title": "AI Search FAQs",
              "archive": "https://web.archive.org/web/20260922151711/https://www.conductor.com/docs/intelligence/ai-search-faqs/"
            },
            {
              "url": "https://www.conductor.com/docs/api/data-api/endpoints/ai_search_citations/",
              "type": "docs",
              "title": "Data API: AI Search - Citations",
              "archive": null
            },
            {
              "url": "https://www.conductor.com/docs/monitoring/log-file-analysis/",
              "type": "docs",
              "title": "Log File Analysis",
              "archive": null
            },
            {
              "url": "https://www.conductor.com/platform/features/ai-search-performance/ai-traffic-conversion-insights/",
              "type": "other",
              "title": "Track AI Traffic, Engagement, and Conversions",
              "archive": null
            },
            {
              "url": "https://www.conductor.com/pricing/",
              "type": "pricing",
              "title": "Pricing grid (Log File Analysis incl. AI Crawler)",
              "archive": "https://web.archive.org/web/20261003144123/https://www.conductor.com/pricing/"
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "positionProminence": "not published: no in-answer rank/position metric documented; '% Prompts with Mentions' is described as 'reflecting brand prominence' but is a coverage rate",
            "accuracyHallucination": "not published"
          },
          "couldNotVerify": [
            "Whether any position/order-of-mention metric exists in the app",
            "Any accuracy or misinformation flagging for brand facts"
          ]
        }
      },
      "actionLayer": {
        "recommendations": "yes",
        "contentGeneration": "yes",
        "technicalAudits": "yes",
        "citationOutreach": "n/a",
        "prov": {
          "sources": [
            {
              "url": "https://www.conductor.com/docs/intelligence/recommendations/",
              "type": "docs",
              "title": "Recommendations",
              "archive": null
            },
            {
              "url": "https://www.conductor.com/platform/features/ai-search-performance/aeo-recommendations/",
              "type": "other",
              "title": "AI-Driven AEO Recommendations",
              "archive": null
            },
            {
              "url": "https://www.conductor.com/pricing/",
              "type": "pricing",
              "title": "Pricing grid (Writing Assistant drafts)",
              "archive": "https://web.archive.org/web/20261003144123/https://www.conductor.com/pricing/"
            },
            {
              "url": "https://www.conductor.com/docs/monitoring/issues/",
              "type": "docs",
              "title": "Issues (Conductor Monitoring)",
              "archive": null
            },
            {
              "url": "https://www.conductor.com/blog/conductor-noble-partnership/",
              "type": "blog",
              "title": "Conductor x Noble Partnership (2026-04-06)",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "citationOutreach": "not published: no native outreach; third-party placement is offered through partner Noble (separate vendor)"
          },
          "couldNotVerify": [
            "Whether Recommendations (Alpha/Beta) are available on all plans",
            "Whether Monitoring checks llms.txt"
          ]
        }
      },
      "dataAccess": {
        "api": "yes",
        "csvExport": "n/a",
        "lookerStudio": "n/a",
        "warehouseOrBigQuery": "n/a",
        "slack": "n/a",
        "emailAlerts": "n/a",
        "mcp": "yes",
        "prov": {
          "sources": [
            {
              "url": "https://www.conductor.com/docs/api/data-api/endpoints/ai_search_brands/",
              "type": "docs",
              "title": "Data API: AI Search - Brands",
              "archive": null
            },
            {
              "url": "https://www.conductor.com/docs/api/data-api/endpoints/ai_search_response/",
              "type": "docs",
              "title": "Data API: AI Search - Response",
              "archive": null
            },
            {
              "url": "https://www.conductor.com/docs/api/config-api/endpoints/ai_search_config/",
              "type": "docs",
              "title": "Config API: AI Search",
              "archive": null
            },
            {
              "url": "https://www.conductor.com/docs/mcp/what-can-i-do-with-conductors-mcp/",
              "type": "docs",
              "title": "What can I do with Conductor's MCP?",
              "archive": null
            },
            {
              "url": "https://www.conductor.com/docs/intelligence/ai-search-performance/",
              "type": "docs",
              "title": "AI Search Performance (export)",
              "archive": "https://web.archive.org/web/20261003145144/https://www.conductor.com/docs/intelligence/ai-search-performance/"
            },
            {
              "url": "https://www.conductor.com/platform/agentstack/",
              "type": "other",
              "title": "Conductor AgentStack",
              "archive": "https://web.archive.org/web/20261003144844/https://www.conductor.com/platform/agentstack/"
            },
            {
              "url": "https://www.conductor.com/platform/features/llm-apps/",
              "type": "other",
              "title": "LLM Apps",
              "archive": null
            },
            {
              "url": "https://www.conductor.com/pricing/",
              "type": "pricing",
              "title": "Pricing grid (AgentStack rows)",
              "archive": "https://web.archive.org/web/20261003144123/https://www.conductor.com/pricing/"
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "csvExport": "not published: AI Search Performance documents only 'Download XLSX' (Microsoft Excel) and 'Download table & responses'; CSV is not mentioned",
            "lookerStudio": "not published: Looker Studio connector documented only for Conductor Monitoring data",
            "warehouseOrBigQuery": "not published: Data API for BI tools; no BigQuery/warehouse connector documented",
            "slack": "not published: Slack integration documented only for Conductor Monitoring alerts",
            "emailAlerts": "not published: no AI-search alerts documented; email alerts exist for Conductor Monitoring"
          },
          "couldNotVerify": [
            "Price of the Data API on Essentials/Growth (grid: 'Available')",
            "Whether any CSV export exists for AI search data (only XLSX is documented)",
            "Any alerting on AI visibility changes",
            "Whether MCP tool-call usage is capped per plan (the subscription page tracks 'MCP Tool Calls')"
          ]
        }
      },
      "businessFit": {
        "agencyMultiClient": "yes",
        "whiteLabel": "n/a",
        "sso": "yes",
        "soc2": "yes",
        "iso27001": "yes",
        "gdprStatement": "yes",
        "euDataResidency": "n/a",
        "uiLanguages": null,
        "prov": {
          "sources": [
            {
              "url": "https://www.conductor.com/security/",
              "type": "other",
              "title": "Security Center",
              "archive": null
            },
            {
              "url": "https://www.conductor.com/security/document/2517cf0b-1f54-498b-9d0b-8e331b58113e/",
              "type": "other",
              "title": "Security Center: Data Security / Data Residency",
              "archive": null
            },
            {
              "url": "https://www.conductor.com/security/document/306f419a-550b-454a-89b6-6e964a6ca816/",
              "type": "other",
              "title": "Security Center: Legal / Data Processing",
              "archive": null
            },
            {
              "url": "https://www.conductor.com/docs/platform/single-sign-on-sso-with-conductor-creator-and-intelligence/",
              "type": "docs",
              "title": "Single Sign On (SSO) with Conductor Creator and Intelligence",
              "archive": null
            },
            {
              "url": "https://www.conductor.com/docs/platform/accounts-overview/",
              "type": "docs",
              "title": "Accounts Overview",
              "archive": null
            },
            {
              "url": "https://www.conductor.com/partners/",
              "type": "other",
              "title": "Partner and Grow With Conductor",
              "archive": null
            },
            {
              "url": "https://www.conductor.com/pricing/",
              "type": "pricing",
              "title": "Pricing grid (Settings & Integrations)",
              "archive": "https://web.archive.org/web/20261003144123/https://www.conductor.com/pricing/"
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "whiteLabel": "not published",
            "euDataResidency": "not published: data stored on AWS (US only) and Leaseweb (US, EU, UK); no customer-selectable EU residency stated",
            "uiLanguages": "not published: marketing site offers English and German; app UI languages not documented"
          },
          "couldNotVerify": [
            "White-label / client-facing reports for agencies",
            "Whether EU customers can require EU-only storage for AI search data",
            "Application UI languages"
          ]
        }
      },
      "selection": {
        "roundups": 7,
        "probeAnswers": 13,
        "g2Reviews": 819,
        "g2Scope": "suite/parent listing",
        "presenceScore": 0.24,
        "passesGate": true,
        "shortlistedByRubric": true
      },
      "normalisation": {},
      "derived": {
        "segment": "enterprise",
        "entryPriceUsd": null,
        "entryPlan": null,
        "entryBasis": null,
        "plans": {
          "Essentials|monthly": {
            "usd": null,
            "checks": null,
            "costPer1kUsd": null
          },
          "Essentials|annual": {
            "usd": null,
            "checks": null,
            "costPer1kUsd": null
          },
          "Growth|monthly": {
            "usd": null,
            "checks": null,
            "costPer1kUsd": null
          },
          "Growth|annual": {
            "usd": null,
            "checks": null,
            "costPer1kUsd": null
          },
          "Enterprise|monthly": {
            "usd": null,
            "checks": null,
            "costPer1kUsd": null
          },
          "Enterprise|annual": {
            "usd": null,
            "checks": null,
            "costPer1kUsd": null
          }
        },
        "scenarios": {
          "S|monthly": {
            "status": "custom-quote",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "Sales-quoted plans only.",
            "detail": "no published plan covers it; a sales-quoted plan exists. No plan is published for monthly billing."
          },
          "S|annual": {
            "status": "custom-quote",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "Sales-quoted plans only.",
            "detail": "no published plan covers it; a sales-quoted plan exists. No plan is published for annual billing."
          },
          "M|monthly": {
            "status": "custom-quote",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "Sales-quoted plans only.",
            "detail": "no published plan covers it; a sales-quoted plan exists. No plan is published for monthly billing."
          },
          "M|annual": {
            "status": "custom-quote",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "Sales-quoted plans only.",
            "detail": "no published plan covers it; a sales-quoted plan exists. No plan is published for annual billing."
          },
          "L|monthly": {
            "status": "custom-quote",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "Sales-quoted plans only.",
            "detail": "no published plan covers it; a sales-quoted plan exists. No plan is published for monthly billing."
          },
          "L|annual": {
            "status": "custom-quote",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "Sales-quoted plans only.",
            "detail": "no published plan covers it; a sales-quoted plan exists. No plan is published for annual billing."
          }
        },
        "bestRate": null,
        "largestPlan": null
      },
      "flags": {
        "priceEstimate": false,
        "agencyRouteEligibilityUnconfirmed": false,
        "excludeFromAggregates": false,
        "note": null
      },
      "changesSince20260531": "Compared with the 2026-05-31 lead list ('Enterprise-only', '$27k–500k+/rok' from procurement data, engines 'ChatGPT, Perplexity, Gemini', official ChatGPT app): (1) the public pricing page now shows three tiers (Essentials 'For smaller teams', Growth, Enterprise) with no prices, a 'Try for Free' CTA and a 3-week no-card trial, so it is not purely enterprise-only/sales-only; the procurement price range cannot be verified on the vendor site. (2) Docs list 9 engine options: ChatGPT (Auto), ChatGPT (Search), Claude Sonnet, Gemini, Google AI Mode, Google AIO, Grok (Auto), Microsoft Copilot, Perplexity. (3) AI tracking is metered in AI Response Credits (2,500/yr on Essentials and Growth; 0.10–2.00 credits per answer by engine). (4) LLM Apps now cover ChatGPT, Claude and Copilot; MCP Server and LLM Apps are on all plans. (5) The '>$210M raised' figure could not be verified (vendor blog confirms the $150M 2021 round only)."
    },
    {
      "id": "evertune",
      "name": "Evertune",
      "shortName": "Evertune",
      "vendor": "Evertune, Inc. (evertune.ai)",
      "url": "https://www.evertune.ai/",
      "pricingUrl": "https://www.evertune.ai/pricing",
      "docsUrl": "https://docs.evertune.ai/en/",
      "category": "native",
      "parentProduct": null,
      "status": "live",
      "summary": "Evertune is a US-based AI visibility platform that samples each tracked prompt 100 times per model across 11 AI model surfaces (base models via API plus consumer apps with live search), with prompts drawn from its EverPanel consumer panel, and adds content generation, site audits, affiliate source activation and ChatGPT advertising. It is sold through demos to mid-market and enterprise brand marketing teams and agencies, with Pro listed at $800 per month and Enterprise priced on request.",
      "reviewed": false,
      "identity": {
        "hqCountry": "US",
        "ownership": "vc-backed",
        "funding": "$4M seed led by Eniac Ventures (2024-10-30, Business Insider); $15M Series A led by Felicis Ventures (2025-08-12, vendor press release); strategic investment of undisclosed size by impact.com (2025-12-16, vendor press release). Vendor states total raised '$20M' (company overview page, read 2026-10-03).",
        "fundingAsOf": "2026-10-03",
        "yearLaunched": 2024,
        "prov": {
          "sources": [
            {
              "url": "https://www.evertune.ai/about-us/company-overview",
              "type": "other",
              "title": "About Evertune — company overview",
              "archive": "https://web.archive.org/web/20261003145930/https://www.evertune.ai/about-us/company-overview"
            },
            {
              "url": "https://www.evertune.ai/about-us/our-team",
              "type": "other",
              "title": "Our Team",
              "archive": null
            },
            {
              "url": "https://www.evertune.ai/resources/insights-on-ai/evertune-raises-15-million-series-a-to-scale-its-ai-marketing-and-discovery-platform",
              "type": "press",
              "title": "Evertune Raises $15 Million Series A to Scale Its AI Marketing and Discovery Platform",
              "archive": "https://web.archive.org/web/20261003145738/https://www.evertune.ai/resources/insights-on-ai/evertune-raises-15-million-series-a-to-scale-its-ai-marketing-and-discovery-platform"
            },
            {
              "url": "https://www.evertune.ai/resources/insights-on-ai/impact-com-and-evertune-partnership-helps-brands-influence-ai-search-results-supported-by-strategic-impact-com-investment",
              "type": "press",
              "title": "impact.com and Evertune Partnership ... Supported by Strategic impact.com Investment",
              "archive": null
            },
            {
              "url": "https://www.businessinsider.com/pitch-deck-ai-ad-analytics-startup-evertune-4-million-seed-2024-10",
              "type": "press",
              "title": "Business Insider — Evertune pitch deck, $4 million seed (2024-10-30)",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "third-party",
          "naReasons": {},
          "couldNotVerify": [
            "Size of the impact.com strategic investment (not disclosed)",
            "Valuation (not published)"
          ]
        }
      },
      "pricing": {
        "model": "bundle",
        "promptUnit": "Platform Terms (self-serve purchases, 2026-09-03): “Prompt” means a discrete query submitted programmatically by the Platform on Customer’s behalf to a large language model or similar generative artificial intelligence system in connection with the production of a Report. The pricing card does not cite this definition.",
        "promptUnitPerEngine": "n/a",
        "promptUnitPerCountry": "n/a",
        "promptUnitPerRun": "n/a",
        "freePlan": {
          "available": "n/a",
          "limits": null
        },
        "freeTrial": {
          "available": "n/a",
          "days": null,
          "cardRequired": "n/a",
          "limits": null
        },
        "billingOptions": [],
        "annualDiscountNote": null,
        "plans": [
          {
            "name": "Pro",
            "contactSales": false,
            "priceMonthly": 800,
            "priceAnnualPerMonth": null,
            "currency": "USD",
            "promptsIncluded": 100000,
            "creditsIncluded": null,
            "enginesIncluded": [
              "chatgpt",
              "gemini",
              "googleAio",
              "googleAiMode",
              "perplexity",
              "claude",
              "copilot",
              "deepseek",
              "metaAi"
            ],
            "enginesSelectable": "n/a",
            "maxEngines": 9,
            "runFrequency": "configurable",
            "brandsOrProjects": null,
            "seats": null,
            "countries": null,
            "languages": null,
            "addOns": [],
            "planSource": "https://www.evertune.ai/pricing"
          },
          {
            "name": "Enterprise",
            "contactSales": true,
            "priceMonthly": null,
            "priceAnnualPerMonth": null,
            "currency": null,
            "promptsIncluded": null,
            "creditsIncluded": null,
            "enginesIncluded": [
              "chatgpt",
              "gemini",
              "googleAio",
              "googleAiMode",
              "perplexity",
              "claude",
              "copilot",
              "deepseek",
              "metaAi"
            ],
            "enginesSelectable": "n/a",
            "maxEngines": 9,
            "runFrequency": "configurable",
            "brandsOrProjects": null,
            "seats": null,
            "countries": null,
            "languages": null,
            "addOns": [],
            "planSource": "https://www.evertune.ai/pricing"
          }
        ],
        "prov": {
          "sources": [
            {
              "url": "https://www.evertune.ai/pricing",
              "type": "pricing",
              "title": "Pricing — Plans Built for AI Visibility | Evertune",
              "archive": "https://web.archive.org/web/20261003145302/https://www.evertune.ai/pricing"
            },
            {
              "url": "https://www.evertune.ai/legal/platform-terms-and-conditions",
              "type": "other",
              "title": "Evertune Platform Terms & Conditions (last updated 2026-09-03)",
              "archive": "https://web.archive.org/web/20261003145326/https://www.evertune.ai/legal/platform-terms-and-conditions"
            },
            {
              "url": "https://www.evertune.ai/resources/faq",
              "type": "docs",
              "title": "Evertune FAQs",
              "archive": "https://web.archive.org/web/20261003145351/https://www.evertune.ai/resources/faq"
            },
            {
              "url": "https://www.evertune.ai/resources/insights-on-ai/top-geo-platforms-track-prompts-in-different-languages-and-regions",
              "type": "blog",
              "title": "Top GEO Platforms Track Prompts In Different Languages and Regions (2025-12-16)",
              "archive": "https://web.archive.org/web/20261003145511/https://www.evertune.ai/resources/insights-on-ai/top-geo-platforms-track-prompts-in-different-languages-and-regions"
            },
            {
              "url": "https://www.evertune.ai/resources/insights-on-ai/how-ai-search-results-change-by-language-and-location",
              "type": "blog",
              "title": "How AI Search Results Change by Language and Location (2025-12-05)",
              "archive": "https://web.archive.org/web/20261003145627/https://www.evertune.ai/resources/insights-on-ai/how-ai-search-results-change-by-language-and-location"
            },
            {
              "url": "https://www.evertune.ai/resources/insights-on-ai/evertune-raises-15-million-series-a-to-scale-its-ai-marketing-and-discovery-platform",
              "type": "press",
              "title": "Evertune Raises $15 Million Series A (dateline 2025-08-12)",
              "archive": "https://web.archive.org/web/20261003145738/https://www.evertune.ai/resources/insights-on-ai/evertune-raises-15-million-series-a-to-scale-its-ai-marketing-and-discovery-platform"
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "promptUnitPerEngine": "not published: the Platform Terms count each programmatic query to a model as one Prompt, which implies per-model counting, but the pricing card does not say its '100,000 prompts tracked' uses that unit (and the Terms cover self-serve purchases only)",
            "promptUnitPerCountry": "not published: each country/language is a separate tracker per the 2025-12-16 blog; how trackers draw on the prompt allowance is not stated",
            "promptUnitPerRun": "not published: under the Platform Terms definition each submitted query is a Prompt (so repeat runs and the 100 samples per model would each count), but the pricing card does not say whether its allowance is counted this way or per period",
            "freePlan": "not published: pricing page lists only Pro and Enterprise; all CTAs are 'Request a demo'",
            "freeTrial": "not published: no trial mentioned anywhere on the public site; no signup path",
            "billingOptions": "not published: Pro shown as '$800 / month' with no billing-term toggle; the Platform Terms leave billing frequency and term (month-to-month or fixed) to the Order Page",
            "annualDiscountNote": "not published",
            "priceAnnualPerMonth": "not published",
            "enterprisePrice": "contact sales: Enterprise shown as 'Custom'",
            "brandsOrProjects": "not published",
            "seats": "not published",
            "countries": "contradictory sources: pricing says 'Global'; blogs say 140+ countries (2025-12-16) vs 120+ countries (2025-12-05)",
            "languages": "contradictory sources: pricing says 'Global'; blogs say 33 languages (2025-12-16, whose list names 34) vs 40+ languages (2025-12-05)",
            "overage": "not published: Platform Terms mention overages and additional prompt credits without rates"
          },
          "couldNotVerify": [
            "Whether the pricing card's '100,000 prompts' uses the Platform Terms 'Prompt' unit (one query to one model, so each of the 100 samples per model counts), and whether it is per month or per contract",
            "Whether a demo-led Pro purchase is governed by the self-serve Platform Terms or a negotiated agreement",
            "Whether Pro's $800/month requires an annual commitment or is month-to-month",
            "Number of brands/projects and seats on Pro and Enterprise",
            "Overage and extra prompt-credit prices",
            "Ads Manager fee (percentage of ChatGPT ad spend) and whether media spend is extra on Pro",
            "Whether Pro really includes all 11 models (the pricing page does not name them)",
            "Any free trial or pilot terms offered after a demo",
            "Enterprise price range"
          ]
        }
      },
      "engines": {
        "status": {
          "chatgpt": {
            "status": "included",
            "surface": "both",
            "minPlan": "Pro"
          },
          "googleAio": {
            "status": "included",
            "surface": "unknown",
            "minPlan": "Pro"
          },
          "googleAiMode": {
            "status": "included",
            "surface": "unknown",
            "minPlan": "Pro"
          },
          "gemini": {
            "status": "included",
            "surface": "both",
            "minPlan": "Pro"
          },
          "perplexity": {
            "status": "included",
            "surface": "ui",
            "minPlan": "Pro"
          },
          "claude": {
            "status": "included",
            "surface": "api",
            "minPlan": "Pro"
          },
          "copilot": {
            "status": "included",
            "surface": "ui",
            "minPlan": "Pro"
          },
          "grok": {
            "status": "no",
            "surface": "unknown",
            "minPlan": null
          },
          "deepseek": {
            "status": "included",
            "surface": "api",
            "minPlan": "Pro"
          },
          "metaAi": {
            "status": "included",
            "surface": "api",
            "minPlan": "Pro"
          }
        },
        "other": [],
        "settings": {
          "country": "yes",
          "language": "yes",
          "persona": "n/a"
        },
        "prov": {
          "sources": [
            {
              "url": "https://www.evertune.ai/resources/faq",
              "type": "docs",
              "title": "Evertune FAQs — 'Which LLMs and AI search engines does Evertune monitor?'",
              "archive": "https://web.archive.org/web/20261003145351/https://www.evertune.ai/resources/faq"
            },
            {
              "url": "https://docs.evertune.ai/en/articles/12451590-ai-models-available",
              "type": "docs",
              "title": "AI Models Available (help center, 2026-05-13)",
              "archive": "https://web.archive.org/web/20261003145842/https://docs.evertune.ai/en/articles/12451590-ai-models-available"
            },
            {
              "url": "https://www.evertune.ai/pricing",
              "type": "pricing",
              "title": "Pricing",
              "archive": "https://web.archive.org/web/20261003145302/https://www.evertune.ai/pricing"
            },
            {
              "url": "https://www.evertune.ai/about-us/company-overview",
              "type": "other",
              "title": "Company overview",
              "archive": "https://web.archive.org/web/20261003145930/https://www.evertune.ai/about-us/company-overview"
            },
            {
              "url": "https://www.evertune.ai/resources/insights-on-ai/top-geo-platforms-track-prompts-in-different-languages-and-regions",
              "type": "blog",
              "title": "Top GEO Platforms Track Prompts In Different Languages and Regions (2025-12-16)",
              "archive": "https://web.archive.org/web/20261003145511/https://www.evertune.ai/resources/insights-on-ai/top-geo-platforms-track-prompts-in-different-languages-and-regions"
            },
            {
              "url": "https://www.evertune.ai/resources/insights-on-ai/evertune-raises-15-million-series-a-to-scale-its-ai-marketing-and-discovery-platform",
              "type": "press",
              "title": "Evertune Raises $15 Million Series A (dateline 2025-08-12)",
              "archive": "https://web.archive.org/web/20261003145738/https://www.evertune.ai/resources/insights-on-ai/evertune-raises-15-million-series-a-to-scale-its-ai-marketing-and-discovery-platform"
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "persona": "not published"
          },
          "couldNotVerify": [
            "How Google AI Overviews and AI Mode answers are collected (SERP rendering vs other)",
            "Whether country/language targeting applies to consumer-app surfaces via geo-located sessions or only through prompt wording",
            "Whether the Pro plan lets the buyer choose which of the 11 models run"
          ]
        }
      },
      "method": {
        "value": "mixed",
        "quote": "We are the only GEO platform that can isolate between base model knowledge and search enhanced knowledge by tracking responses through the model's API and its consumer app.",
        "detail": "Answers come from two channels: direct paid model-maker API calls for foundational (base-model) knowledge (ChatGPT, Gemini, Claude, Meta/Llama, DeepSeek) and the consumer apps with live search (ChatGPT Search, Gemini Search, Perplexity, Copilot, plus Google AI Overviews and AI Mode), with each prompt sampled 100 times per model. The EverPanel consumer panel (vendor: 150M+ real conversations) is used to choose prompts and estimate prompt volumes, not to collect brand answers.",
        "prov": {
          "sources": [
            {
              "url": "https://docs.evertune.ai/en/articles/12451590-ai-models-available",
              "type": "docs",
              "title": "AI Models Available — Our Methodology",
              "archive": "https://web.archive.org/web/20261003145842/https://docs.evertune.ai/en/articles/12451590-ai-models-available"
            },
            {
              "url": "https://www.evertune.ai/platform/methodology",
              "type": "docs",
              "title": "How to measure AI models for brand visibility (Methodology)",
              "archive": "https://web.archive.org/web/20261003145906/https://www.evertune.ai/platform/methodology"
            },
            {
              "url": "https://www.evertune.ai/about-us/company-overview",
              "type": "other",
              "title": "Company overview — Proprietary methodologies and data sources",
              "archive": "https://web.archive.org/web/20261003145930/https://www.evertune.ai/about-us/company-overview"
            },
            {
              "url": "https://docs.evertune.ai/en/articles/16558380-what-makes-evertune-different",
              "type": "docs",
              "title": "What makes Evertune different? (2026-08-21)",
              "archive": "https://web.archive.org/web/20261003145954/https://docs.evertune.ai/en/articles/16558380-what-makes-evertune-different"
            },
            {
              "url": "https://www.evertune.ai/resources/faq",
              "type": "docs",
              "title": "Evertune FAQs",
              "archive": "https://web.archive.org/web/20261003145351/https://www.evertune.ai/resources/faq"
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {},
          "couldNotVerify": [
            "How consumer-app answers are obtained technically (browser rendering, logged-out sessions, or a vendor API such as a search-enabled endpoint)",
            "EverPanel sourcing (vendor says it is GDPR-compliant and licenses no PII; the panel provider is not named)"
          ]
        }
      },
      "metrics": {
        "mentions": "yes",
        "citationsWithUrls": "yes",
        "shareOfVoice": "yes",
        "positionProminence": "yes",
        "sentiment": "yes",
        "accuracyHallucination": "n/a",
        "promptDiscoveryOrVolume": "yes",
        "crawlerLogAnalytics": "yes",
        "aiReferralAttribution": "n/a",
        "prov": {
          "sources": [
            {
              "url": "https://docs.evertune.ai/en/articles/12271101-evertune-metrics",
              "type": "docs",
              "title": "Evertune Metrics (2026-07-16)",
              "archive": null
            },
            {
              "url": "https://docs.evertune.ai/en/articles/12278648-glossary-of-terms",
              "type": "docs",
              "title": "Glossary of Terms (2026-06-17)",
              "archive": null
            },
            {
              "url": "https://www.evertune.ai/resources/faq",
              "type": "docs",
              "title": "Evertune FAQs",
              "archive": "https://web.archive.org/web/20261003145351/https://www.evertune.ai/resources/faq"
            },
            {
              "url": "https://www.evertune.ai/platform/explore",
              "type": "other",
              "title": "Explore (AI Usage, Prompt Volumes, Prompt Research)",
              "archive": null
            },
            {
              "url": "https://www.evertune.ai/platform/content-analytics",
              "type": "other",
              "title": "Content Analytics",
              "archive": null
            },
            {
              "url": "https://www.evertune.ai/pricing",
              "type": "pricing",
              "title": "Pricing",
              "archive": "https://web.archive.org/web/20261003145302/https://www.evertune.ai/pricing"
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "accuracyHallucination": "not published: no accuracy or hallucination flag is documented; the FAQ suggests manually fact-checking AI-quoted prices from Shopping Intelligence",
            "aiReferralAttribution": "not published: no AI referral-traffic tracking is documented; the AI Usage report is panel-based audience sizing ('see beyond referral traffic')"
          },
          "couldNotVerify": [
            "Whether Bot Analytics is available below Enterprise (pricing lists it only under Enterprise; the FAQ does not restrict it)",
            "Whether misinformation about a brand is flagged automatically"
          ]
        }
      },
      "actionLayer": {
        "recommendations": "yes",
        "contentGeneration": "yes",
        "technicalAudits": "yes",
        "citationOutreach": "yes",
        "prov": {
          "sources": [
            {
              "url": "https://www.evertune.ai/platform/act",
              "type": "other",
              "title": "Act — Turn AI insights into action",
              "archive": null
            },
            {
              "url": "https://www.evertune.ai/platform/site-audit",
              "type": "other",
              "title": "Site Audit",
              "archive": null
            },
            {
              "url": "https://www.evertune.ai/platform/content-studio",
              "type": "other",
              "title": "Content Studio",
              "archive": null
            },
            {
              "url": "https://docs.evertune.ai/en/articles/16558380-what-makes-evertune-different",
              "type": "docs",
              "title": "What makes Evertune different?",
              "archive": "https://web.archive.org/web/20261003145954/https://docs.evertune.ai/en/articles/16558380-what-makes-evertune-different"
            },
            {
              "url": "https://www.evertune.ai/resources/faq",
              "type": "docs",
              "title": "Evertune FAQs",
              "archive": "https://web.archive.org/web/20261003145351/https://www.evertune.ai/resources/faq"
            },
            {
              "url": "https://www.evertune.ai/pricing",
              "type": "pricing",
              "title": "Pricing",
              "archive": "https://web.archive.org/web/20261003145302/https://www.evertune.ai/pricing"
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {},
          "couldNotVerify": [
            "Whether Site Audit is available on Pro (pricing lists 'AI website optimization' only under Enterprise)",
            "Whether Site Audit checks llms.txt"
          ]
        }
      },
      "dataAccess": {
        "api": "n/a",
        "csvExport": "n/a",
        "lookerStudio": "n/a",
        "warehouseOrBigQuery": "n/a",
        "slack": "n/a",
        "emailAlerts": "n/a",
        "mcp": "n/a",
        "prov": {
          "sources": [
            {
              "url": "https://docs.evertune.ai/en/",
              "type": "docs",
              "title": "Evertune Help Center",
              "archive": null
            },
            {
              "url": "https://docs.evertune.ai/en/articles/13549786-site-audit-data-export-schema",
              "type": "docs",
              "title": "Site Audit Data Export Schema (requires sign-in)",
              "archive": null
            },
            {
              "url": "https://www.evertune.ai/legal/platform-terms-and-conditions",
              "type": "other",
              "title": "Platform Terms & Conditions",
              "archive": "https://web.archive.org/web/20261003145326/https://www.evertune.ai/legal/platform-terms-and-conditions"
            },
            {
              "url": "https://www.evertune.ai/resources/insights-on-ai/impact-com-and-evertune-partnership-helps-brands-influence-ai-search-results-supported-by-strategic-impact-com-investment",
              "type": "press",
              "title": "impact.com partnership",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "api": "not published",
            "csvExport": "behind login: the 'Site Audit Data Export Schema' help article requires sign-in; no public mention of CSV export for visibility data",
            "lookerStudio": "not published",
            "warehouseOrBigQuery": "not published",
            "slack": "not published",
            "emailAlerts": "not published: Platform Terms only say reports may be delivered by email; no alerting documented",
            "mcp": "not published"
          },
          "couldNotVerify": [
            "Customer data API or bulk export of visibility metrics",
            "CSV/Excel export of reports",
            "BI connectors (Looker Studio, BigQuery, Snowflake)",
            "Slack or email alerting on visibility changes"
          ]
        }
      },
      "businessFit": {
        "agencyMultiClient": "n/a",
        "whiteLabel": "n/a",
        "sso": "yes",
        "soc2": "n/a",
        "iso27001": "n/a",
        "gdprStatement": "yes",
        "euDataResidency": "n/a",
        "uiLanguages": null,
        "prov": {
          "sources": [
            {
              "url": "https://www.evertune.ai/pricing",
              "type": "pricing",
              "title": "Pricing (Enterprise: 'SSO integration')",
              "archive": "https://web.archive.org/web/20261003145302/https://www.evertune.ai/pricing"
            },
            {
              "url": "https://www.evertune.ai/resources/insights-on-ai/how-one-of-the-big-six-global-holding-companies-built-a-market-leading-geo-practice-on-evertune",
              "type": "blog",
              "title": "How One of the Big Six Global Holding Companies Built a Market-Leading GEO Practice on Evertune (2026-08-10)",
              "archive": null
            },
            {
              "url": "https://docs.evertune.ai/en/articles/12278648-glossary-of-terms",
              "type": "docs",
              "title": "Glossary of Terms — EverPanel",
              "archive": null
            },
            {
              "url": "https://www.evertune.ai/legal/privacy-policy",
              "type": "other",
              "title": "Privacy Policy (last updated 2026-08-10)",
              "archive": null
            },
            {
              "url": "https://www.evertune.ai/legal/platform-terms-and-conditions",
              "type": "other",
              "title": "Platform Terms & Conditions (last updated 2026-09-03)",
              "archive": "https://web.archive.org/web/20261003145326/https://www.evertune.ai/legal/platform-terms-and-conditions"
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "agencyMultiClient": "not published: agency customers exist (vendor case study of a big-six holding-company agency, 2026-08-10) but no multi-client workspace, agency plan or client access is documented",
            "whiteLabel": "not published",
            "soc2": "not published",
            "iso27001": "not published",
            "euDataResidency": "not published",
            "uiLanguages": "not published"
          },
          "couldNotVerify": [
            "Security certifications (SOC 2, ISO 27001) and a DPA for EU customers",
            "Where customer data is hosted (EU residency option)",
            "Multi-client workspace or agency pricing; white-label reports",
            "UI languages (only English pages seen)"
          ]
        }
      },
      "selection": {
        "roundups": 4,
        "probeAnswers": 9,
        "g2Reviews": 0,
        "g2Scope": "product listing",
        "presenceScore": 0.098,
        "passesGate": true,
        "shortlistedByRubric": false
      },
      "normalisation": {
        "scenario": {
          "S": {
            "status": "custom-quote",
            "reason": "Pro ('$800 / month', '100,000 prompts tracked across 11 AI models', evidence/evertune/fix-pricing.txt) defines neither its prompt unit nor its period. Read as unique prompts, 50 would fit. But the Platform Terms define a Prompt as 'a discrete query submitted programmatically by the Platform on Customer’s behalf to a large language model' (fix-platform-terms.txt, self-serve purchases only), and Evertune 'samples every prompt 100 times per model' (fix-faq.txt). Read that way, 50 prompts weekly need 65,250 queries a month on 3 models or 239,250 on all 11. Whether Pro lets the buyer limit the models is not stated. Coverage is not established; Enterprise is 'Custom'."
          },
          "M": {
            "status": "custom-quote",
            "reason": "Pro ('$800 / month', '100,000 prompts tracked across 11 AI models', evidence/evertune/fix-pricing.txt) defines neither its prompt unit nor its period. The Platform Terms count a Prompt as 'a discrete query submitted programmatically by the Platform on Customer’s behalf to a large language model' (fix-platform-terms.txt, self-serve purchases only). Evertune 'samples every prompt 100 times per model' (fix-faq.txt), and the Series A release says it 'prompts more than 100,000 questions to AI models per brand' (fix-news-series-a.txt). Read that way, 150 prompts × 5 models × 100 samples daily is about 2.28M queries a month, against 100,000. Read as unique prompts, it would fit. Coverage is not established; Enterprise is 'Custom'."
          }
        }
      },
      "derived": {
        "segment": "enterprise",
        "entryPriceUsd": 800,
        "entryPlan": "Pro",
        "entryBasis": null,
        "plans": {
          "Pro|monthly": {
            "usd": 800,
            "checks": null,
            "costPer1kUsd": null
          },
          "Enterprise|monthly": {
            "usd": null,
            "checks": null,
            "costPer1kUsd": null
          },
          "Enterprise|annual": {
            "usd": null,
            "checks": null,
            "costPer1kUsd": null
          }
        },
        "scenarios": {
          "S|monthly": {
            "status": "custom-quote",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "The $800 Pro plan defines neither its prompt unit nor its period, so it cannot be priced for this setup without a quote.",
            "detail": "override: Pro ('$800 / month', '100,000 prompts tracked across 11 AI models', evidence/evertune/fix-pricing.txt) defines neither its prompt unit nor its period. Read as unique prompts, 50 would fit. But the Platform Terms define a Prompt as 'a discrete query submitted programmatically by the Platform on Customer’s behalf to a large language model' (fix-platform-terms.txt, self-serve purchases only), and Evertune 'samples every prompt 100 times per model' (fix-faq.txt). Read that way, 50 prompts weekly need 65,250 queries a month on 3 models or 239,250 on all 11. Whether Pro lets the buyer limit the models is not stated. Coverage is not established; Enterprise is 'Custom'."
          },
          "S|annual": {
            "status": "custom-quote",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "The $800 Pro plan defines neither its prompt unit nor its period, so it cannot be priced for this setup without a quote.",
            "detail": "override: Pro ('$800 / month', '100,000 prompts tracked across 11 AI models', evidence/evertune/fix-pricing.txt) defines neither its prompt unit nor its period. Read as unique prompts, 50 would fit. But the Platform Terms define a Prompt as 'a discrete query submitted programmatically by the Platform on Customer’s behalf to a large language model' (fix-platform-terms.txt, self-serve purchases only), and Evertune 'samples every prompt 100 times per model' (fix-faq.txt). Read that way, 50 prompts weekly need 65,250 queries a month on 3 models or 239,250 on all 11. Whether Pro lets the buyer limit the models is not stated. Coverage is not established; Enterprise is 'Custom'."
          },
          "M|monthly": {
            "status": "custom-quote",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "The $800 Pro plan defines neither its prompt unit nor its period, so it cannot be priced for this setup without a quote.",
            "detail": "override: Pro ('$800 / month', '100,000 prompts tracked across 11 AI models', evidence/evertune/fix-pricing.txt) defines neither its prompt unit nor its period. The Platform Terms count a Prompt as 'a discrete query submitted programmatically by the Platform on Customer’s behalf to a large language model' (fix-platform-terms.txt, self-serve purchases only). Evertune 'samples every prompt 100 times per model' (fix-faq.txt), and the Series A release says it 'prompts more than 100,000 questions to AI models per brand' (fix-news-series-a.txt). Read that way, 150 prompts × 5 models × 100 samples daily is about 2.28M queries a month, against 100,000. Read as unique prompts, it would fit. Coverage is not established; Enterprise is 'Custom'."
          },
          "M|annual": {
            "status": "custom-quote",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "The $800 Pro plan defines neither its prompt unit nor its period, so it cannot be priced for this setup without a quote.",
            "detail": "override: Pro ('$800 / month', '100,000 prompts tracked across 11 AI models', evidence/evertune/fix-pricing.txt) defines neither its prompt unit nor its period. The Platform Terms count a Prompt as 'a discrete query submitted programmatically by the Platform on Customer’s behalf to a large language model' (fix-platform-terms.txt, self-serve purchases only). Evertune 'samples every prompt 100 times per model' (fix-faq.txt), and the Series A release says it 'prompts more than 100,000 questions to AI models per brand' (fix-news-series-a.txt). Read that way, 150 prompts × 5 models × 100 samples daily is about 2.28M queries a month, against 100,000. Read as unique prompts, it would fit. Coverage is not established; Enterprise is 'Custom'."
          },
          "L|monthly": {
            "status": "not-supported",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "The vendor does not support Grok.",
            "detail": "engine(s) not supported: grok"
          },
          "L|annual": {
            "status": "not-supported",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "The vendor does not support Grok.",
            "detail": "engine(s) not supported: grok"
          }
        },
        "bestRate": null,
        "largestPlan": {
          "plan": "Pro",
          "usd": 800,
          "native": 800,
          "currency": "USD",
          "prompts": 100000,
          "checks": null,
          "runFrequency": "configurable"
        }
      },
      "flags": {
        "priceEstimate": false,
        "agencyRouteEligibilityUnconfirmed": false,
        "excludeFromAggregates": false,
        "note": null
      },
      "changesSince20260531": "Verified 2026-10-03 vs the 2026-05-31 lead list: (1) pricing is now partly published — Pro '$800 / month' (100,000 prompts, 11 AI models, 25 articles/month) plus Enterprise 'Custom' — whereas the lead list had an enterprise floor of ~$3,000/month; still demo-led with no self-serve signup or trial. (2) The vendor now states total funding of $20M (lead list: ~$19M). (3) EverPanel is now described as 150M+ real user prompts/conversations; the '25M US internet users' panel figure in the lead list was not found on any page read today. (4) New since 2026-05-31 on the vendor site: Visibility Boost / ChatGPT Ads Manager (2026-05-20), AI Retargeting (2026-08-10, beta), Google Cloud Marketplace availability (2026-09-17), Forrester AEO landscape notable vendor (2026-09-17). Engine set (ChatGPT, Gemini, Perplexity, Claude, Meta AI, DeepSeek, Copilot, AI Overviews, AI Mode) and Polish among the '33 languages' (2025-12-16 blog, whose own list names 34) match the lead list; no rebrand or acquisition. Lead-list figures are quoted only for comparison and were not re-verified against a public source; every current value above was read on the vendor site on 2026-10-03."
    },
    {
      "id": "frase",
      "name": "Frase AI Visibility (AI search tracking module of Frase)",
      "shortName": "Frase AI Visibility",
      "vendor": "Frase, Inc. (wholly owned by Copysmith AI, Inc.)",
      "url": "https://www.frase.io/features/ai-visibility",
      "pricingUrl": "https://www.frase.io/pricing",
      "docsUrl": "https://docs.frase.io/core-workflows/ai-visibility-and-geo",
      "category": "suite-module",
      "parentProduct": "Frase",
      "status": "live",
      "summary": "Frase AI Visibility is the AI-search tracking module of Frase, a content platform. It tracks brand mentions, cited URLs, share of voice and sentiment on daily prompts across ChatGPT and Google AI, with Perplexity, Claude and Gemini on higher tiers. It suits content and SEO teams and agencies that want AI-visibility monitoring bundled with research, writing, optimisation and CMS publishing, since it cannot be bought on its own.",
      "reviewed": false,
      "identity": {
        "hqCountry": "US",
        "ownership": "subsidiary-of:Copysmith AI, Inc.",
        "funding": null,
        "fundingAsOf": null,
        "yearLaunched": 2025,
        "prov": {
          "sources": [
            {
              "url": "https://www.frase.io/company/privacy",
              "type": "other",
              "title": "Frase Privacy Policy ('Frase is wholly owned by Copysmith AI, Inc.')",
              "archive": null
            },
            {
              "url": "https://www.frase.io/company/terms",
              "type": "other",
              "title": "Frase Terms of Service (Frase, Inc.; Massachusetts law)",
              "archive": null
            },
            {
              "url": "https://www.frase.io/company/about",
              "type": "other",
              "title": "About Frase ('remote-first company')",
              "archive": null
            },
            {
              "url": "https://web.archive.org/web/20251118003152/https://www.frase.io/features",
              "type": "other",
              "title": "Wayback Machine capture 2025-11-18 of frase.io/features (title 'Rank on Google & AI Search 10x Faster with SEO + GEO'; no AI tracking module)",
              "archive": null
            },
            {
              "url": "https://web.archive.org/web/20251213044831/https://www.frase.io/features",
              "type": "other",
              "title": "Wayback Machine capture 2025-12-13 of frase.io/features (first /features capture listing 'AI Search Tracking')",
              "archive": null
            },
            {
              "url": "https://web.archive.org/web/20251213044203/https://www.frase.io/features/ai-tracking",
              "type": "other",
              "title": "Wayback Machine capture 2025-12-13 of frase.io/features/ai-tracking ('New: AI Search Visibility')",
              "archive": null
            },
            {
              "url": "https://web.archive.org/web/20251102125546/https://www.frase.io/pricing",
              "type": "other",
              "title": "Wayback Machine capture 2025-11-02 of frase.io/pricing (no AI tracking mentioned)",
              "archive": null
            },
            {
              "url": "https://web.archive.org/web/20251117071021/https://www.frase.io/pricing",
              "type": "other",
              "title": "Wayback Machine capture 2025-11-17 of frase.io/pricing (no AI tracking mentioned)",
              "archive": null
            },
            {
              "url": "https://docs.frase.io/legacy-migration-guide",
              "type": "docs",
              "title": "Frase Docs - Legacy Migration Guide ('Legacy Frase's AI Visibility add-on')",
              "archive": "https://web.archive.org/web/20261003150218/https://docs.frase.io/legacy-migration-guide"
            },
            {
              "url": "https://trust.copysmith.ai/",
              "type": "other",
              "title": "Copysmith AI INC Trust Center (SafeBase; lists Frase.io, Describely.ai and Rytr.me)",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "third-party",
          "naReasons": {
            "funding": "not published: vendor pages state only 'Frase is wholly owned by Copysmith AI, Inc.'; no funding, acquisition date or deal terms on the vendor site, and press search was unavailable in this session"
          },
          "couldNotVerify": [
            "When and on what terms Copysmith AI, Inc. acquired Frase, and Copysmith's own funding (not on the vendor site; press search unavailable)",
            "The exact launch date of the AI Visibility module (Wayback only brackets it: absent 2025-11-18, present 2025-12-13)",
            "When the Legacy Frase 'AI Visibility add-on' named in the Legacy Migration Guide was first sold (date not published; not on 2025 pricing captures)",
            "Frase's founding year (the About page FAQ does not give one)"
          ]
        }
      },
      "pricing": {
        "model": "per-prompt",
        "promptUnit": "Grid row 'AI Visibility prompts tracked': 'The questions you monitor to see whether AI engines cite you, like \"best telehealth platform\".' Docs: 'AI Visibility starts with prompts — real questions people ask AI systems.' Feature page: 'Choose a market for each prompt'.",
        "promptUnitPerEngine": "n/a",
        "promptUnitPerCountry": "n/a",
        "promptUnitPerRun": "n/a",
        "freePlan": {
          "available": "no",
          "limits": "There is no free monitoring plan. The pricing page sells Starter, Professional, Scale and Enterprise, and the docs say 'Frase currently offers the following paid plans'. The '$0 FREE' tier on the pricing page is FraseCMS blog hosting (100,000 page views a month), not AI Visibility. The free AI Visibility Checker (frase.io/tools/ai-visibility-checker) is a one-off probe: free ChatGPT result without signup, and Perplexity and Gemini after giving an email. Each probe runs 'three AI-search-style phrases for your domain'."
        },
        "freeTrial": {
          "available": "yes",
          "days": 7,
          "cardRequired": "no",
          "limits": "Pricing: 'Free 7-day trial. No credit card.' Pricing FAQ: the trial has 'Professional's full feature set' but with 'AI Visibility on ChatGPT and Google AI. Quantities are capped at 5 articles, 50 audit pages, 25 AI prompts and up to 3 seats.' Docs list '1 Domain', '25 AI Prompts — Track and analyze AI prompts for LLM visibility insights', and '3 Team Seats'."
        },
        "billingOptions": [
          "monthly",
          "annual"
        ],
        "annualDiscountNote": "Toggle badge 'SAVE 20%'. FAQ: 'Choose yearly billing and 20% comes off the monthly rate.'",
        "plans": [
          {
            "name": "Starter",
            "contactSales": false,
            "priceMonthly": 49,
            "priceAnnualPerMonth": 39,
            "currency": "USD",
            "promptsIncluded": 50,
            "creditsIncluded": null,
            "enginesIncluded": [
              "chatgpt",
              "googleAio"
            ],
            "enginesSelectable": "no",
            "maxEngines": 2,
            "runFrequency": "daily",
            "brandsOrProjects": 1,
            "seats": 1,
            "countries": null,
            "languages": null,
            "addOns": [],
            "planSource": "https://www.frase.io/pricing"
          },
          {
            "name": "Professional",
            "contactSales": false,
            "priceMonthly": 129,
            "priceAnnualPerMonth": 103,
            "currency": "USD",
            "promptsIncluded": 200,
            "creditsIncluded": null,
            "enginesIncluded": [
              "chatgpt",
              "googleAio",
              "perplexity"
            ],
            "enginesSelectable": "no",
            "maxEngines": 3,
            "runFrequency": "daily",
            "brandsOrProjects": 5,
            "seats": 3,
            "countries": null,
            "languages": null,
            "addOns": [
              {
                "name": "Extra seat",
                "price": 29,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "seats:+1"
              }
            ],
            "planSource": "https://www.frase.io/pricing"
          },
          {
            "name": "Scale",
            "contactSales": false,
            "priceMonthly": 299,
            "priceAnnualPerMonth": 239,
            "currency": "USD",
            "promptsIncluded": 500,
            "creditsIncluded": null,
            "enginesIncluded": [
              "chatgpt",
              "googleAio",
              "perplexity",
              "claude",
              "gemini"
            ],
            "enginesSelectable": "no",
            "maxEngines": 5,
            "runFrequency": "daily",
            "brandsOrProjects": 10,
            "seats": 5,
            "countries": null,
            "languages": null,
            "addOns": [
              {
                "name": "Extra seat",
                "price": 29,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "seats:+1"
              }
            ],
            "planSource": "https://www.frase.io/pricing"
          },
          {
            "name": "Enterprise",
            "contactSales": true,
            "priceMonthly": null,
            "priceAnnualPerMonth": null,
            "currency": null,
            "promptsIncluded": null,
            "creditsIncluded": null,
            "enginesIncluded": [
              "chatgpt",
              "googleAio",
              "perplexity",
              "claude",
              "gemini"
            ],
            "enginesSelectable": "n/a",
            "maxEngines": null,
            "runFrequency": "daily",
            "brandsOrProjects": null,
            "seats": null,
            "countries": null,
            "languages": null,
            "addOns": [],
            "planSource": "https://www.frase.io/pricing"
          }
        ],
        "prov": {
          "sources": [
            {
              "url": "https://www.frase.io/pricing",
              "type": "pricing",
              "title": "Frase Pricing | SEO & GEO Content Platform Plans",
              "archive": "https://web.archive.org/web/20261003150018/https://www.frase.io/pricing"
            },
            {
              "url": "https://docs.frase.io/get-started/plans-and-pricing",
              "type": "docs",
              "title": "Frase Docs - Plans & Pricing",
              "archive": null
            },
            {
              "url": "https://docs.frase.io/core-workflows/ai-visibility-and-geo",
              "type": "docs",
              "title": "Frase Docs - AI Visibility & GEO",
              "archive": "https://web.archive.org/web/20261003150108/https://docs.frase.io/core-workflows/ai-visibility-and-geo"
            },
            {
              "url": "https://docs.frase.io/legacy-migration-guide",
              "type": "docs",
              "title": "Frase Docs - Legacy Migration Guide (credit reset rules)",
              "archive": "https://web.archive.org/web/20261003150218/https://docs.frase.io/legacy-migration-guide"
            },
            {
              "url": "https://www.frase.io/vs/otterly",
              "type": "other",
              "title": "Frase vs Otterly.ai comparison (vendor page, 'Verified June 2026')",
              "archive": "https://web.archive.org/web/20261003150241/https://www.frase.io/vs/otterly"
            },
            {
              "url": "https://web.archive.org/web/20260519125840/https://www.frase.io/pricing",
              "type": "other",
              "title": "Wayback Machine capture 2026-05-19 of frase.io/pricing",
              "archive": "https://web.archive.org/web/20261003150018/https://www.frase.io/pricing"
            },
            {
              "url": "https://www.frase.io/features/ai-visibility",
              "type": "other",
              "title": "Frase AI Visibility feature page",
              "archive": null
            },
            {
              "url": "https://next.frase.io/openapi.json",
              "type": "docs",
              "title": "Frase API OpenAPI spec 1.0.0",
              "archive": "https://web.archive.org/web/20261003150346/https://next.frase.io/openapi.json"
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "promptUnitPerEngine": "not published: plan engine sets are fixed per tier and the API takes a 'platforms' array per prompt, but no page says whether one prompt on several engines counts once or once per engine",
            "promptUnitPerCountry": "not published: country is chosen per prompt ('Choose a market for each prompt'); whether tracking the same question in a second country uses a second prompt is not stated",
            "promptUnitPerRun": "contradictory sources: the grid sells 'AI Visibility prompts tracked' with 'Daily monitoring' (implying re-runs are free), while the docs' Billing & Usage text lists 'Monthly usage limits and remaining credits for articles, audits, AI prompts, & images', the archived May 2026 grid said 'Visibility prompts/month', and the overage is '$0.25 per AI prompt' without a unit",
            "plans.*.countries": "not published: no per-plan cap; the feature page says 'Per-prompt country targeting in 40+ countries'",
            "plans.*.languages": "not published: '70+ languages' refers to content writing; no AI Visibility language setting or cap is documented",
            "plans.Enterprise.priceMonthly": "contact sales: 'Custom', 'scoped to your org'",
            "plans.Enterprise.priceAnnualPerMonth": "contact sales",
            "plans.Enterprise.currency": "contact sales",
            "plans.Enterprise.promptsIncluded": "contact sales: grid 'Custom'",
            "plans.Enterprise.maxEngines": "not published: grid says 'All named engines'; archived 2026-05-19 page said 'AI Visibility (8 platforms)'",
            "plans.Enterprise.brandsOrProjects": "contact sales: 'Custom seats and domains'",
            "plans.Enterprise.seats": "contact sales: 'Custom seats and domains'",
            "plans.Enterprise.overage": "contact sales: grid 'Custom'; the docs say 'Pro, Scale, and Enterprise customers can turn on Overages' but publish no Enterprise rate"
          },
          "couldNotVerify": [
            "Whether one AI Visibility prompt counts once or once per engine, country or daily run",
            "Whether a single prompt can target more than one market (the API prompt schema has no country field)",
            "What the $0.25 / $0.20 'per AI prompt' overage buys (one extra tracked prompt for the cycle, or one run)",
            "Enterprise list price, prompt allowance, overage rate and exact engine list ('All named engines')",
            "Whether the AI Visibility history limit (grid: 'from 30 days on Starter') rises on higher plans; the live page gives no values for Professional and Scale (the archived 2026-05-19 grid showed 90 days / 1 year / Unlimited)"
          ]
        }
      },
      "engines": {
        "status": {
          "chatgpt": {
            "status": "included",
            "surface": "unknown",
            "minPlan": "Starter"
          },
          "googleAio": {
            "status": "included",
            "surface": "unknown",
            "minPlan": "Starter"
          },
          "googleAiMode": {
            "status": "n/a",
            "surface": "unknown",
            "minPlan": null
          },
          "gemini": {
            "status": "included",
            "surface": "unknown",
            "minPlan": "Scale"
          },
          "perplexity": {
            "status": "included",
            "surface": "unknown",
            "minPlan": "Professional"
          },
          "claude": {
            "status": "included",
            "surface": "unknown",
            "minPlan": "Scale"
          },
          "copilot": {
            "status": "n/a",
            "surface": "unknown",
            "minPlan": null
          },
          "grok": {
            "status": "n/a",
            "surface": "unknown",
            "minPlan": null
          },
          "deepseek": {
            "status": "n/a",
            "surface": "unknown",
            "minPlan": null
          },
          "metaAi": {
            "status": "n/a",
            "surface": "unknown",
            "minPlan": null
          }
        },
        "other": [],
        "settings": {
          "country": "yes",
          "language": "n/a",
          "persona": "n/a"
        },
        "prov": {
          "sources": [
            {
              "url": "https://www.frase.io/pricing",
              "type": "pricing",
              "title": "Frase Pricing | SEO & GEO Content Platform Plans",
              "archive": "https://web.archive.org/web/20261003150018/https://www.frase.io/pricing"
            },
            {
              "url": "https://www.frase.io/features/ai-visibility",
              "type": "other",
              "title": "Frase AI Visibility feature page",
              "archive": null
            },
            {
              "url": "https://www.frase.io/vs/otterly",
              "type": "other",
              "title": "Frase vs Otterly.ai comparison (vendor page, 'Verified June 2026')",
              "archive": "https://web.archive.org/web/20261003150241/https://www.frase.io/vs/otterly"
            },
            {
              "url": "https://www.frase.io/vs/profound",
              "type": "other",
              "title": "Frase vs Profound comparison (vendor page)",
              "archive": "https://web.archive.org/web/20261003150554/https://www.frase.io/vs/profound"
            },
            {
              "url": "https://next.frase.io/openapi.json",
              "type": "docs",
              "title": "Frase API OpenAPI spec 1.0.0",
              "archive": "https://web.archive.org/web/20261003150346/https://next.frase.io/openapi.json"
            },
            {
              "url": "https://docs.frase.io/core-workflows/ai-visibility-and-geo",
              "type": "docs",
              "title": "Frase Docs - AI Visibility & GEO",
              "archive": "https://web.archive.org/web/20261003150108/https://docs.frase.io/core-workflows/ai-visibility-and-geo"
            },
            {
              "url": "https://web.archive.org/web/20260519125840/https://www.frase.io/pricing",
              "type": "other",
              "title": "Wayback Machine capture 2026-05-19 of frase.io/pricing",
              "archive": "https://web.archive.org/web/20261003150018/https://www.frase.io/pricing"
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "googleAiMode": "contradictory sources: the vendor's vs-Otterly page claims Google AI Mode is 'Included as coverage scales by plan'; the live pricing grid and feature page name only 'Google AI', and no plan is tied to AI Mode",
            "copilot": "not published: only in the API platforms enum",
            "grok": "not published: only in the API platforms enum",
            "deepseek": "not published: only in the API platforms enum",
            "metaAi": "not published",
            "settings.language": "not published",
            "settings.persona": "not published"
          },
          "couldNotVerify": [
            "Whether ChatGPT and other engines are read via the consumer UI (with web search) or via APIs",
            "Whether 'Google AI' means AI Overviews only or also AI Mode, and from which plan AI Mode is covered (vs-Otterly says 'Included as coverage scales by plan')",
            "Whether Copilot, Grok and DeepSeek (present in the 8-value API enum) are trackable on Enterprise or any plan",
            "Which model versions are queried and whether answers are collected logged-out"
          ]
        }
      },
      "method": {
        "value": "undisclosed",
        "quote": "Frase regularly queries AI platforms with those prompts to track when your brand is mentioned or cited.",
        "detail": "The docs say Frase 'queries AI platforms' with the tracked prompts, and the AI Visibility Checker says 'Frase captures live responses from the AI platforms for those questions and phrases'. Neither says whether answers come from engine APIs or from rendering the consumer interfaces, so the method is classed as undisclosed.",
        "prov": {
          "sources": [
            {
              "url": "https://docs.frase.io/core-workflows/ai-visibility-and-geo",
              "type": "docs",
              "title": "Frase Docs - AI Visibility & GEO",
              "archive": "https://web.archive.org/web/20261003150108/https://docs.frase.io/core-workflows/ai-visibility-and-geo"
            },
            {
              "url": "https://www.frase.io/tools/ai-visibility-checker",
              "type": "other",
              "title": "Frase free AI Visibility Checker ('How Frase tracks your AI visibility')",
              "archive": "https://web.archive.org/web/20261003150526/https://www.frase.io/tools/ai-visibility-checker"
            },
            {
              "url": "https://www.frase.io/features/ai-visibility",
              "type": "other",
              "title": "Frase AI Visibility feature page",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {},
          "couldNotVerify": [
            "Data-collection method (API vs consumer UI), runs per prompt per day, and how country targeting is done (proxy/locale vs API parameter)"
          ]
        }
      },
      "metrics": {
        "mentions": "yes",
        "citationsWithUrls": "yes",
        "shareOfVoice": "yes",
        "positionProminence": "yes",
        "sentiment": "yes",
        "accuracyHallucination": "n/a",
        "promptDiscoveryOrVolume": "yes",
        "crawlerLogAnalytics": "yes",
        "aiReferralAttribution": "yes",
        "prov": {
          "sources": [
            {
              "url": "https://www.frase.io/features/ai-visibility",
              "type": "other",
              "title": "Frase AI Visibility feature page",
              "archive": null
            },
            {
              "url": "https://docs.frase.io/core-workflows/ai-visibility-and-geo",
              "type": "docs",
              "title": "Frase Docs - AI Visibility & GEO",
              "archive": "https://web.archive.org/web/20261003150108/https://docs.frase.io/core-workflows/ai-visibility-and-geo"
            },
            {
              "url": "https://docs.frase.io/integrations/connectors/google-analytics-4",
              "type": "docs",
              "title": "Frase Docs - Google Analytics 4 (AI Referrals)",
              "archive": null
            },
            {
              "url": "https://docs.frase.io/whats-new",
              "type": "docs",
              "title": "Frase Docs - Changelog",
              "archive": null
            },
            {
              "url": "https://www.frase.io/pricing",
              "type": "pricing",
              "title": "Frase Pricing | SEO & GEO Content Platform Plans",
              "archive": "https://web.archive.org/web/20261003150018/https://www.frase.io/pricing"
            },
            {
              "url": "https://next.frase.io/openapi.json",
              "type": "docs",
              "title": "Frase API OpenAPI spec 1.0.0",
              "archive": "https://web.archive.org/web/20261003150346/https://next.frase.io/openapi.json"
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "accuracyHallucination": "not published: no accuracy or hallucination flagging is described; sentiment is the only answer-quality signal"
          },
          "couldNotVerify": [
            "Whether answer text is checked for factual accuracy about the brand",
            "Whether prompt suggestions come with search or prompt volume estimates"
          ]
        }
      },
      "actionLayer": {
        "recommendations": "yes",
        "contentGeneration": "yes",
        "technicalAudits": "yes",
        "citationOutreach": "n/a",
        "prov": {
          "sources": [
            {
              "url": "https://docs.frase.io/core-workflows/ai-visibility-and-geo",
              "type": "docs",
              "title": "Frase Docs - AI Visibility & GEO",
              "archive": "https://web.archive.org/web/20261003150108/https://docs.frase.io/core-workflows/ai-visibility-and-geo"
            },
            {
              "url": "https://www.frase.io/features/ai-visibility",
              "type": "other",
              "title": "Frase AI Visibility feature page",
              "archive": null
            },
            {
              "url": "https://www.frase.io/pricing",
              "type": "pricing",
              "title": "Frase Pricing | SEO & GEO Content Platform Plans",
              "archive": "https://web.archive.org/web/20261003150018/https://www.frase.io/pricing"
            },
            {
              "url": "https://docs.frase.io/llms.txt",
              "type": "docs",
              "title": "Frase Docs index (llms.txt; Run Your First Audit description)",
              "archive": null
            },
            {
              "url": "https://docs.frase.io/whats-new",
              "type": "docs",
              "title": "Frase Docs - Changelog (Backlinks outreach)",
              "archive": null
            },
            {
              "url": "https://next.frase.io/openapi.json",
              "type": "docs",
              "title": "Frase API OpenAPI spec 1.0.0",
              "archive": "https://web.archive.org/web/20261003150346/https://next.frase.io/openapi.json"
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "citationOutreach": "not published: only generic backlink outreach drafting is documented, not outreach to AI-cited sources"
          },
          "couldNotVerify": [
            "Whether Site Audit checks schema markup or llms.txt on a customer's own (non-FraseCMS) site"
          ]
        }
      },
      "dataAccess": {
        "api": "yes",
        "csvExport": "n/a",
        "lookerStudio": "n/a",
        "warehouseOrBigQuery": "n/a",
        "slack": "yes",
        "emailAlerts": "yes",
        "mcp": "yes",
        "prov": {
          "sources": [
            {
              "url": "https://next.frase.io/api/docs",
              "type": "docs",
              "title": "Frase API reference",
              "archive": null
            },
            {
              "url": "https://next.frase.io/openapi.json",
              "type": "docs",
              "title": "Frase API OpenAPI spec 1.0.0",
              "archive": "https://web.archive.org/web/20261003150346/https://next.frase.io/openapi.json"
            },
            {
              "url": "https://docs.frase.io/integrations/api-and-mcp",
              "type": "docs",
              "title": "Frase Docs - API & MCP",
              "archive": null
            },
            {
              "url": "https://docs.frase.io/integrations/connectors/slack",
              "type": "docs",
              "title": "Frase Docs - Slack",
              "archive": null
            },
            {
              "url": "https://www.frase.io/vs/otterly",
              "type": "other",
              "title": "Frase vs Otterly.ai comparison (vendor page, 'Verified June 2026')",
              "archive": "https://web.archive.org/web/20261003150241/https://www.frase.io/vs/otterly"
            },
            {
              "url": "https://www.frase.io/pricing",
              "type": "pricing",
              "title": "Frase Pricing | SEO & GEO Content Platform Plans",
              "archive": "https://web.archive.org/web/20261003150018/https://www.frase.io/pricing"
            },
            {
              "url": "https://docs.frase.io/core-workflows/ai-visibility-and-geo",
              "type": "docs",
              "title": "Frase Docs - AI Visibility & GEO",
              "archive": "https://web.archive.org/web/20261003150108/https://docs.frase.io/core-workflows/ai-visibility-and-geo"
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "vendor claim",
          "naReasons": {
            "csvExport": "not published: CSV export is documented only for site audits; AI Visibility export format not stated",
            "lookerStudio": "not published",
            "warehouseOrBigQuery": "not published"
          },
          "couldNotVerify": [
            "Whether AI Visibility results can be exported to CSV/XLSX from the app",
            "Which Slack notification types cover AI Visibility changes (Slack docs mention only 'performance updates')"
          ]
        }
      },
      "businessFit": {
        "agencyMultiClient": "yes",
        "whiteLabel": "yes",
        "sso": "yes",
        "soc2": "yes",
        "iso27001": "n/a",
        "gdprStatement": "yes",
        "euDataResidency": "n/a",
        "uiLanguages": null,
        "prov": {
          "sources": [
            {
              "url": "https://www.frase.io/security",
              "type": "other",
              "title": "Frase Security & Compliance",
              "archive": null
            },
            {
              "url": "https://www.frase.io/solutions/agencies",
              "type": "other",
              "title": "Frase for Agencies",
              "archive": null
            },
            {
              "url": "https://www.frase.io/solutions/enterprises",
              "type": "other",
              "title": "Frase for Enterprise",
              "archive": null
            },
            {
              "url": "https://docs.frase.io/feature-reference/agency-client-portal",
              "type": "docs",
              "title": "Frase Docs - Agency Client Portal",
              "archive": null
            },
            {
              "url": "https://www.frase.io/pricing",
              "type": "pricing",
              "title": "Frase Pricing | SEO & GEO Content Platform Plans",
              "archive": "https://web.archive.org/web/20261003150018/https://www.frase.io/pricing"
            },
            {
              "url": "https://www.frase.io/company/privacy",
              "type": "other",
              "title": "Frase Privacy Policy (For EU Users)",
              "archive": null
            },
            {
              "url": "https://trust.copysmith.ai/",
              "type": "other",
              "title": "Copysmith AI INC Trust Center (SafeBase)",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "iso27001": "not published: neither the security page nor the trust center lists ISO 27001",
            "euDataResidency": "not published: no hosting region stated; controller is a US entity",
            "uiLanguages": "not published"
          },
          "couldNotVerify": [
            "Data-hosting region and sub-processor list (the trust center shows no subprocessor list; its hidden card says 'We are working on our subprocessors')",
            "ISO 27001 status",
            "App UI languages"
          ]
        }
      },
      "selection": {
        "roundups": 5,
        "probeAnswers": 12,
        "g2Reviews": 311,
        "g2Scope": "suite/parent listing",
        "presenceScore": 0.189,
        "passesGate": true,
        "shortlistedByRubric": false
      },
      "normalisation": {},
      "derived": {
        "segment": "budget",
        "entryPriceUsd": 49,
        "entryPlan": "Starter",
        "entryBasis": null,
        "plans": {
          "Starter|monthly": {
            "usd": 49,
            "checks": 3040,
            "costPer1kUsd": 16.12
          },
          "Starter|annual": {
            "usd": 39,
            "checks": 3040,
            "costPer1kUsd": 12.83
          },
          "Professional|monthly": {
            "usd": 129,
            "checks": 18240,
            "costPer1kUsd": 7.07
          },
          "Professional|annual": {
            "usd": 103,
            "checks": 18240,
            "costPer1kUsd": 5.65
          },
          "Scale|monthly": {
            "usd": 299,
            "checks": 76000,
            "costPer1kUsd": 3.93
          },
          "Scale|annual": {
            "usd": 239,
            "checks": 76000,
            "costPer1kUsd": 3.14
          },
          "Enterprise|monthly": {
            "usd": null,
            "checks": null,
            "costPer1kUsd": null
          },
          "Enterprise|annual": {
            "usd": null,
            "checks": null,
            "costPer1kUsd": null
          }
        },
        "scenarios": {
          "S|monthly": {
            "status": "fits",
            "plan": "Professional",
            "costUsd": 129,
            "addOnsUsed": [],
            "reason": null,
            "detail": "prompt units needed = 50"
          },
          "S|annual": {
            "status": "fits",
            "plan": "Professional",
            "costUsd": 103,
            "addOnsUsed": [],
            "reason": null,
            "detail": "prompt units needed = 50"
          },
          "M|monthly": {
            "status": "custom-quote",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "Published plans fall short (no Google AI Mode); a sales-quoted plan exists.",
            "detail": "no published plan covers it; a sales-quoted plan exists. Published plans fall short — Starter: engine googleAiMode not on this plan and no add-on for it; Professional: engine googleAiMode not on this plan and no add-on for it; Scale: engine googleAiMode not on this plan and no add-on for it."
          },
          "M|annual": {
            "status": "custom-quote",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "Published plans fall short (no Google AI Mode); a sales-quoted plan exists.",
            "detail": "no published plan covers it; a sales-quoted plan exists. Published plans fall short — Starter: engine googleAiMode not on this plan and no add-on for it; Professional: engine googleAiMode not on this plan and no add-on for it; Scale: engine googleAiMode not on this plan and no add-on for it."
          },
          "L|monthly": {
            "status": "custom-quote",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "Published plans fall short (no Google AI Mode); a sales-quoted plan exists.",
            "detail": "no published plan covers it; a sales-quoted plan exists. Published plans fall short — Starter: engine googleAiMode not on this plan and no add-on for it; Professional: engine googleAiMode not on this plan and no add-on for it; Scale: engine googleAiMode not on this plan and no add-on for it."
          },
          "L|annual": {
            "status": "custom-quote",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "Published plans fall short (no Google AI Mode); a sales-quoted plan exists.",
            "detail": "no published plan covers it; a sales-quoted plan exists. Published plans fall short — Starter: engine googleAiMode not on this plan and no add-on for it; Professional: engine googleAiMode not on this plan and no add-on for it; Scale: engine googleAiMode not on this plan and no add-on for it."
          }
        },
        "bestRate": {
          "plan": "Scale",
          "usd": 299,
          "checks": 76000,
          "costPer1kUsd": 3.93
        },
        "largestPlan": {
          "plan": "Scale",
          "usd": 299,
          "native": 299,
          "currency": "USD",
          "prompts": 500,
          "checks": 76000,
          "runFrequency": "daily"
        }
      },
      "flags": {
        "priceEstimate": false,
        "agencyRouteEligibilityUnconfirmed": false,
        "excludeFromAggregates": false,
        "note": null
      },
      "changesSince20260531": "No baseline: Frase is not in the 2026-05-31 lead list, and the file has no Frase section. The tool entered the longlist through the 2026-10 discovery pass, where it appeared in 5 of 28 roundups. For reference only (not a lead-list comparison): the archived 2026-05-19 pricing page shows the same $49 / $129 / $299 monthly prices and 50 / 200 / 500 visibility prompts. Enterprise was then listed as 'AI Visibility (8 platforms)' and is now 'All named engines'."
    },
    {
      "id": "gauge",
      "name": "Gauge (Gauge Chat)",
      "shortName": "Gauge",
      "vendor": "Gauge Technologies, Inc.",
      "url": "https://www.withgauge.com/",
      "pricingUrl": "https://www.withgauge.com/pricing/",
      "docsUrl": "https://docs.withgauge.com/",
      "category": "native",
      "parentProduct": null,
      "status": "live",
      "summary": "Gauge (Gauge Chat) is an AI-visibility platform from San Francisco-based Gauge Technologies that runs tracked prompts daily across ChatGPT, Google AI Overviews, AI Mode, Gemini, Perplexity and Microsoft Copilot (Claude and Grok on Enterprise or via the customer's own API key). It combines mention, citation and sentiment tracking with an agent, Action Center recommendations and a content engine that publishes to a CMS, and it is sold to in-house marketing and content teams ($599/month Growth or custom Enterprise) and to agencies per client.",
      "reviewed": false,
      "identity": {
        "hqCountry": "US",
        "ownership": "vc-backed",
        "funding": "Y Combinator Summer 2024 batch (YC company page, third-party); vendor states 'Backed by Y Combinator (S24) and millions of dollars of funding' with no amount or round named (withgauge.com/llms.txt)",
        "fundingAsOf": "2026-10-03",
        "yearLaunched": 2024,
        "prov": {
          "sources": [
            {
              "url": "https://www.withgauge.com/llms.txt",
              "type": "other",
              "title": "Gauge llms.txt (vendor site)",
              "archive": "https://web.archive.org/web/20261003151727/https://www.withgauge.com/llms.txt"
            },
            {
              "url": "https://www.withgauge.com/team/",
              "type": "other",
              "title": "Gauge team page",
              "archive": null
            },
            {
              "url": "https://www.ycombinator.com/companies/gauge",
              "type": "other",
              "title": "Gauge | Y Combinator company page",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "third-party",
          "naReasons": {},
          "couldNotVerify": [
            "Funding amount and rounds (vendor only says 'millions of dollars of funding')",
            "Launch date of the AI-visibility product (only company founding year 2024 via YC)"
          ]
        }
      },
      "pricing": {
        "model": "per-prompt",
        "promptUnit": "\"A prompt is a question Gauge asks AI platforms on your behalf every day\"; \"An answer is one response from one platform on one day. 600 prompts × 6 platforms × 30 days = 108,000 answers per month\"",
        "promptUnitPerEngine": "no",
        "promptUnitPerCountry": "n/a",
        "promptUnitPerRun": "no",
        "freePlan": {
          "available": "no",
          "limits": "No free plan is offered: the docs FAQ says 'Gauge Chat is a paid subscription with a free trial.' and the pricing page lists only Growth (1-week trial) and Enterprise. The billing docs' 'free plan' wording describes an in-app state in which the dashboard, Action Center, content, audits, research, prompts, topics, citations and ads are gated behind an upgrade screen."
        },
        "freeTrial": {
          "available": "yes",
          "days": 7,
          "cardRequired": "n/a",
          "limits": "Growth plan, '1-week free trial'. Docs: 'Whether the free trial is offered on checkout is controlled per organization.' Trial banner reminds users to 'add a payment method to continue after your trial ends'."
        },
        "billingOptions": [
          "monthly",
          "custom"
        ],
        "annualDiscountNote": null,
        "plans": [
          {
            "name": "Growth",
            "contactSales": false,
            "priceMonthly": 599,
            "priceAnnualPerMonth": null,
            "currency": "USD",
            "promptsIncluded": 600,
            "creditsIncluded": null,
            "enginesIncluded": [
              "chatgpt",
              "googleAio",
              "googleAiMode",
              "gemini",
              "perplexity",
              "copilot"
            ],
            "enginesSelectable": "n/a",
            "maxEngines": 8,
            "runFrequency": "daily",
            "brandsOrProjects": null,
            "seats": 5,
            "countries": 1,
            "languages": null,
            "addOns": [
              {
                "name": "Claude tracking via BYOK (customer's own Anthropic API key; Anthropic bills the customer directly, vendor estimate about $2.50–$3 per prompt per month)",
                "price": null,
                "currency": null,
                "unit": "per tracked prompt per month, billed by Anthropic (not Gauge)",
                "appliesTo": "engine:claude"
              },
              {
                "name": "Grok tracking via BYOK (customer's own xAI API key; xAI bills the customer directly, vendor estimate about $1–$2 per prompt per month)",
                "price": null,
                "currency": null,
                "unit": "per tracked prompt per month, billed by xAI (not Gauge)",
                "appliesTo": "engine:grok"
              }
            ],
            "planSource": "https://www.withgauge.com/pricing/"
          },
          {
            "name": "Enterprise",
            "contactSales": true,
            "priceMonthly": null,
            "priceAnnualPerMonth": null,
            "currency": null,
            "promptsIncluded": null,
            "creditsIncluded": null,
            "enginesIncluded": [
              "chatgpt",
              "googleAio",
              "googleAiMode",
              "gemini",
              "perplexity",
              "copilot",
              "claude",
              "grok"
            ],
            "enginesSelectable": "n/a",
            "maxEngines": 8,
            "runFrequency": "daily",
            "brandsOrProjects": null,
            "seats": null,
            "countries": null,
            "languages": null,
            "addOns": [],
            "planSource": "https://www.withgauge.com/pricing/"
          }
        ],
        "prov": {
          "sources": [
            {
              "url": "https://www.withgauge.com/pricing/",
              "type": "pricing",
              "title": "Gauge | Pricing",
              "archive": "https://web.archive.org/web/20261003150721/https://www.withgauge.com/pricing/"
            },
            {
              "url": "https://docs.withgauge.com/help/billing",
              "type": "docs",
              "title": "Billing & Plans",
              "archive": "https://web.archive.org/web/20261003150851/https://docs.withgauge.com/help/billing"
            },
            {
              "url": "https://docs.withgauge.com/resources/faq",
              "type": "docs",
              "title": "FAQ",
              "archive": "https://web.archive.org/web/20261003151011/https://docs.withgauge.com/resources/faq"
            },
            {
              "url": "https://docs.withgauge.com/help/byok",
              "type": "docs",
              "title": "Bring Your Own Key (BYOK)",
              "archive": "https://web.archive.org/web/20261003151039/https://docs.withgauge.com/help/byok"
            },
            {
              "url": "https://docs.withgauge.com/help/team-members",
              "type": "docs",
              "title": "Team Members",
              "archive": "https://web.archive.org/web/20261003151142/https://docs.withgauge.com/help/team-members"
            },
            {
              "url": "https://www.withgauge.com/features/agency-aeo/",
              "type": "pricing",
              "title": "Gauge Agency Mode",
              "archive": "https://web.archive.org/web/20261003151328/https://www.withgauge.com/features/agency-aeo/"
            },
            {
              "url": "https://docs.withgauge.com/navigating/agencies",
              "type": "docs",
              "title": "Agencies",
              "archive": "https://web.archive.org/web/20261003151353/https://docs.withgauge.com/navigating/agencies"
            },
            {
              "url": "https://www.withgauge.com/agents/pricing/",
              "type": "pricing",
              "title": "Gauge Agents pricing",
              "archive": "https://web.archive.org/web/20261003151416/https://www.withgauge.com/agents/pricing/"
            },
            {
              "url": "https://www.withgauge.com/pricing.md",
              "type": "pricing",
              "title": "Gauge pricing page (markdown version)",
              "archive": "https://web.archive.org/web/20261003151438/https://www.withgauge.com/pricing.md"
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "annualDiscountNote": "not published: no annual billing option shown",
            "freeTrial.cardRequired": "not published: docs say a payment method must be added to continue after the trial, but do not say whether a card is collected at signup",
            "promptUnitPerCountry": "not published: Growth is single-location; Enterprise has 'custom prompt, article, seat, and location allowances' and the docs do not say whether a prompt counts once per location",
            "plans.Growth.priceAnnualPerMonth": "not published: only monthly price shown",
            "plans.Growth.brandsOrProjects": "not published: grid says 'Domains and competitors: Unlimited'; docs describe 'markets' (Settings → Markets) but no per-plan market or brand count is stated",
            "plans.Growth.languages": "not published",
            "plans.Growth.addOns.price": "not applicable: BYOK runs are billed by Anthropic/xAI directly, vendor gives only per-prompt estimates",
            "plans.Enterprise.priceMonthly": "contact sales",
            "plans.Enterprise.priceAnnualPerMonth": "contact sales",
            "plans.Enterprise.currency": "contact sales",
            "plans.Enterprise.promptsIncluded": "contact sales: 'Custom # of prompts'",
            "plans.Enterprise.seats": "contradictory sources: pricing says 'Custom number of seats', team docs say Enterprise plans 'have no seat limit'",
            "plans.Enterprise.countries": "contact sales: 'Locations: Custom'",
            "plans.Enterprise.brandsOrProjects": "not published: no per-plan market or brand count is stated",
            "plans.Enterprise.languages": "not published",
            "plans.Enterprise.overage": "contact sales"
          },
          "couldNotVerify": [
            "Whether a credit card is required to start the 1-week trial",
            "Whether annual billing or an annual discount exists for Growth",
            "Which single location/country Growth tracks and whether it can be changed",
            "Agency Mode 'Agency Base' fee amount and per-client prompt allowance",
            "Whether the 'Starter' plan named in the seat-limit docs can still be obtained",
            "Enterprise price range",
            "How many markets (categories) or brands each plan allows, and how markets relate to the Locations allowance",
            "Whether a prompt counts once per location on multi-location Enterprise plans"
          ]
        }
      },
      "engines": {
        "status": {
          "chatgpt": {
            "status": "included",
            "surface": "ui",
            "minPlan": "Growth"
          },
          "googleAio": {
            "status": "included",
            "surface": "unknown",
            "minPlan": "Growth"
          },
          "googleAiMode": {
            "status": "included",
            "surface": "unknown",
            "minPlan": "Growth"
          },
          "gemini": {
            "status": "included",
            "surface": "unknown",
            "minPlan": "Growth"
          },
          "perplexity": {
            "status": "included",
            "surface": "unknown",
            "minPlan": "Growth"
          },
          "claude": {
            "status": "add-on",
            "surface": "api",
            "minPlan": "Growth"
          },
          "copilot": {
            "status": "included",
            "surface": "unknown",
            "minPlan": "Growth"
          },
          "grok": {
            "status": "add-on",
            "surface": "api",
            "minPlan": "Growth"
          },
          "deepseek": {
            "status": "n/a",
            "surface": "unknown",
            "minPlan": null
          },
          "metaAi": {
            "status": "n/a",
            "surface": "unknown",
            "minPlan": null
          }
        },
        "other": [
          {
            "name": "Coding agents (Claude Code, Codex, Cursor) via the separate Gauge Agents product",
            "status": "add-on"
          },
          {
            "name": "ChatGPT ads monitoring",
            "status": "included"
          }
        ],
        "settings": {
          "country": "yes",
          "language": "n/a",
          "persona": "n/a"
        },
        "prov": {
          "sources": [
            {
              "url": "https://docs.withgauge.com/navigating/ai-engines",
              "type": "docs",
              "title": "AI Engines Gauge Tracks",
              "archive": null
            },
            {
              "url": "https://docs.withgauge.com/navigating/prompt-runs",
              "type": "docs",
              "title": "Prompt Runs",
              "archive": "https://web.archive.org/web/20261003151456/https://docs.withgauge.com/navigating/prompt-runs"
            },
            {
              "url": "https://docs.withgauge.com/help/byok",
              "type": "docs",
              "title": "Bring Your Own Key (BYOK)",
              "archive": "https://web.archive.org/web/20261003151039/https://docs.withgauge.com/help/byok"
            },
            {
              "url": "https://www.withgauge.com/pricing/",
              "type": "pricing",
              "title": "Gauge | Pricing",
              "archive": "https://web.archive.org/web/20261003150721/https://www.withgauge.com/pricing/"
            },
            {
              "url": "https://docs.withgauge.com/resources/faq",
              "type": "docs",
              "title": "FAQ",
              "archive": "https://web.archive.org/web/20261003151011/https://docs.withgauge.com/resources/faq"
            },
            {
              "url": "https://www.withgauge.com/llms.txt",
              "type": "other",
              "title": "Gauge llms.txt (vendor site)",
              "archive": "https://web.archive.org/web/20261003151727/https://www.withgauge.com/llms.txt"
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "deepseek": "not published",
            "metaAi": "not published",
            "settings.language": "not published",
            "settings.persona": "not published"
          },
          "couldNotVerify": [
            "Whether Gemini, Perplexity, Copilot, AI Overviews and AI Mode are collected via logged-out browser sessions or APIs (docs give only the general rule)",
            "Which location Growth tracks and whether location means country",
            "Language selection for prompts/answers"
          ]
        }
      },
      "method": {
        "value": "mixed",
        "quote": "On answer engines with a public web interface, Gauge uses a clean, logged-out browser session comparable to an incognito window. API-only engines receive an independent, stateless request.",
        "detail": "Gauge renders the logged-out consumer experience with web search for engines it runs through the web interface (explicitly ChatGPT), and uses independent API requests for Claude (and Grok via the customer's xAI key), so collection is a mix of UI rendering and API calls.",
        "prov": {
          "sources": [
            {
              "url": "https://docs.withgauge.com/navigating/prompt-runs",
              "type": "docs",
              "title": "Prompt Runs",
              "archive": "https://web.archive.org/web/20261003151456/https://docs.withgauge.com/navigating/prompt-runs"
            },
            {
              "url": "https://docs.withgauge.com/navigating/ai-engines",
              "type": "docs",
              "title": "AI Engines Gauge Tracks",
              "archive": null
            },
            {
              "url": "https://www.withgauge.com/",
              "type": "other",
              "title": "Gauge homepage FAQ",
              "archive": "https://web.archive.org/web/20261003151706/https://www.withgauge.com/"
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {},
          "couldNotVerify": [
            "Per-engine collection path for Gemini, Perplexity, Copilot, AI Overviews and AI Mode",
            "Geographic origin (IP/location) of the browser sessions"
          ]
        }
      },
      "metrics": {
        "mentions": "yes",
        "citationsWithUrls": "yes",
        "shareOfVoice": "yes",
        "positionProminence": "no",
        "sentiment": "yes",
        "accuracyHallucination": "n/a",
        "promptDiscoveryOrVolume": "yes",
        "crawlerLogAnalytics": "yes",
        "aiReferralAttribution": "yes",
        "prov": {
          "sources": [
            {
              "url": "https://docs.withgauge.com/introduction/core-aeo-metrics",
              "type": "docs",
              "title": "Core AEO Metrics",
              "archive": null
            },
            {
              "url": "https://docs.withgauge.com/navigating/dashboard",
              "type": "docs",
              "title": "Organization Dashboard",
              "archive": null
            },
            {
              "url": "https://docs.withgauge.com/navigating/prompt-runs",
              "type": "docs",
              "title": "Prompt Runs",
              "archive": "https://web.archive.org/web/20261003151456/https://docs.withgauge.com/navigating/prompt-runs"
            },
            {
              "url": "https://docs.withgauge.com/navigating/citations",
              "type": "docs",
              "title": "Citations",
              "archive": null
            },
            {
              "url": "https://docs.withgauge.com/navigating/sentiment-analysis",
              "type": "docs",
              "title": "Sentiment Analysis",
              "archive": null
            },
            {
              "url": "https://docs.withgauge.com/resources/measurement-reference",
              "type": "docs",
              "title": "Understanding your metrics",
              "archive": null
            },
            {
              "url": "https://docs.withgauge.com/navigating/ai-traffic",
              "type": "docs",
              "title": "AI Traffic",
              "archive": null
            },
            {
              "url": "https://docs.withgauge.com/navigating/library",
              "type": "docs",
              "title": "Library",
              "archive": null
            },
            {
              "url": "https://docs.withgauge.com/navigating/fanouts",
              "type": "docs",
              "title": "Fanouts",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "accuracyHallucination": "not published: no dedicated accuracy/hallucination check; only sentiment themes that may surface mischaracterisations"
          },
          "couldNotVerify": [
            "Whether Share of Voice is enabled by default on Growth (docs say it is available for organizations that have it enabled)"
          ]
        }
      },
      "actionLayer": {
        "recommendations": "yes",
        "contentGeneration": "yes",
        "technicalAudits": "n/a",
        "citationOutreach": "yes",
        "prov": {
          "sources": [
            {
              "url": "https://docs.withgauge.com/navigating/action-center",
              "type": "docs",
              "title": "Action Center",
              "archive": null
            },
            {
              "url": "https://www.withgauge.com/features/action-center/",
              "type": "other",
              "title": "Gauge Action Center feature page",
              "archive": null
            },
            {
              "url": "https://docs.withgauge.com/navigating/content",
              "type": "docs",
              "title": "Content Engine",
              "archive": null
            },
            {
              "url": "https://docs.withgauge.com/navigating/reddit",
              "type": "docs",
              "title": "Reddit",
              "archive": null
            },
            {
              "url": "https://www.withgauge.com/pricing/",
              "type": "pricing",
              "title": "Gauge | Pricing",
              "archive": "https://web.archive.org/web/20261003150721/https://www.withgauge.com/pricing/"
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "technicalAudits": "not published: only a 9-criteria page health score is mentioned; no schema/llms.txt/crawlability audit is documented"
          },
          "couldNotVerify": [
            "What the 9 health-score criteria are and whether they include schema markup or llms.txt",
            "Whether Gauge helps execute outreach to third-party sources beyond identifying them"
          ]
        }
      },
      "dataAccess": {
        "api": "n/a",
        "csvExport": "yes",
        "lookerStudio": "n/a",
        "warehouseOrBigQuery": "n/a",
        "slack": "yes",
        "emailAlerts": "yes",
        "mcp": "yes",
        "prov": {
          "sources": [
            {
              "url": "https://www.withgauge.com/pricing/",
              "type": "pricing",
              "title": "Gauge | Pricing",
              "archive": "https://web.archive.org/web/20261003150721/https://www.withgauge.com/pricing/"
            },
            {
              "url": "https://docs.withgauge.com/help/exports",
              "type": "docs",
              "title": "Data Exports",
              "archive": null
            },
            {
              "url": "https://docs.withgauge.com/help/slack-integration",
              "type": "docs",
              "title": "Slack Integration",
              "archive": null
            },
            {
              "url": "https://docs.withgauge.com/help/notifications",
              "type": "docs",
              "title": "Notifications & Email Digests",
              "archive": null
            },
            {
              "url": "https://docs.withgauge.com/help/mcp",
              "type": "docs",
              "title": "Gauge MCP",
              "archive": null
            },
            {
              "url": "https://docs.withgauge.com/agents/api-reference/overview",
              "type": "docs",
              "title": "API overview (Gauge Agents)",
              "archive": null
            },
            {
              "url": "https://www.withgauge.com/llms.txt",
              "type": "other",
              "title": "Gauge llms.txt (vendor site)",
              "archive": "https://web.archive.org/web/20261003151727/https://www.withgauge.com/llms.txt"
            },
            {
              "url": "https://docs.withgauge.com/agents/openapi.json",
              "type": "docs",
              "title": "Gauge API OpenAPI spec (Gauge Agents)",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "api": "not published: the documented REST API (agents.withgauge.com/api/v1) is filed under Gauge Agents; the 'OpenAPI Specification' linked from the site llms.txt returns 404; Gauge Chat data access is documented only via MCP (API-key auth available)",
            "lookerStudio": "not published",
            "warehouseOrBigQuery": "not published: only bulk CSV exports on request via support"
          },
          "couldNotVerify": [
            "Whether Gauge Chat data can be pulled through a REST API outside MCP",
            "Looker Studio / BI connectors"
          ]
        }
      },
      "businessFit": {
        "agencyMultiClient": "yes",
        "whiteLabel": "n/a",
        "sso": "n/a",
        "soc2": "n/a",
        "iso27001": "n/a",
        "gdprStatement": "yes",
        "euDataResidency": "no",
        "uiLanguages": null,
        "prov": {
          "sources": [
            {
              "url": "https://www.withgauge.com/features/agency-aeo/",
              "type": "other",
              "title": "Gauge Agency Mode",
              "archive": "https://web.archive.org/web/20261003151328/https://www.withgauge.com/features/agency-aeo/"
            },
            {
              "url": "https://docs.withgauge.com/navigating/agencies",
              "type": "docs",
              "title": "Agencies",
              "archive": "https://web.archive.org/web/20261003151353/https://docs.withgauge.com/navigating/agencies"
            },
            {
              "url": "https://trust.withgauge.com/",
              "type": "other",
              "title": "Gauge | Trust Center",
              "archive": null
            },
            {
              "url": "https://www.withgauge.com/privacy-policy/",
              "type": "other",
              "title": "Privacy Policy",
              "archive": null
            },
            {
              "url": "https://legal.withgauge.com/privacy_policy.html",
              "type": "other",
              "title": "Gauge Technologies privacy policy (embedded by withgauge.com/privacy-policy/)",
              "archive": null
            },
            {
              "url": "https://docs.withgauge.com/help/team-members",
              "type": "docs",
              "title": "Team Members",
              "archive": "https://web.archive.org/web/20261003151142/https://docs.withgauge.com/help/team-members"
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "whiteLabel": "not published",
            "sso": "not published: only email/password or Google sign-in mentioned",
            "soc2": "not published: trust center lists Secureframe-monitored controls but names no framework or attestation",
            "iso27001": "not published",
            "uiLanguages": "not published"
          },
          "couldNotVerify": [
            "SOC 2 status (trust center framework name not shown)",
            "DPA / Standard Contractual Clauses for EU customers",
            "SAML SSO and role-based permissions",
            "White-label client reporting for agencies",
            "UI languages (all observed pages are English)"
          ]
        }
      },
      "selection": {
        "roundups": 5,
        "probeAnswers": 0,
        "g2Reviews": 4,
        "g2Scope": "product listing",
        "presenceScore": 0.152,
        "passesGate": true,
        "shortlistedByRubric": false
      },
      "normalisation": {},
      "derived": {
        "segment": "enterprise",
        "entryPriceUsd": 599,
        "entryPlan": "Growth",
        "entryBasis": null,
        "plans": {
          "Growth|monthly": {
            "usd": 599,
            "checks": 109440,
            "costPer1kUsd": 5.47
          },
          "Enterprise|monthly": {
            "usd": null,
            "checks": null,
            "costPer1kUsd": null
          },
          "Enterprise|annual": {
            "usd": null,
            "checks": null,
            "costPer1kUsd": null
          }
        },
        "scenarios": {
          "S|monthly": {
            "status": "fits",
            "plan": "Growth",
            "costUsd": 599,
            "addOnsUsed": [],
            "reason": null,
            "detail": "prompt units needed = 50"
          },
          "S|annual": {
            "status": "custom-quote",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "Sales-quoted plans only.",
            "detail": "no published plan covers it; a sales-quoted plan exists. No plan is published for annual billing."
          },
          "M|monthly": {
            "status": "fits",
            "plan": "Growth",
            "costUsd": 599,
            "addOnsUsed": [],
            "reason": null,
            "detail": "prompt units needed = 150"
          },
          "M|annual": {
            "status": "custom-quote",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "Sales-quoted plans only.",
            "detail": "no published plan covers it; a sales-quoted plan exists. No plan is published for annual billing."
          },
          "L|monthly": {
            "status": "custom-quote",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "Published plans fall short (no Claude, Grok); a sales-quoted plan exists.",
            "detail": "no published plan covers it; a sales-quoted plan exists. Published plans fall short — Growth: not in plan: claude, grok (no add-on for them)."
          },
          "L|annual": {
            "status": "custom-quote",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "Sales-quoted plans only.",
            "detail": "no published plan covers it; a sales-quoted plan exists. No plan is published for annual billing."
          }
        },
        "bestRate": {
          "plan": "Growth",
          "usd": 599,
          "checks": 109440,
          "costPer1kUsd": 5.47
        },
        "largestPlan": {
          "plan": "Growth",
          "usd": 599,
          "native": 599,
          "currency": "USD",
          "prompts": 600,
          "checks": 109440,
          "runFrequency": "daily"
        }
      },
      "flags": {
        "priceEstimate": false,
        "agencyRouteEligibilityUnconfirmed": false,
        "excludeFromAggregates": false,
        "note": null
      },
      "changesSince20260531": "Verified on 2026-10-03 against the 2026-05-31 lead list: (1) the $99 Starter plan (ChatGPT-only, 3 articles) is no longer offered — the pricing page lists only Growth $599/mo and Enterprise (custom). (2) Claude is no longer part of the Growth plan's engine set: Growth covers 6 platforms (ChatGPT, Google AIO, AI Mode, Gemini, Perplexity, Microsoft Copilot); Claude and Grok are included on Enterprise or added on any plan via BYOK, billed by the provider. Grok is new. (3) New offerings: Agency Mode at $300/month per active client instance, and a separate Gauge Agents product (coding-agent optimisation, credit plans from $100/month). (4) Vendor now says 'millions of dollars of funding' (no amount stated). Unchanged: 1-week free trial, Growth at $599/mo with 18 articles/month."
    },
    {
      "id": "goodie",
      "name": "Goodie",
      "shortName": "Goodie",
      "vendor": "Goodie AI Inc.",
      "url": "https://higoodie.com/",
      "pricingUrl": "https://higoodie.com/pricing/",
      "docsUrl": "https://higoodie.com/mcp/",
      "category": "native",
      "parentProduct": null,
      "status": "live",
      "summary": "Goodie is a New York-based AEO platform from Goodie AI Inc. that tracks daily brand mentions, citations, sentiment and share of voice in ChatGPT, Google AI Overviews, AI Mode, Perplexity and Copilot, with Gemini, Claude, Grok, DeepSeek, Meta AI and the Alexa and Sparky shopping assistants on higher plans. It adds prompt research, content and technical optimization agents, crawler analytics and revenue attribution, and is sold to brands from $399/month (Core, billed annually) up to Enterprise, plus a separate agency tier.",
      "reviewed": false,
      "identity": {
        "hqCountry": "US",
        "ownership": "independent",
        "funding": "No external funding found: Tracxn lists Goodie AI as 'Unfunded' and states 'Goodie AI has not raised any funding yet' (third-party, read 2026-10-03). GetLatka estimates $1.2M revenue in 2025 and about 11 employees (third-party estimate). The vendor site states no funding.",
        "fundingAsOf": "2026-10-03",
        "yearLaunched": null,
        "prov": {
          "sources": [
            {
              "url": "https://higoodie.com/service-agreement/",
              "type": "other",
              "title": "Goodie Services Agreement",
              "archive": "https://web.archive.org/web/20261003151823/https://higoodie.com/service-agreement/"
            },
            {
              "url": "https://higoodie.com/privacy-policy/",
              "type": "other",
              "title": "Goodie Privacy Policy",
              "archive": null
            },
            {
              "url": "https://tracxn.com/d/companies/goodie-ai/__Ohw5iyqJ-avYwDMYTppDKdISCZqH9x47JgSRBjaIL-Y",
              "type": "other",
              "title": "Goodie AI - Tracxn company profile",
              "archive": null
            },
            {
              "url": "https://getlatka.com/companies/higoodie.com",
              "type": "other",
              "title": "Goodie AI - GetLatka company profile",
              "archive": null
            },
            {
              "url": "https://www.producthunt.com/products/goodie",
              "type": "review-site",
              "title": "Goodie - Product Hunt",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "third-party",
          "naReasons": {
            "yearLaunched": "contradictory sources: Tracxn founded 2022 vs GetLatka founded 2024 vs Product Hunt 'Launched in 2025'; vendor site silent"
          },
          "couldNotVerify": [
            "Founding or product launch year (third-party sources disagree, vendor silent)",
            "Funding status from a primary source (only aggregator profiles; Crunchbase blocked)"
          ]
        }
      },
      "pricing": {
        "model": "per-prompt",
        "promptUnit": null,
        "promptUnitPerEngine": "n/a",
        "promptUnitPerCountry": "n/a",
        "promptUnitPerRun": "n/a",
        "freePlan": {
          "available": "n/a",
          "limits": "The pricing page lists no free plan (brand plans Core, Pro and Enterprise; agency plans Growth and Enterprise). The site links free tools (Agent Site Audit, LLMs.txt Generator, AI Visibility Index), which are not monitoring plans."
        },
        "freeTrial": {
          "available": "yes",
          "days": 7,
          "cardRequired": "n/a",
          "limits": "Core plan only: 'TRY IT FREE' and '7-day free trial'. Pro and Enterprise start with a demo. Whether a card is required is not stated; the services agreement says free trials are provided 'as agreed by Goodie in writing'."
        },
        "billingOptions": [
          "monthly",
          "annual",
          "quarterly",
          "custom"
        ],
        "annualDiscountNote": "BILLED ANNUALLY [2 MONTHS FREE]",
        "plans": [
          {
            "name": "Core",
            "contactSales": false,
            "priceMonthly": 478.8,
            "priceAnnualPerMonth": 399,
            "currency": "USD",
            "promptsIncluded": 120,
            "creditsIncluded": null,
            "enginesIncluded": [
              "chatgpt",
              "googleAio",
              "perplexity",
              "googleAiMode",
              "copilot"
            ],
            "enginesSelectable": "n/a",
            "maxEngines": 5,
            "runFrequency": "daily",
            "brandsOrProjects": 1,
            "seats": 5,
            "countries": 2,
            "languages": 2,
            "addOns": [],
            "planSource": "https://higoodie.com/pricing/"
          },
          {
            "name": "Pro",
            "contactSales": true,
            "priceMonthly": 1198.8,
            "priceAnnualPerMonth": 999,
            "currency": "USD",
            "promptsIncluded": 250,
            "creditsIncluded": null,
            "enginesIncluded": [
              "chatgpt",
              "googleAio",
              "perplexity",
              "googleAiMode",
              "copilot",
              "gemini"
            ],
            "enginesSelectable": "n/a",
            "maxEngines": 8,
            "runFrequency": "daily",
            "brandsOrProjects": 1,
            "seats": "unlimited",
            "countries": 5,
            "languages": 5,
            "addOns": [],
            "planSource": "https://higoodie.com/pricing/"
          },
          {
            "name": "Enterprise",
            "contactSales": true,
            "priceMonthly": null,
            "priceAnnualPerMonth": null,
            "currency": null,
            "promptsIncluded": null,
            "creditsIncluded": null,
            "enginesIncluded": [
              "chatgpt",
              "googleAio",
              "perplexity",
              "gemini",
              "claude",
              "googleAiMode",
              "copilot",
              "metaAi",
              "deepseek",
              "grok"
            ],
            "enginesSelectable": "n/a",
            "maxEngines": null,
            "runFrequency": "daily",
            "brandsOrProjects": null,
            "seats": "unlimited",
            "countries": null,
            "languages": null,
            "addOns": [],
            "planSource": "https://higoodie.com/pricing/"
          }
        ],
        "prov": {
          "sources": [
            {
              "url": "https://higoodie.com/pricing/",
              "type": "pricing",
              "title": "Pricing Plans | Power Your AI Search Visibility | Goodie",
              "archive": "https://web.archive.org/web/20261003151749/https://higoodie.com/pricing/"
            },
            {
              "url": "https://higoodie.com/service-agreement/",
              "type": "other",
              "title": "Goodie Services Agreement",
              "archive": "https://web.archive.org/web/20261003151823/https://higoodie.com/service-agreement/"
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "promptUnit": "not published: no definition of a billable prompt beyond the tracked-prompt counts",
            "promptUnitPerEngine": "not published",
            "promptUnitPerCountry": "not published",
            "freePlan": "not published: no free plan listed",
            "freeTrial.cardRequired": "not published",
            "plans.Enterprise.priceMonthly": "contact sales: 'Get a Demo'",
            "plans.Enterprise.priceAnnualPerMonth": "contact sales: 'Get a Demo'",
            "plans.Enterprise.promptsIncluded": "contact sales: grid shows '500+' / 'Tailored prompt volume'",
            "plans.Enterprise.maxEngines": "contradictory sources: card 'Up to 13 models tracked' vs FAQ 'all 12 engines' (grid lists 12)",
            "plans.Enterprise.brandsOrProjects": "contact sales: grid shows '1+'",
            "plans.Enterprise.countries": "contact sales: grid shows '8+'",
            "plans.Enterprise.languages": "contact sales: grid shows '8+'",
            "plans.*.overage": "not published",
            "promptUnitPerRun": "not published: the vendor does not say whether daily runs consume the prompt allowance; the grid's 'PROMPTS 120' next to 'DATA COLLECTION FREQUENCY DAILY' and the FAQ's 'swap any tracked prompt up to your plan's limit' suggest a cap on tracked prompts, but this is an inference"
          },
          "couldNotVerify": [
            "Whether a tracked prompt is counted once per engine and per country",
            "Whether daily runs consume the tracked-prompt allowance (not stated; inferred no)",
            "Overage or top-up prices for extra prompts, engines or countries",
            "Whether the Core free trial requires a payment card",
            "Whether Pro can be bought at the published price without a sales call (the FAQ says it starts with a conversation)",
            "Whether Agency Growth is self-serve ('GET STARTED' on the card) or sales-led ('GET A DEMO' in the grid; FAQ puts agency packages on Enterprise)",
            "Enterprise list price and exact engine count (12 vs 13)"
          ]
        }
      },
      "engines": {
        "status": {
          "chatgpt": {
            "status": "included",
            "surface": "unknown",
            "minPlan": "Core"
          },
          "googleAio": {
            "status": "included",
            "surface": "unknown",
            "minPlan": "Core"
          },
          "googleAiMode": {
            "status": "included",
            "surface": "unknown",
            "minPlan": "Core"
          },
          "gemini": {
            "status": "included",
            "surface": "unknown",
            "minPlan": "Pro"
          },
          "perplexity": {
            "status": "included",
            "surface": "unknown",
            "minPlan": "Core"
          },
          "claude": {
            "status": "included",
            "surface": "unknown",
            "minPlan": "Enterprise"
          },
          "copilot": {
            "status": "included",
            "surface": "unknown",
            "minPlan": "Core"
          },
          "grok": {
            "status": "included",
            "surface": "unknown",
            "minPlan": "Enterprise"
          },
          "deepseek": {
            "status": "included",
            "surface": "unknown",
            "minPlan": "Enterprise"
          },
          "metaAi": {
            "status": "included",
            "surface": "unknown",
            "minPlan": "Enterprise"
          }
        },
        "other": [
          {
            "name": "Amazon Alexa for Shopping",
            "status": "included"
          },
          {
            "name": "Walmart Sparky",
            "status": "included"
          },
          {
            "name": "Agentic commerce (SKU-level product visibility in ChatGPT, Perplexity, AI Mode, Alexa, Sparky)",
            "status": "included"
          }
        ],
        "settings": {
          "country": "yes",
          "language": "yes",
          "persona": "yes"
        },
        "prov": {
          "sources": [
            {
              "url": "https://higoodie.com/pricing/",
              "type": "pricing",
              "title": "Pricing Plans | Power Your AI Search Visibility | Goodie",
              "archive": "https://web.archive.org/web/20261003151749/https://higoodie.com/pricing/"
            },
            {
              "url": "https://higoodie.com/models/chatgpt/",
              "type": "other",
              "title": "Goodie - ChatGPT model page",
              "archive": "https://web.archive.org/web/20261003151845/https://higoodie.com/models/chatgpt/"
            },
            {
              "url": "https://higoodie.com/models/ai-overview/",
              "type": "other",
              "title": "Goodie - AI Overview model page",
              "archive": "https://web.archive.org/web/20261003152140/https://higoodie.com/models/ai-overview/"
            },
            {
              "url": "https://higoodie.com/models/claude/",
              "type": "other",
              "title": "Goodie - Claude model page",
              "archive": "https://web.archive.org/web/20261003151909/https://higoodie.com/models/claude/"
            },
            {
              "url": "https://higoodie.com/models/copilot/",
              "type": "other",
              "title": "Goodie - Copilot model page",
              "archive": "https://web.archive.org/web/20261003152205/https://higoodie.com/models/copilot/"
            },
            {
              "url": "https://higoodie.com/models/sparky/",
              "type": "other",
              "title": "Goodie - Sparky model page",
              "archive": "https://web.archive.org/web/20261003152228/https://higoodie.com/models/sparky/"
            },
            {
              "url": "https://higoodie.com/models/amazon-alexa-for-shopping/",
              "type": "other",
              "title": "Goodie - Alexa for Shopping model page",
              "archive": null
            },
            {
              "url": "https://higoodie.com/features/ai-visibility-monitoring/",
              "type": "other",
              "title": "Goodie - Visibility Monitoring",
              "archive": "https://web.archive.org/web/20261003152315/https://higoodie.com/features/ai-visibility-monitoring/"
            },
            {
              "url": "https://higoodie.com/features/agentic-commerce-suite/",
              "type": "other",
              "title": "Goodie - Agentic Commerce Suite",
              "archive": "https://web.archive.org/web/20261003152421/https://higoodie.com/features/agentic-commerce-suite/"
            },
            {
              "url": "https://higoodie.com/llms.txt",
              "type": "other",
              "title": "Goodie llms.txt",
              "archive": "https://web.archive.org/web/20261003152442/https://higoodie.com/llms.txt"
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {},
          "couldNotVerify": [
            "Whether ChatGPT and the other engines are queried through the consumer UI (with web search) or through APIs",
            "Which 13th model the Enterprise card counts",
            "Whether Core/Pro buyers can swap which engines are tracked",
            "Whether engines beyond the plan grid can be bought as add-ons (none published; Enterprise can 'request priority coverage')"
          ]
        }
      },
      "method": {
        "value": "undisclosed",
        "quote": "Goodie runs systematic prompt analysis across ChatGPT, testing thousands of relevant queries daily to capture when and how your brand appears.",
        "detail": "Goodie says it runs prompts daily and that its 'tracking focuses on publicly accessible ChatGPT interfaces', but it never says whether answers come from rendering consumer interfaces or from API calls. Its services agreement mentions 'AI model APIs' as monitored platforms, so the method is classified as undisclosed.",
        "prov": {
          "sources": [
            {
              "url": "https://higoodie.com/models/chatgpt/",
              "type": "other",
              "title": "Goodie - ChatGPT model page (FAQ)",
              "archive": "https://web.archive.org/web/20261003151845/https://higoodie.com/models/chatgpt/"
            },
            {
              "url": "https://higoodie.com/models/claude/",
              "type": "other",
              "title": "Goodie - Claude model page (FAQ)",
              "archive": "https://web.archive.org/web/20261003151909/https://higoodie.com/models/claude/"
            },
            {
              "url": "https://higoodie.com/",
              "type": "other",
              "title": "Goodie homepage FAQ",
              "archive": "https://web.archive.org/web/20261003151937/https://higoodie.com/"
            },
            {
              "url": "https://higoodie.com/pricing/",
              "type": "pricing",
              "title": "Goodie pricing FAQ",
              "archive": "https://web.archive.org/web/20261003151749/https://higoodie.com/pricing/"
            },
            {
              "url": "https://higoodie.com/service-agreement/",
              "type": "other",
              "title": "Goodie Services Agreement",
              "archive": "https://web.archive.org/web/20261003151823/https://higoodie.com/service-agreement/"
            },
            {
              "url": "https://higoodie.com/ai-visibility-methodology/",
              "type": "other",
              "title": "Goodie AI Visibility Index methodology",
              "archive": "https://web.archive.org/web/20261003152051/https://higoodie.com/ai-visibility-methodology/"
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {},
          "couldNotVerify": [
            "Per-engine collection path (consumer UI vs API)",
            "Logged-in vs logged-out sessions, web search on/off, and the location/IP of the queries",
            "Number of runs per prompt per day"
          ]
        }
      },
      "metrics": {
        "mentions": "yes",
        "citationsWithUrls": "yes",
        "shareOfVoice": "yes",
        "positionProminence": "yes",
        "sentiment": "yes",
        "accuracyHallucination": "yes",
        "promptDiscoveryOrVolume": "yes",
        "crawlerLogAnalytics": "yes",
        "aiReferralAttribution": "yes",
        "prov": {
          "sources": [
            {
              "url": "https://higoodie.com/pricing/",
              "type": "pricing",
              "title": "Pricing Plans | Power Your AI Search Visibility | Goodie",
              "archive": "https://web.archive.org/web/20261003151749/https://higoodie.com/pricing/"
            },
            {
              "url": "https://higoodie.com/features/ai-visibility-monitoring/",
              "type": "other",
              "title": "Goodie - Visibility Monitoring",
              "archive": "https://web.archive.org/web/20261003152315/https://higoodie.com/features/ai-visibility-monitoring/"
            },
            {
              "url": "https://higoodie.com/features/ai-brand-command/",
              "type": "other",
              "title": "Goodie - Brand Command",
              "archive": null
            },
            {
              "url": "https://higoodie.com/features/prompt-research/",
              "type": "other",
              "title": "Goodie - Prompt Research",
              "archive": null
            },
            {
              "url": "https://higoodie.com/features/ai-crawlers-agents/",
              "type": "other",
              "title": "Goodie - AI Crawlers & Agents",
              "archive": null
            },
            {
              "url": "https://higoodie.com/features/ai-analytics-attribution/",
              "type": "other",
              "title": "Goodie - AI Analytics & Attribution",
              "archive": null
            },
            {
              "url": "https://higoodie.com/integrations/",
              "type": "other",
              "title": "Goodie - Integrations",
              "archive": null
            },
            {
              "url": "https://higoodie.com/mcp/",
              "type": "other",
              "title": "Connect Goodie to Claude (MCP)",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {},
          "couldNotVerify": [
            "Which plans include Brand Command accuracy checks",
            "How 'influenced revenue' for zero-click demand is modelled"
          ]
        }
      },
      "actionLayer": {
        "recommendations": "yes",
        "contentGeneration": "yes",
        "technicalAudits": "yes",
        "citationOutreach": "yes",
        "prov": {
          "sources": [
            {
              "url": "https://higoodie.com/pricing/",
              "type": "pricing",
              "title": "Pricing Plans | Power Your AI Search Visibility | Goodie",
              "archive": "https://web.archive.org/web/20261003151749/https://higoodie.com/pricing/"
            },
            {
              "url": "https://higoodie.com/features/ai-optimization-actions/",
              "type": "other",
              "title": "Goodie - Optimization Actions",
              "archive": null
            },
            {
              "url": "https://higoodie.com/features/content-studio/",
              "type": "other",
              "title": "Goodie - Content Studio",
              "archive": null
            },
            {
              "url": "https://higoodie.com/features/ai-crawlers-agents/",
              "type": "other",
              "title": "Goodie - AI Crawlers & Agents",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {},
          "couldNotVerify": [
            "Whether the outreach agent sends outreach itself or only identifies and tracks targets"
          ]
        }
      },
      "dataAccess": {
        "api": "yes",
        "csvExport": "n/a",
        "lookerStudio": "n/a",
        "warehouseOrBigQuery": "n/a",
        "slack": "yes",
        "emailAlerts": "n/a",
        "mcp": "yes",
        "prov": {
          "sources": [
            {
              "url": "https://higoodie.com/pricing/",
              "type": "pricing",
              "title": "Pricing Plans | Power Your AI Search Visibility | Goodie",
              "archive": "https://web.archive.org/web/20261003151749/https://higoodie.com/pricing/"
            },
            {
              "url": "https://higoodie.com/mcp/",
              "type": "other",
              "title": "Connect Goodie to Claude (MCP)",
              "archive": null
            },
            {
              "url": "https://higoodie.com/features/mcp/",
              "type": "other",
              "title": "Goodie MCP feature page",
              "archive": null
            },
            {
              "url": "https://higoodie.com/integrations/",
              "type": "other",
              "title": "Goodie - Integrations",
              "archive": null
            },
            {
              "url": "https://higoodie.com/use-case/enterprise/",
              "type": "other",
              "title": "Goodie - Enterprise use case",
              "archive": null
            },
            {
              "url": "https://higoodie.com/features/agentic-commerce-suite/",
              "type": "other",
              "title": "Goodie - Agentic Commerce Suite",
              "archive": "https://web.archive.org/web/20261003152421/https://higoodie.com/features/agentic-commerce-suite/"
            },
            {
              "url": "https://higoodie.com/privacy-policy/",
              "type": "other",
              "title": "Goodie Privacy Policy (Goodie MCP section)",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "csvExport": "not published: 'Export access' on Pro/Enterprise, file format not stated",
            "lookerStudio": "not published: only 'Looker' named among BI/MarTech integrations",
            "warehouseOrBigQuery": "not published: only a passing 'data warehouse syncing' mention in the commerce FAQ",
            "emailAlerts": "not published: alerts mentioned without channel"
          },
          "couldNotVerify": [
            "Export file formats (CSV/XLSX) and which data can be exported",
            "What the Slack integration does and on which plans",
            "Email alerts or digests",
            "Public API documentation and rate limits"
          ]
        }
      },
      "businessFit": {
        "agencyMultiClient": "yes",
        "whiteLabel": "yes",
        "sso": "yes",
        "soc2": "yes",
        "iso27001": "n/a",
        "gdprStatement": "yes",
        "euDataResidency": "no",
        "uiLanguages": null,
        "prov": {
          "sources": [
            {
              "url": "https://higoodie.com/use-case/agencies/",
              "type": "other",
              "title": "Goodie - Agencies use case",
              "archive": null
            },
            {
              "url": "https://higoodie.com/pricing/",
              "type": "pricing",
              "title": "Pricing Plans | Power Your AI Search Visibility | Goodie",
              "archive": "https://web.archive.org/web/20261003151749/https://higoodie.com/pricing/"
            },
            {
              "url": "https://higoodie.com/security/",
              "type": "other",
              "title": "Security at Goodie",
              "archive": null
            },
            {
              "url": "https://app.vanta.com/higoodie.com/trust/5ozh0oyp3210xjhyktfqy",
              "type": "other",
              "title": "Goodie AI's Trust Center (Vanta)",
              "archive": null
            },
            {
              "url": "https://higoodie.com/privacy-policy/",
              "type": "other",
              "title": "Goodie Privacy Policy",
              "archive": null
            },
            {
              "url": "https://higoodie.com/service-agreement/",
              "type": "other",
              "title": "Goodie Services Agreement incl. DPA",
              "archive": "https://web.archive.org/web/20261003151823/https://higoodie.com/service-agreement/"
            },
            {
              "url": "https://higoodie.com/subprocessors/",
              "type": "other",
              "title": "Goodie Subprocessors",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "iso27001": "not published",
            "uiLanguages": "not published"
          },
          "couldNotVerify": [
            "UI languages (all observed pages are English)",
            "Whether SSO/SCIM is available below Enterprise",
            "Whether white-label reporting is on Agency Growth or only Enterprise"
          ]
        }
      },
      "selection": {
        "roundups": 5,
        "probeAnswers": 7,
        "g2Reviews": 8,
        "g2Scope": "product listing",
        "presenceScore": 0.209,
        "passesGate": true,
        "shortlistedByRubric": false
      },
      "normalisation": {
        "plans": {
          "Pro": {
            "checksPerMonth": 60800,
            "basis": "evidence/goodie/fix-pricing-default.txt and pricing-monthly.txt (captured 2026-10-03): Pro card '8 models tracked' / '250 prompts'; brand grid 'AI VISIBILITY & TRACKING' > 'ANSWER ENGINES TRACKED', Pro column: 'CHATGPT AI OVERVIEW PERPLEXITY AI MODE COPILOT GEMINI ALEXA SPARKY' (column mapping confirmed in fix-pricing-raw.html: Core cell 5, Pro cell 8, Enterprise cell 12), 'PROMPTS 120 250 500+', 'DATA COLLECTION FREQUENCY DAILY DAILY DAILY'. 250 prompts x 8 engines x 30.4 = 60,800. The schema has no keys for Alexa for Shopping and Walmart Sparky (they sit in engines.other), so enginesIncluded holds 6 of the 8 and the default count undercounts. Same plain reading as Core (prompts x all listed engines); the vendor does not publish whether a prompt is charged per engine."
          }
        }
      },
      "derived": {
        "segment": "mid",
        "entryPriceUsd": 478.8,
        "entryPlan": "Core",
        "entryBasis": null,
        "plans": {
          "Core|monthly": {
            "usd": 478.8,
            "checks": 18240,
            "costPer1kUsd": 26.25
          },
          "Core|annual": {
            "usd": 399,
            "checks": 18240,
            "costPer1kUsd": 21.88
          },
          "Pro|monthly": {
            "usd": 1198.8,
            "checks": 60800,
            "costPer1kUsd": 19.72
          },
          "Pro|annual": {
            "usd": 999,
            "checks": 60800,
            "costPer1kUsd": 16.43
          },
          "Enterprise|monthly": {
            "usd": null,
            "checks": null,
            "costPer1kUsd": null
          },
          "Enterprise|annual": {
            "usd": null,
            "checks": null,
            "costPer1kUsd": null
          }
        },
        "scenarios": {
          "S|monthly": {
            "status": "fits",
            "plan": "Core",
            "costUsd": 478.8,
            "addOnsUsed": [],
            "reason": null,
            "detail": "prompt units needed = 50"
          },
          "S|annual": {
            "status": "fits",
            "plan": "Core",
            "costUsd": 399,
            "addOnsUsed": [],
            "reason": null,
            "detail": "prompt units needed = 50"
          },
          "M|monthly": {
            "status": "custom-quote",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "Published plans fall short (no Gemini); a sales-quoted plan exists.",
            "detail": "no published plan covers it; a sales-quoted plan exists. Published plans fall short — Core: not in plan: gemini (no add-on for it)."
          },
          "M|annual": {
            "status": "custom-quote",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "Published plans fall short (no Gemini); a sales-quoted plan exists.",
            "detail": "no published plan covers it; a sales-quoted plan exists. Published plans fall short — Core: not in plan: gemini (no add-on for it)."
          },
          "L|monthly": {
            "status": "custom-quote",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "Published plans fall short (no Gemini, Claude, Grok); a sales-quoted plan exists.",
            "detail": "no published plan covers it; a sales-quoted plan exists. Published plans fall short — Core: not in plan: gemini, claude, grok (no add-on for them)."
          },
          "L|annual": {
            "status": "custom-quote",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "Published plans fall short (no Gemini, Claude, Grok); a sales-quoted plan exists.",
            "detail": "no published plan covers it; a sales-quoted plan exists. Published plans fall short — Core: not in plan: gemini, claude, grok (no add-on for them)."
          }
        },
        "bestRate": {
          "plan": "Pro",
          "usd": 1198.8,
          "checks": 60800,
          "costPer1kUsd": 19.72
        },
        "largestPlan": {
          "plan": "Core",
          "usd": 478.8,
          "native": 478.8,
          "currency": "USD",
          "prompts": 120,
          "checks": 18240,
          "runFrequency": "daily"
        }
      },
      "flags": {
        "priceEstimate": false,
        "agencyRouteEligibilityUnconfirmed": false,
        "excludeFromAggregates": false,
        "note": null
      },
      "changesSince20260531": "Verified on 2026-10-03 against the 2026-05-31 lead list: (1) Pricing is now public; the lead list had 'hidden/custom (est. from ~$499/mo)'. Brand plans: Core $399/month billed annually or $478.80 billed monthly (self-serve, 7-day free trial); Pro $999 or $1,198.80 (via demo); Enterprise by demo. Agency Growth is $275/month billed annually or $330/month billed quarterly. (2) Amazon Rufus is now listed as 'Alexa for Shopping' (model page: launched May 13, 2026 as the successor to Rufus), and Walmart Sparky has been added. (3) Brand Command, an accuracy check of AI answers against approved brand facts, launched on 2026-08-20. Unchanged: New York HQ and no external funding found (lead list 'bootstrapped'; Tracxn 'Unfunded'). The founding year is still contradictory, but the values differ: the lead list had 2022/2023, while today Tracxn says 2022, GetLatka 2024 and Product Hunt 'Launched in 2025'."
    },
    {
      "id": "gumshoe",
      "name": "Gumshoe",
      "shortName": "Gumshoe",
      "vendor": "Gumshoe.AI, Inc. (gumshoe.ai, Seattle, WA)",
      "url": "https://gumshoe.ai/",
      "pricingUrl": "https://gumshoe.ai/#pricing",
      "docsUrl": "https://support.gumshoe.ai/hc/en-us",
      "category": "native",
      "parentProduct": null,
      "status": "live",
      "summary": "Gumshoe is a self-serve AI-visibility platform from Seattle-based Gumshoe.AI, Inc. that runs AI-generated buyer-persona prompt sets against six model families per audit by default, chosen from 11 tracked families (OpenAI, Anthropic, Google Gemini, Google AI Overviews, Perplexity, xAI, DeepSeek) via provider APIs, and adds technical, content, citation and sentiment audits plus content generation. It targets marketing teams and agencies that want published per-project monthly pricing (Starter $99, Pro $299) with unlimited seats rather than sales-led contracts.",
      "reviewed": false,
      "identity": {
        "hqCountry": "US",
        "ownership": "vc-backed",
        "funding": "$2M pre-seed led by Pioneer Square Labs, with Hawke Ventures and angels including Ari Paparo (GeekWire, 2025-04-29); later rounds not verified",
        "fundingAsOf": "2025-04-29",
        "yearLaunched": 2025,
        "prov": {
          "sources": [
            {
              "url": "https://gumshoe.ai/about/",
              "type": "other",
              "title": "About Gumshoe",
              "archive": null
            },
            {
              "url": "https://gumshoe.ai/llms.txt",
              "type": "other",
              "title": "Gumshoe AI llms.txt (vendor site)",
              "archive": null
            },
            {
              "url": "https://gumshoe.ai/privacy/",
              "type": "other",
              "title": "Gumshoe Privacy Policy (last updated August 31, 2026)",
              "archive": "https://web.archive.org/web/20261003153229/https://gumshoe.ai/privacy/"
            },
            {
              "url": "https://www.geekwire.com/2025/marketers-are-freaking-out-about-ai-search-this-seattle-startup-just-raised-2m-to-help/",
              "type": "press",
              "title": "Marketers are 'freaking out' about AI search. This Seattle startup just raised $2M to help. (GeekWire, Apr 29, 2025)",
              "archive": null
            },
            {
              "url": "https://gumshoe.ai/resources/agency-subscription-pricing-faq/",
              "type": "pricing",
              "title": "Agency subscription pricing FAQ ('Launched July 2026')",
              "archive": "https://web.archive.org/web/20261003152825/https://gumshoe.ai/resources/agency-subscription-pricing-faq/"
            },
            {
              "url": "https://support.gumshoe.ai/hc/en-us/articles/53752919718547-What-is-changing-now-that-Gumshoe-subscriptions-have-launched",
              "type": "docs",
              "title": "What is changing now that Gumshoe subscriptions have launched? (created 2026-07-23 per Zendesk API)",
              "archive": "https://web.archive.org/web/20261003153030/https://support.gumshoe.ai/hc/en-us/articles/53752919718547-What-is-changing-now-that-Gumshoe-subscriptions-have-launched"
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "third-party",
          "naReasons": {},
          "couldNotVerify": [
            "Whether any funding round after the April 2025 $2M pre-seed exists (not re-checkable on 2026-10-03: web search unavailable, GeekWire site search HTTP 403; no database checked)",
            "Exact launch date of the paid product: public beta in April 2025 per GeekWire. Subscriptions launched in July 2026 per the agency pricing FAQ, but the grandfathering cutoff is inconsistent across vendor pages: the agency FAQ says the window closed 'when subscriptions launched in July 2026'; three help articles say 'August 17, 2026' / '8-17-26'; one ('Did Gumshoe raise its prices?') says '9-17-26'"
          ]
        }
      },
      "pricing": {
        "model": "per-check",
        "promptUnit": "Conversation. FAQ: \"A conversation is one full prompt-to-response exchange with an AI model, asked as a specific buyer persona. Both paid plans include 480 conversations per billing period\"; \"Go past 480 in a period and the extra conversations bill at $0.10 each.\" llminfo.md: \"A report's conversation count is personas multiplied by prompts per persona multiplied by models.\"",
        "promptUnitPerEngine": "yes",
        "promptUnitPerCountry": "n/a",
        "promptUnitPerRun": "yes",
        "freePlan": {
          "available": "no",
          "limits": "FAQ: 'Two monthly plans, priced per project: Starter at $99 and Pro at $299.' The pricing grid's 'Free sample / Free' column is a one-time audit that 'cannot be rerun or scheduled', so it is recorded under freeTrial. Viewing reports already run stays free after a subscription ends."
        },
        "freeTrial": {
          "available": "yes",
          "days": null,
          "cardRequired": "no",
          "limits": "One free sample audit 'per customer and per user, with no expiry': a Visibility Audit at reduced scope (4 personas x 5 prompts x 4 models = 80 conversations), read-only, cannot be rerun or scheduled, no CSV/JSON export. Pricing grid shows '1 run' of the Technical Audit, but a help-center article says the Technical Audit is not included. The help center calls this offer the 'Free Trial' / 'trial version'. Disposable email domains are refused."
        },
        "billingOptions": [
          "monthly"
        ],
        "annualDiscountNote": null,
        "plans": [
          {
            "name": "Starter",
            "contactSales": false,
            "priceMonthly": 99,
            "priceAnnualPerMonth": null,
            "currency": "USD",
            "promptsIncluded": 480,
            "creditsIncluded": null,
            "enginesIncluded": [
              "chatgpt",
              "googleAio",
              "gemini",
              "perplexity",
              "claude",
              "grok",
              "deepseek"
            ],
            "enginesSelectable": "yes",
            "maxEngines": 6,
            "runFrequency": "monthly",
            "brandsOrProjects": 1,
            "seats": "unlimited",
            "countries": 1,
            "languages": 1,
            "addOns": [
              {
                "name": "Extra conversations (overage; one prompt x one model x one persona)",
                "price": 0.1,
                "currency": "USD",
                "unit": "per conversation beyond the 480 included per monthly billing period",
                "appliesTo": "prompts:+1"
              },
              {
                "name": "Extra content generation piece beyond the plan allowance",
                "price": 25,
                "currency": "USD",
                "unit": "per piece, one-off",
                "appliesTo": "other"
              },
              {
                "name": "Additional project for another brand or focus area (each project is its own Starter subscription)",
                "price": 99,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "brands:+1"
              },
              {
                "name": "Additional project for another location/market (location is fixed per project; its own Starter subscription)",
                "price": 99,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "countries:+1"
              }
            ],
            "planSource": "https://gumshoe.ai/#pricing"
          },
          {
            "name": "Pro",
            "contactSales": false,
            "priceMonthly": 299,
            "priceAnnualPerMonth": null,
            "currency": "USD",
            "promptsIncluded": 480,
            "creditsIncluded": null,
            "enginesIncluded": [
              "chatgpt",
              "googleAio",
              "gemini",
              "perplexity",
              "claude",
              "grok",
              "deepseek"
            ],
            "enginesSelectable": "yes",
            "maxEngines": null,
            "runFrequency": "monthly",
            "brandsOrProjects": 1,
            "seats": "unlimited",
            "countries": 1,
            "languages": 1,
            "addOns": [
              {
                "name": "Extra conversations (overage; one prompt x one model x one persona)",
                "price": 0.1,
                "currency": "USD",
                "unit": "per conversation beyond the 480 included per monthly billing period",
                "appliesTo": "prompts:+1"
              },
              {
                "name": "Extra content generation piece beyond the plan allowance",
                "price": 25,
                "currency": "USD",
                "unit": "per piece, one-off",
                "appliesTo": "other"
              },
              {
                "name": "Additional project for another brand or focus area (each project is its own Pro subscription)",
                "price": 299,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "brands:+1"
              },
              {
                "name": "Additional project for another location/market (location is fixed per project; its own Pro subscription)",
                "price": 299,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "countries:+1"
              }
            ],
            "planSource": "https://gumshoe.ai/#pricing"
          },
          {
            "name": "Enterprise / custom",
            "contactSales": true,
            "priceMonthly": null,
            "priceAnnualPerMonth": null,
            "currency": null,
            "promptsIncluded": null,
            "creditsIncluded": null,
            "enginesIncluded": [],
            "enginesSelectable": "n/a",
            "maxEngines": null,
            "runFrequency": "n/a",
            "brandsOrProjects": null,
            "seats": null,
            "countries": null,
            "languages": null,
            "addOns": [],
            "planSource": "https://gumshoe.ai/contact/custom-pricing/"
          }
        ],
        "prov": {
          "sources": [
            {
              "url": "https://gumshoe.ai/#pricing",
              "type": "pricing",
              "title": "Gumshoe pricing section ('Choose your plan'); gumshoe.ai/pricing redirects here",
              "archive": "https://web.archive.org/web/20261003152500/https://gumshoe.ai/"
            },
            {
              "url": "https://gumshoe.ai/faq/",
              "type": "docs",
              "title": "Gumshoe FAQ (Pricing and Value)",
              "archive": "https://web.archive.org/web/20261003152603/https://gumshoe.ai/faq/"
            },
            {
              "url": "https://gumshoe.ai/llminfo.md",
              "type": "docs",
              "title": "Gumshoe: Platform Reference (Plans, pricing, and billing)",
              "archive": "https://web.archive.org/web/20261003152624/https://gumshoe.ai/llminfo.md"
            },
            {
              "url": "https://gumshoe.ai/faqsforllms.md",
              "type": "docs",
              "title": "Gumshoe: Frequently Asked Questions (Plans and billing)",
              "archive": "https://web.archive.org/web/20261003152723/https://gumshoe.ai/faqsforllms.md"
            },
            {
              "url": "https://gumshoe.ai/product/ai-visibility-audit/",
              "type": "pricing",
              "title": "AI Visibility Audit (plan comparison and model table)",
              "archive": "https://web.archive.org/web/20261003152801/https://gumshoe.ai/product/ai-visibility-audit/"
            },
            {
              "url": "https://gumshoe.ai/resources/agency-subscription-pricing-faq/",
              "type": "pricing",
              "title": "Agency subscription pricing FAQ",
              "archive": "https://web.archive.org/web/20261003152825/https://gumshoe.ai/resources/agency-subscription-pricing-faq/"
            },
            {
              "url": "https://support.gumshoe.ai/hc/en-us/articles/54857934200211-What-s-included-in-the-Starter-and-Pro-Subscription-plans",
              "type": "docs",
              "title": "What's included in the Starter and Pro Subscription plans?",
              "archive": "https://web.archive.org/web/20261003152846/https://support.gumshoe.ai/hc/en-us/articles/54857934200211-What-s-included-in-the-Starter-and-Pro-Subscription-plans"
            },
            {
              "url": "https://support.gumshoe.ai/hc/en-us/articles/54576499151379-Do-I-need-a-separate-subscription-for-each-project",
              "type": "docs",
              "title": "Do I need a separate subscription for each project?",
              "archive": "https://web.archive.org/web/20261003152902/https://support.gumshoe.ai/hc/en-us/articles/54576499151379-Do-I-need-a-separate-subscription-for-each-project"
            },
            {
              "url": "https://support.gumshoe.ai/hc/en-us/articles/53743042814355-What-happens-to-my-existing-audits-under-the-new-plans",
              "type": "docs",
              "title": "What happens to my existing audits under the new plans?",
              "archive": "https://web.archive.org/web/20261003152949/https://support.gumshoe.ai/hc/en-us/articles/53743042814355-What-happens-to-my-existing-audits-under-the-new-plans"
            },
            {
              "url": "https://support.gumshoe.ai/hc/en-us/articles/47137358514323-How-does-Gumshoe-content-generation-pricing-work",
              "type": "docs",
              "title": "How does Gumshoe content generation pricing work?",
              "archive": "https://web.archive.org/web/20261003153005/https://support.gumshoe.ai/hc/en-us/articles/47137358514323-How-does-Gumshoe-content-generation-pricing-work"
            },
            {
              "url": "https://gumshoe.ai/contact/custom-pricing/",
              "type": "pricing",
              "title": "Custom Pricing (contact form)",
              "archive": "https://web.archive.org/web/20261003152524/https://gumshoe.ai/contact/custom-pricing/"
            },
            {
              "url": "https://support.gumshoe.ai/hc/en-us/articles/53752919718547-What-is-changing-now-that-Gumshoe-subscriptions-have-launched",
              "type": "docs",
              "title": "What is changing now that Gumshoe subscriptions have launched? (upgrade flow; Starter cap)",
              "archive": "https://web.archive.org/web/20261003153030/https://support.gumshoe.ai/hc/en-us/articles/53752919718547-What-is-changing-now-that-Gumshoe-subscriptions-have-launched"
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "annualDiscountNote": "not applicable: monthly billing only ('No annual contracts')",
            "plans.priceAnnualPerMonth": "not applicable: no annual billing offered",
            "promptUnitPerCountry": "not applicable: a project has exactly one location; another market is a separate project with its own subscription and conversation allowance",
            "freeTrial.days": "not applicable: the free sample is one audit with no expiry, not a time-limited trial",
            "Enterprise / custom": "contact sales: no list price, limits or engines published",
            "plans.Pro.maxEngines": "contradictory sources: FAQ/llminfo.md/faqsforllms.md 'no cap on how many families a single audit runs' and help center 'Models: starts at 6, scales upward' vs Visibility Audit page '6 on Starter and Pro' and agency FAQ 'across 6 models'"
          },
          "couldNotVerify": [
            "An explicit vendor statement that weekly/daily Snapshot (Pulse) conversations do not draw down the 480 included conversations. The normalisation counts them on top of the 480, inferred from 'no separate charge' and the 'cap of 480 total conversations per monthly Visibility Audit'",
            "Whether overage beyond 480 conversations is billed self-serve at $0.10 or must be scoped with sales (FAQ vs agency pricing FAQ conflict)",
            "Which 4 models the free sample and the Snapshot/Pulse audits use (agency FAQ: 'locked to a preset configuration'; Visibility Audit page: 'The same personas, prompts, and models as your Visibility Audit')",
            "Enterprise/custom plan price and limits (contact sales)",
            "Exact agency-partner pricing beyond '15% off all activity' and the monthly minimum for white-label (contact sales)",
            "Whether the free sample includes one Technical Audit run (pricing grid: yes; help center: no)",
            "Maximum number of model families a Pro audit can run (FAQ/llminfo.md 'no cap' and help center 'scales upward' vs Visibility Audit page and agency FAQ '6 models')",
            "Grandfathering cutoff date for pre-subscription scheduled audits (agency FAQ: July 2026 launch; help center: 2026-08-17 in three articles, 9-17-26 in one)"
          ]
        }
      },
      "engines": {
        "status": {
          "chatgpt": {
            "status": "included",
            "surface": "api",
            "minPlan": "Starter"
          },
          "googleAio": {
            "status": "included",
            "surface": "unknown",
            "minPlan": "Starter"
          },
          "googleAiMode": {
            "status": "no",
            "surface": "unknown",
            "minPlan": null
          },
          "gemini": {
            "status": "included",
            "surface": "api",
            "minPlan": "Starter"
          },
          "perplexity": {
            "status": "included",
            "surface": "api",
            "minPlan": "Starter"
          },
          "claude": {
            "status": "included",
            "surface": "api",
            "minPlan": "Starter"
          },
          "copilot": {
            "status": "no",
            "surface": "unknown",
            "minPlan": null
          },
          "grok": {
            "status": "included",
            "surface": "api",
            "minPlan": "Starter"
          },
          "deepseek": {
            "status": "included",
            "surface": "api",
            "minPlan": "Starter"
          },
          "metaAi": {
            "status": "no",
            "surface": "unknown",
            "minPlan": null
          }
        },
        "other": [],
        "settings": {
          "country": "yes",
          "language": "yes",
          "persona": "yes"
        },
        "prov": {
          "sources": [
            {
              "url": "https://gumshoe.ai/faq/",
              "type": "docs",
              "title": "Gumshoe FAQ ('What AI models does Gumshoe track?')",
              "archive": "https://web.archive.org/web/20261003152603/https://gumshoe.ai/faq/"
            },
            {
              "url": "https://gumshoe.ai/product/ai-visibility-audit/",
              "type": "pricing",
              "title": "AI Visibility Audit (model and live web search table; plan coverage)",
              "archive": "https://web.archive.org/web/20261003152801/https://gumshoe.ai/product/ai-visibility-audit/"
            },
            {
              "url": "https://gumshoe.ai/llminfo.md",
              "type": "docs",
              "title": "Gumshoe: Platform Reference (Models and coverage; language and geography)",
              "archive": "https://web.archive.org/web/20261003152624/https://gumshoe.ai/llminfo.md"
            },
            {
              "url": "https://support.gumshoe.ai/hc/en-us/articles/55250965115539-Does-Gumshoe-support-Microsoft-Copilot",
              "type": "docs",
              "title": "Does Gumshoe support Microsoft Copilot?",
              "archive": "https://web.archive.org/web/20261003153251/https://support.gumshoe.ai/hc/en-us/articles/55250965115539-Does-Gumshoe-support-Microsoft-Copilot"
            },
            {
              "url": "https://support.gumshoe.ai/hc/en-us/articles/53742277353363-Does-Gumshoe-measure-Claude-s-live-web-search",
              "type": "docs",
              "title": "Does Gumshoe measure Claude's live web search?",
              "archive": "https://web.archive.org/web/20261003153307/https://support.gumshoe.ai/hc/en-us/articles/53742277353363-Does-Gumshoe-measure-Claude-s-live-web-search"
            },
            {
              "url": "https://support.gumshoe.ai/hc/en-us/articles/43023549909011-How-Do-I-Use-the-Location-Feature-in-Gumshoe",
              "type": "docs",
              "title": "How Do I Use the Location Feature in Gumshoe?",
              "archive": "https://web.archive.org/web/20261003153351/https://support.gumshoe.ai/hc/en-us/articles/43023549909011-How-Do-I-Use-the-Location-Feature-in-Gumshoe"
            },
            {
              "url": "https://support.gumshoe.ai/hc/en-us/articles/49225390620819-What-Languages-Does-Gumshoe-Support",
              "type": "docs",
              "title": "What Languages Does Gumshoe Support?",
              "archive": "https://web.archive.org/web/20261003153423/https://support.gumshoe.ai/hc/en-us/articles/49225390620819-What-Languages-Does-Gumshoe-Support"
            },
            {
              "url": "https://gumshoe.ai/privacy/",
              "type": "other",
              "title": "Gumshoe Privacy Policy (AI providers; search and enrichment providers)",
              "archive": "https://web.archive.org/web/20261003153229/https://gumshoe.ai/privacy/"
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {},
          "couldNotVerify": [
            "How Google AI Overviews answers are collected (official API vs third-party SERP/scraping provider)",
            "Which 4 models the free sample and the Snapshot/Pulse audits run",
            "Whether Starter can pick every one of the 11 families (marketing page says all eleven; llminfo says 'within the available families')",
            "Maximum number of model families one Pro audit can run (FAQ/llminfo.md 'no cap' vs Visibility Audit page '6 on Starter and Pro')"
          ]
        }
      },
      "method": {
        "value": "api",
        "quote": "\"No. Gumshoe reaches every AI model through official APIs.\" (FAQ, 'Do you use browser scraping?') / \"Gumshoe also validates against the native interfaces to confirm we are seeing what real users see.\" (methodology page)",
        "detail": "The vendor says it queries every model family through the provider's official API and uses system messages to simulate logged-in buyer personas (memory, custom instructions, context), with periodic cross-checks against the consumer interfaces. It explicitly rejects browser scraping. The collection route for Google AI Overviews is not described, and the privacy policy lists third-party search/scraping providers for retrieving 'web pages and search results'.",
        "prov": {
          "sources": [
            {
              "url": "https://gumshoe.ai/faq/",
              "type": "docs",
              "title": "Gumshoe FAQ ('Do you use browser scraping?')",
              "archive": "https://web.archive.org/web/20261003152603/https://gumshoe.ai/faq/"
            },
            {
              "url": "https://gumshoe.ai/resources/gumshoe-methodology/",
              "type": "docs",
              "title": "How Gumshoe Works (methodology; published Jun 2025, updated Apr 2026)",
              "archive": "https://web.archive.org/web/20261003153150/https://gumshoe.ai/resources/gumshoe-methodology/"
            },
            {
              "url": "https://support.gumshoe.ai/hc/en-us/articles/45512130981779-Why-Gumshoe-Connects-to-AI-Models-Through-APIs-and-Why-It-Matters",
              "type": "docs",
              "title": "Why Gumshoe Connects to AI Models Through APIs (and Why It Matters)",
              "archive": "https://web.archive.org/web/20261003153211/https://support.gumshoe.ai/hc/en-us/articles/45512130981779-Why-Gumshoe-Connects-to-AI-Models-Through-APIs-and-Why-It-Matters"
            },
            {
              "url": "https://gumshoe.ai/llminfo.md",
              "type": "docs",
              "title": "Gumshoe: Platform Reference (Methodology and data handling)",
              "archive": "https://web.archive.org/web/20261003152624/https://gumshoe.ai/llminfo.md"
            },
            {
              "url": "https://gumshoe.ai/privacy/",
              "type": "other",
              "title": "Gumshoe Privacy Policy",
              "archive": "https://web.archive.org/web/20261003153229/https://gumshoe.ai/privacy/"
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {},
          "couldNotVerify": [
            "Collection route for Google AI Overviews (no official Google AIO API is named; third-party search/scraping providers appear in the privacy policy)",
            "How closely API answers match the consumer apps (vendor claims periodic cross-checks; no published results)"
          ]
        }
      },
      "metrics": {
        "mentions": "yes",
        "citationsWithUrls": "yes",
        "shareOfVoice": "yes",
        "positionProminence": "yes",
        "sentiment": "yes",
        "accuracyHallucination": "n/a",
        "promptDiscoveryOrVolume": "yes",
        "crawlerLogAnalytics": "n/a",
        "aiReferralAttribution": "n/a",
        "prov": {
          "sources": [
            {
              "url": "https://gumshoe.ai/llminfo.md",
              "type": "docs",
              "title": "Gumshoe: Platform Reference (Measurement and metrics; the audits)",
              "archive": "https://web.archive.org/web/20261003152624/https://gumshoe.ai/llminfo.md"
            },
            {
              "url": "https://gumshoe.ai/faqsforllms.md",
              "type": "docs",
              "title": "Gumshoe: Frequently Asked Questions (Reading your results)",
              "archive": "https://web.archive.org/web/20261003152723/https://gumshoe.ai/faqsforllms.md"
            },
            {
              "url": "https://gumshoe.ai/resources/gumshoe-methodology/",
              "type": "docs",
              "title": "How Gumshoe Works (Visibility scoring)",
              "archive": "https://web.archive.org/web/20261003153150/https://gumshoe.ai/resources/gumshoe-methodology/"
            },
            {
              "url": "https://gumshoe.ai/product/sentiment-audit/",
              "type": "pricing",
              "title": "Sentiment Audit",
              "archive": null
            },
            {
              "url": "https://gumshoe.ai/product/citation-audit/",
              "type": "pricing",
              "title": "Citation Audit",
              "archive": null
            },
            {
              "url": "https://support.gumshoe.ai/hc/en-us/articles/53957942294035-What-does-each-Gumshoe-export-contain",
              "type": "docs",
              "title": "What does each Gumshoe export contain?",
              "archive": null
            },
            {
              "url": "https://gumshoe.ai/resources/agency-subscription-pricing-faq/",
              "type": "pricing",
              "title": "Agency subscription pricing FAQ (Sentiment Audit vs brand perception)",
              "archive": "https://web.archive.org/web/20261003152825/https://gumshoe.ai/resources/agency-subscription-pricing-faq/"
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "accuracyHallucination": "not published: no accuracy/fact-check metric described; hallucinations are addressed only via Content/Technical Audit guidance",
            "crawlerLogAnalytics": "not published: no server/crawler log analysis described (Technical Audit fetches pages, does not analyse logs)",
            "aiReferralAttribution": "not published: vendor explains visibility vs AI referral traffic but describes no referral-traffic tracking"
          },
          "couldNotVerify": [
            "Whether any brand-fact accuracy or hallucination flag exists inside the app (not described publicly)"
          ]
        }
      },
      "actionLayer": {
        "recommendations": "yes",
        "contentGeneration": "yes",
        "technicalAudits": "yes",
        "citationOutreach": "yes",
        "prov": {
          "sources": [
            {
              "url": "https://gumshoe.ai/#pricing",
              "type": "pricing",
              "title": "Gumshoe homepage features (Act: Technical Audit Improvements, Content Generator, Earn Citations)",
              "archive": "https://web.archive.org/web/20261003152500/https://gumshoe.ai/"
            },
            {
              "url": "https://gumshoe.ai/product/technical-audit/",
              "type": "pricing",
              "title": "Technical Audit",
              "archive": null
            },
            {
              "url": "https://gumshoe.ai/product/content-audit/",
              "type": "pricing",
              "title": "Content Audit",
              "archive": null
            },
            {
              "url": "https://gumshoe.ai/llminfo.md",
              "type": "docs",
              "title": "Gumshoe: Platform Reference (The audits; content generation)",
              "archive": "https://web.archive.org/web/20261003152624/https://gumshoe.ai/llminfo.md"
            },
            {
              "url": "https://support.gumshoe.ai/hc/en-us/articles/47137358514323-How-does-Gumshoe-content-generation-pricing-work",
              "type": "docs",
              "title": "How does Gumshoe content generation pricing work?",
              "archive": "https://web.archive.org/web/20261003153005/https://support.gumshoe.ai/hc/en-us/articles/47137358514323-How-does-Gumshoe-content-generation-pricing-work"
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {},
          "couldNotVerify": [
            "Whether the Technical Audit checks llms.txt (not listed among its checks)",
            "Whether any outreach execution (contact lists, pitching) exists beyond identifying target domains"
          ]
        }
      },
      "dataAccess": {
        "api": "yes",
        "csvExport": "yes",
        "lookerStudio": "n/a",
        "warehouseOrBigQuery": "n/a",
        "slack": "yes",
        "emailAlerts": "yes",
        "mcp": "yes",
        "prov": {
          "sources": [
            {
              "url": "https://gumshoe.ai/faq/",
              "type": "docs",
              "title": "Gumshoe FAQ (Working With Your Data)",
              "archive": "https://web.archive.org/web/20261003152603/https://gumshoe.ai/faq/"
            },
            {
              "url": "https://app.gumshoe.ai/openapi",
              "type": "docs",
              "title": "Gumshoe API (OpenAPI 3.1)",
              "archive": null
            },
            {
              "url": "https://support.gumshoe.ai/hc/en-us/articles/44885365846291-How-Do-I-Find-and-Use-My-Gumshoe-API-Key",
              "type": "docs",
              "title": "How Do I Find and Use My Gumshoe API Key?",
              "archive": null
            },
            {
              "url": "https://support.gumshoe.ai/hc/en-us/articles/53957942294035-What-does-each-Gumshoe-export-contain",
              "type": "docs",
              "title": "What does each Gumshoe export contain?",
              "archive": null
            },
            {
              "url": "https://gumshoe.ai/integrations/",
              "type": "pricing",
              "title": "Gumshoe Integrations",
              "archive": null
            },
            {
              "url": "https://support.gumshoe.ai/hc/en-us/articles/44149403278355-How-do-I-manage-my-project-s-subscription-and-schedule",
              "type": "docs",
              "title": "How do I manage my project's subscription and schedule?",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "lookerStudio": "not published",
            "warehouseOrBigQuery": "not published: only JSON export and the API are suggested for warehousing; no native connector"
          },
          "couldNotVerify": [
            "Whether the API can create and run reports (OpenAPI/FAQ) or is read-only (help center, agencies page)",
            "Slack integration setup and whether it sends threshold alerts (only the integrations page describes it)"
          ]
        }
      },
      "businessFit": {
        "agencyMultiClient": "yes",
        "whiteLabel": "yes",
        "sso": "n/a",
        "soc2": "n/a",
        "iso27001": "n/a",
        "gdprStatement": "yes",
        "euDataResidency": "no",
        "uiLanguages": [
          "en"
        ],
        "prov": {
          "sources": [
            {
              "url": "https://gumshoe.ai/solutions/agencies/",
              "type": "pricing",
              "title": "Gumshoe for Agencies",
              "archive": null
            },
            {
              "url": "https://gumshoe.ai/solutions/agency-partners/",
              "type": "pricing",
              "title": "Agency Program",
              "archive": null
            },
            {
              "url": "https://gumshoe.ai/faq/",
              "type": "docs",
              "title": "Gumshoe FAQ ('Can I white-label reports?')",
              "archive": "https://web.archive.org/web/20261003152603/https://gumshoe.ai/faq/"
            },
            {
              "url": "https://gumshoe.ai/privacy/",
              "type": "other",
              "title": "Gumshoe Privacy Policy (last updated August 31, 2026)",
              "archive": "https://web.archive.org/web/20261003153229/https://gumshoe.ai/privacy/"
            },
            {
              "url": "https://support.gumshoe.ai/hc/en-us/articles/46491407171219-What-is-Gumshoe-s-approach-to-security-and-compliance",
              "type": "docs",
              "title": "What is Gumshoe's approach to security and compliance?",
              "archive": null
            },
            {
              "url": "https://support.gumshoe.ai/hc/en-us/articles/49225390620819-What-Languages-Does-Gumshoe-Support",
              "type": "docs",
              "title": "What Languages Does Gumshoe Support?",
              "archive": "https://web.archive.org/web/20261003153423/https://support.gumshoe.ai/hc/en-us/articles/49225390620819-What-Languages-Does-Gumshoe-Support"
            },
            {
              "url": "https://support.gumshoe.ai/hc/en-us/articles/50895254525715-What-are-the-team-member-roles-and-access-levels-in-Gumshoe",
              "type": "docs",
              "title": "What are the team member roles and access levels in Gumshoe?",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "sso": "not published: only Google account sign-in ('Google SSO') is mentioned; no SAML/enterprise SSO",
            "soc2": "not published: security article gives no certification and asks buyers to contact the team",
            "iso27001": "not published"
          },
          "couldNotVerify": [
            "SOC 2 / ISO 27001 status (vendor says contact the team; no certification published)",
            "Availability of SAML SSO or SCIM for enterprise accounts",
            "Whether a Data Processing Agreement / SCCs are offered for EU customers (not stated in the privacy policy)"
          ]
        }
      },
      "selection": {
        "roundups": 3,
        "probeAnswers": 0,
        "g2Reviews": 4,
        "g2Scope": "product listing",
        "presenceScore": 0.122,
        "passesGate": true,
        "shortlistedByRubric": false
      },
      "normalisation": {
        "plans": {
          "Starter": {
            "checksPerMonth": 828,
            "basis": "480 conversations/month from the monthly Visibility Audit + weekly Snapshot (Pulse) Audit of 80 conversations x 4.35 = 348. evidence/gumshoe/fix-faq-dom.txt: \"Both paid plans include 480 conversations per billing period, which is what a standard Visibility Audit uses: 8 personas, 10 prompts each, across 6 models\" and \"A Snapshot Audit is the lighter recurring run included with a paid subscription, weekly on Starter and daily on Pro. It runs at a smaller scope than the full monthly Visibility Audit: 4 personas, 5 prompts per persona, across 4 models, for 80 conversations.\"; evidence/gumshoe/fix-agency-pricing-faq-dom.txt: \"There is a cap of 480 total conversations per monthly Visibility Audit on both Starter and Pro.\"; evidence/gumshoe/fix-hc-articles.txt: \"Pulse Audits are included in your subscription, so there is no separate charge for them\" and \"On Starter, your Visibility Audit (formerly known as a report) runs monthly and your Pulse Audit runs weekly. ... All of it is included in the flat monthly price\". Starter's audit is fixed at 8 x 10 x 6 = 480 (evidence/gumshoe/fix-hc-starter-pro-plans.txt), so Snapshot conversations can only be free if they sit outside the 480. A conversation = one prompt answered by one model (fix-faq-dom.txt: \"A conversation is one full prompt-to-response exchange with an AI model\"). The vendor never says in so many words that Snapshot conversations do not draw down the 480."
          },
          "Pro": {
            "checksPerMonth": 2912,
            "basis": "480 conversations/month from the monthly Visibility Audit at base scope + daily Snapshot (Pulse) Audit of 80 conversations x 30.4 = 2,432. evidence/gumshoe/fix-hc-starter-pro-plans.txt: \"480 conversations included per billing period, the same as Starter\" and \"Daily Snapshot Audits\"; evidence/gumshoe/fix-faq-dom.txt: \"weekly on Starter and daily on Pro ... 4 personas, 5 prompts per persona, across 4 models, for 80 conversations\"; evidence/gumshoe/fix-agency-pricing-faq-dom.txt: \"There is a cap of 480 total conversations per monthly Visibility Audit on both Starter and Pro.\"; evidence/gumshoe/fix-hc-articles.txt: \"On Pro, the Visibility Audit runs monthly and your Pulse Audit runs daily. All of it is included in the flat monthly price\" and \"Pulse Audits are included in your subscription, so there is no separate charge for them\". Audits scaled above 480 are billed as overage, so they are not counted here."
          }
        },
        "scenario": {
          "S": {
            "status": "custom-quote",
            "reason": "The only weekly or daily run is the Snapshot (Pulse) Audit, capped at 4 personas x 5 prompts (20 prompts) x 4 models per run (evidence/gumshoe/fix-faq-dom.txt: \"4 personas, 5 prompts per persona, across 4 models, for 80 conversations\"; fix-hc-articles.txt: \"A Pulse Audit uses a smaller, fixed set of personas, topics, and prompts\"), so 50 prompts weekly is not covered. The 480-conversation Visibility Audit runs monthly with no extra runs (fix-hc-articles.txt: \"you can't trigger an extra run early or run your Visibility Audit twice in the same month ... This applies to your Pulse Audit too.\"). Sales tier: fix-hc-starter-pro-plans.txt \"If your project needs more than Pro includes, Enterprise and custom options are available.\""
          }
        }
      },
      "derived": {
        "segment": "budget",
        "entryPriceUsd": 99,
        "entryPlan": "Starter",
        "entryBasis": null,
        "plans": {
          "Starter|monthly": {
            "usd": 99,
            "checks": 828,
            "costPer1kUsd": 119.57
          },
          "Pro|monthly": {
            "usd": 299,
            "checks": 2912,
            "costPer1kUsd": 102.68
          },
          "Enterprise / custom|monthly": {
            "usd": null,
            "checks": null,
            "costPer1kUsd": null
          },
          "Enterprise / custom|annual": {
            "usd": null,
            "checks": null,
            "costPer1kUsd": null
          }
        },
        "scenarios": {
          "S|monthly": {
            "status": "custom-quote",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "The only weekly or daily run is the Snapshot audit, capped at 20 prompts; beyond Pro, Gumshoe offers Enterprise and custom options.",
            "detail": "override: The only weekly or daily run is the Snapshot (Pulse) Audit, capped at 4 personas x 5 prompts (20 prompts) x 4 models per run (evidence/gumshoe/fix-faq-dom.txt: \"4 personas, 5 prompts per persona, across 4 models, for 80 conversations\"; fix-hc-articles.txt: \"A Pulse Audit uses a smaller, fixed set of personas, topics, and prompts\"), so 50 prompts weekly is not covered. The 480-conversation Visibility Audit runs monthly with no extra runs (fix-hc-articles.txt: \"you can't trigger an extra run early or run your Visibility Audit twice in the same month ... This applies to your Pulse Audit too.\"). Sales tier: fix-hc-starter-pro-plans.txt \"If your project needs more than Pro includes, Enterprise and custom options are available.\""
          },
          "S|annual": {
            "status": "custom-quote",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "The only weekly or daily run is the Snapshot audit, capped at 20 prompts; beyond Pro, Gumshoe offers Enterprise and custom options.",
            "detail": "override: The only weekly or daily run is the Snapshot (Pulse) Audit, capped at 4 personas x 5 prompts (20 prompts) x 4 models per run (evidence/gumshoe/fix-faq-dom.txt: \"4 personas, 5 prompts per persona, across 4 models, for 80 conversations\"; fix-hc-articles.txt: \"A Pulse Audit uses a smaller, fixed set of personas, topics, and prompts\"), so 50 prompts weekly is not covered. The 480-conversation Visibility Audit runs monthly with no extra runs (fix-hc-articles.txt: \"you can't trigger an extra run early or run your Visibility Audit twice in the same month ... This applies to your Pulse Audit too.\"). Sales tier: fix-hc-starter-pro-plans.txt \"If your project needs more than Pro includes, Enterprise and custom options are available.\""
          },
          "M|monthly": {
            "status": "not-supported",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "The vendor does not support Google AI Mode.",
            "detail": "engine(s) not supported: googleAiMode"
          },
          "M|annual": {
            "status": "not-supported",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "The vendor does not support Google AI Mode.",
            "detail": "engine(s) not supported: googleAiMode"
          },
          "L|monthly": {
            "status": "not-supported",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "The vendor does not support Google AI Mode, Microsoft Copilot.",
            "detail": "engine(s) not supported: googleAiMode, copilot"
          },
          "L|annual": {
            "status": "not-supported",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "The vendor does not support Google AI Mode, Microsoft Copilot.",
            "detail": "engine(s) not supported: googleAiMode, copilot"
          }
        },
        "bestRate": {
          "plan": "Pro",
          "usd": 299,
          "checks": 2912,
          "costPer1kUsd": 102.68
        },
        "largestPlan": {
          "plan": "Pro",
          "usd": 299,
          "native": 299,
          "currency": "USD",
          "prompts": 480,
          "checks": 2912,
          "runFrequency": "monthly"
        }
      },
      "flags": {
        "priceEstimate": false,
        "agencyRouteEligibilityUnconfirmed": false,
        "excludeFromAggregates": false,
        "note": null
      },
      "changesSince20260531": "Pricing model changed. The 2026-05-31 lead list recorded pay-as-you-go at $0.10 per conversation with free starter reports. Today Gumshoe sells per-project monthly subscriptions: Starter $99/mo, Pro $299/mo, Enterprise via sales. $0.10 per conversation survives only as overage beyond 480 included conversations, and new customers get one free sample audit. The vendor confirms the switch ('Gumshoe moved from charging for one report at a time to subscription plans'). The agency pricing FAQ says 'Subscriptions launched in July 2026'. Projects scheduled to repeat before the switch keep per-conversation pricing through the end of 2026, but the cutoff date differs by page: the agency FAQ ties it to the July 2026 launch, three help articles say 2026-08-17 and one says '9-17-26'. Sentiment, Citation and Content Audits (marked 'New' in the site navigation) and weekly/daily Pulse audits are subscription-only. The vendor gives 2025 as its founding year (lead list: ~2024). The only funding on record is the $2M pre-seed (April 2025); no later round was confirmed."
    },
    {
      "id": "hubspot-aeo",
      "name": "HubSpot AEO",
      "shortName": "HubSpot AEO",
      "vendor": "HubSpot, Inc.",
      "url": "https://www.hubspot.com/products/aeo",
      "pricingUrl": "https://legal.hubspot.com/hubspot-product-and-services-catalog",
      "docsUrl": "https://knowledge.hubspot.com/seo/set-up-and-analyze-ai-visibility",
      "category": "suite-module",
      "parentProduct": "HubSpot Marketing Hub",
      "status": "live",
      "summary": "HubSpot AEO is the AI-search visibility module of HubSpot's marketing platform. It tracks brand mentions, sentiment, share of voice and cited sources for daily prompts in ChatGPT, Gemini and Perplexity, and turns them into content, site-audit and outreach recommendations. It is sold on its own from $50 per month and is included in Marketing Hub Professional and Enterprise. It suits SMB and mid-market marketing teams, especially those already using HubSpot's CRM and content tools.",
      "reviewed": false,
      "identity": {
        "hqCountry": "US",
        "ownership": "public-company",
        "funding": "HubSpot is a public company (NYSE: HUBS), founded in 2006 (HubSpot Board of Directors and Our Story pages). Acquisition: HubSpot's own HubSpot AEO page says '2026: Acquired XFunnel, ran AEO on our own brand, and built the tools based on what actually works'. XFunnel, an AI-visibility startup, had announced on its blog (Oct 31, 2025) that it 'has entered into an agreement to be acquired by HubSpot'. No deal terms or exact closing date were published on the pages opened.",
        "fundingAsOf": "2026-10-03",
        "yearLaunched": 2025,
        "prov": {
          "sources": [
            {
              "url": "https://www.hubspot.com/company/contact",
              "type": "other",
              "title": "Contact Us | HubSpot (Global Headquarters, 2 Canal Park, Cambridge, MA 02141, United States)",
              "archive": null
            },
            {
              "url": "https://www.hubspot.com/company/board-of-directors",
              "type": "other",
              "title": "HubSpot Board of Directors ('HubSpot (NYSE: HUBS) is a public company.')",
              "archive": null
            },
            {
              "url": "https://www.hubspot.com/our-story",
              "type": "other",
              "title": "About HubSpot | HubSpot's Story (founded 2006)",
              "archive": null
            },
            {
              "url": "https://www.hubspot.com/spotlight/fall2025",
              "type": "other",
              "title": "Spotlight Fall 2025 (Answer Engine Optimization, 'Request beta')",
              "archive": null
            },
            {
              "url": "https://www.hubspot.com/products/aeo",
              "type": "other",
              "title": "HubSpot AEO standalone page (FAQ: Why should I trust HubSpot to help me with AEO? '2026: Acquired XFunnel')",
              "archive": "https://web.archive.org/web/20261001202543/https://www.hubspot.com/products/aeo"
            },
            {
              "url": "https://www.hubspot.com/products/marketing/aeo",
              "type": "other",
              "title": "AEO in Marketing Hub (FAQ: Why should I trust HubSpot to help me with AEO?, version without XFunnel)",
              "archive": "https://web.archive.org/web/20260814202554/https://www.hubspot.com/products/marketing/aeo"
            },
            {
              "url": "https://www.xfunnel.ai/blog/hubspot-acquisition",
              "type": "press",
              "title": "XFunnel joins HubSpot to build the future of marketing (XFunnel blog, Oct 31, 2025)",
              "archive": null
            },
            {
              "url": "https://www.xfunnel.ai/",
              "type": "other",
              "title": "XFunnel homepage (acquisition banner)",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "third-party",
          "naReasons": {},
          "couldNotVerify": [
            "The XFunnel deal value and exact closing date (HubSpot gives only the year, 2026)",
            "Whether HubSpot AEO runs on XFunnel technology: HubSpot links the acquisition to building the AEO tools but does not say so",
            "The date HubSpot AEO became purchasable on its own (the standalone $50/month offer); only the Fall 2025 beta page and the '2026' FAQ lines were found"
          ]
        }
      },
      "pricing": {
        "model": "per-prompt",
        "promptUnit": "One tracked prompt. 'Track 25 prompts', 'Each prompt run daily across 3 engines', '2,500 answers per month' (catalog, HubSpot AEO). Extra prompts are sold in packs: 'Track 10 additional prompts, each run daily across three engines, for 1,000 additional answers per month' ($20 per month).",
        "promptUnitPerEngine": "no",
        "promptUnitPerCountry": "n/a",
        "promptUnitPerRun": "no",
        "freePlan": {
          "available": "no",
          "limits": "No free plan of HubSpot AEO is offered. The free 'AEO Grader' is a separate 'one-time diagnostic' ('a single moment in time'), and 'AI Search Sensor' does not show your own brand ('AI Search Sensor won’t show your brand’s visibility, but HubSpot AEO can'). The HubSpot Free platform plan has no AEO (pricing grid shows '—' for Free and Starter)."
        },
        "freeTrial": {
          "available": "yes",
          "days": 28,
          "cardRequired": "no",
          "limits": "KB: 'HubSpot AEO 28 day free trial', with the same limits as the paid plan (2,500 answers per month, 25 prompts daily, 3 engines). FAQ: 'You can track 25 prompts in ChatGPT, Perplexity, and Gemini for free. No credit card required. After your trial, continue tracking for $50/month — same 25 prompts, same three engines'."
        },
        "billingOptions": [
          "monthly",
          "annual"
        ],
        "annualDiscountNote": "HubSpot AEO: '$50/month' or '$45/month if you pay annually.' (FAQ: 'Available at $50/mo ($45 when paid yearly)'). Platform pricing page: 'Billed annually' toggle marked 'Best value' (Professional $100 to $90 per seat per month).",
        "plans": [
          {
            "name": "HubSpot AEO (standalone)",
            "contactSales": false,
            "priceMonthly": 50,
            "priceAnnualPerMonth": 45,
            "currency": "USD",
            "promptsIncluded": 25,
            "creditsIncluded": null,
            "enginesIncluded": [
              "chatgpt",
              "gemini",
              "perplexity"
            ],
            "enginesSelectable": "no",
            "maxEngines": 3,
            "runFrequency": "daily",
            "brandsOrProjects": 1,
            "seats": null,
            "countries": null,
            "languages": null,
            "addOns": [
              {
                "name": "AEO Answers Limit Increase: 'Track 10 additional prompts', 'Each prompt run daily across 3 engines', '1,000 additional answers per month'",
                "price": 20,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "prompts:+10"
              },
              {
                "name": "Additional HubSpot AEO subscription for another brand (FAQ: 'you can purchase multiple instances of HubSpot AEO at $50/month. One for each brand.')",
                "price": 50,
                "currency": "USD",
                "unit": "per month per brand",
                "appliesTo": "brands:+1"
              }
            ],
            "planSource": "https://www.hubspot.com/products/aeo"
          },
          {
            "name": "HubSpot Professional (platform plan, AEO included)",
            "contactSales": false,
            "priceMonthly": 100,
            "priceAnnualPerMonth": 90,
            "currency": "USD",
            "promptsIncluded": null,
            "creditsIncluded": null,
            "enginesIncluded": [
              "chatgpt",
              "gemini",
              "perplexity"
            ],
            "enginesSelectable": "no",
            "maxEngines": 3,
            "runFrequency": "daily",
            "brandsOrProjects": null,
            "seats": null,
            "countries": null,
            "languages": null,
            "addOns": [],
            "planSource": "https://www.hubspot.com/pricing/?currencyCode=USD"
          },
          {
            "name": "HubSpot Enterprise (platform plan, AEO included)",
            "contactSales": false,
            "priceMonthly": null,
            "priceAnnualPerMonth": 175,
            "currency": "USD",
            "promptsIncluded": null,
            "creditsIncluded": null,
            "enginesIncluded": [
              "chatgpt",
              "gemini",
              "perplexity"
            ],
            "enginesSelectable": "no",
            "maxEngines": 3,
            "runFrequency": "daily",
            "brandsOrProjects": null,
            "seats": null,
            "countries": null,
            "languages": null,
            "addOns": [],
            "planSource": "https://www.hubspot.com/pricing/?currencyCode=USD"
          },
          {
            "name": "Marketing Hub Professional (Product & Services Catalog)",
            "contactSales": false,
            "priceMonthly": null,
            "priceAnnualPerMonth": 890,
            "currency": "USD",
            "promptsIncluded": 25,
            "creditsIncluded": null,
            "enginesIncluded": [
              "chatgpt",
              "gemini",
              "perplexity"
            ],
            "enginesSelectable": "no",
            "maxEngines": 3,
            "runFrequency": "daily",
            "brandsOrProjects": 1,
            "seats": 3,
            "countries": null,
            "languages": null,
            "addOns": [
              {
                "name": "AEO Answers Limit Increase (10 additional prompts, 1,000 additional answers per month)",
                "price": 20,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "prompts:+10"
              },
              {
                "name": "Additional Core Seat (Professional)",
                "price": 50,
                "currency": "USD",
                "unit": "per month per seat",
                "appliesTo": "seats:+1"
              },
              {
                "name": "Marketing Hub Professional Onboarding (required, one-time fee)",
                "price": 3000,
                "currency": "USD",
                "unit": "one-off (required)",
                "appliesTo": "other"
              }
            ],
            "planSource": "https://legal.hubspot.com/hubspot-product-and-services-catalog"
          },
          {
            "name": "Marketing Hub Enterprise (Product & Services Catalog)",
            "contactSales": false,
            "priceMonthly": null,
            "priceAnnualPerMonth": 3600,
            "currency": "USD",
            "promptsIncluded": 50,
            "creditsIncluded": null,
            "enginesIncluded": [
              "chatgpt",
              "gemini",
              "perplexity"
            ],
            "enginesSelectable": "no",
            "maxEngines": 3,
            "runFrequency": "daily",
            "brandsOrProjects": 1,
            "seats": 5,
            "countries": null,
            "languages": null,
            "addOns": [
              {
                "name": "AEO Answers Limit Increase (10 additional prompts, 1,000 additional answers per month)",
                "price": 20,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "prompts:+10"
              },
              {
                "name": "Brands Add-On (one additional brand with its own AEO setup; 'Available as an add-on to Marketing Hub Enterprise')",
                "price": 1000,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "brands:+1"
              },
              {
                "name": "Additional Core Seat (Enterprise)",
                "price": 75,
                "currency": "USD",
                "unit": "per month per seat",
                "appliesTo": "seats:+1"
              },
              {
                "name": "Marketing Hub Enterprise Onboarding (required, one-time fee)",
                "price": 7000,
                "currency": "USD",
                "unit": "one-off (required)",
                "appliesTo": "other"
              }
            ],
            "planSource": "https://legal.hubspot.com/hubspot-product-and-services-catalog"
          },
          {
            "name": "HubSpot for Marketers (Marketing Hub + Content Hub bundle)",
            "contactSales": false,
            "priceMonthly": 900,
            "priceAnnualPerMonth": null,
            "currency": "USD",
            "promptsIncluded": null,
            "creditsIncluded": null,
            "enginesIncluded": [
              "chatgpt",
              "gemini",
              "perplexity"
            ],
            "enginesSelectable": "no",
            "maxEngines": 3,
            "runFrequency": "daily",
            "brandsOrProjects": null,
            "seats": null,
            "countries": null,
            "languages": null,
            "addOns": [],
            "planSource": "https://www.hubspot.com/products/marketing/aeo"
          }
        ],
        "prov": {
          "sources": [
            {
              "url": "https://www.hubspot.com/products/aeo",
              "type": "pricing",
              "title": "HubSpot AEO standalone page (HubSpot AEO Software Pricing card and FAQ)",
              "archive": "https://web.archive.org/web/20261001202543/https://www.hubspot.com/products/aeo"
            },
            {
              "url": "https://legal.hubspot.com/hubspot-product-and-services-catalog",
              "type": "pricing",
              "title": "HubSpot Product & Services Catalog (HubSpot AEO pricing table, Marketing Hub pricing, AEO Answers Limit Increase, Brands Add-On)",
              "archive": "https://web.archive.org/web/20260927171119/https://legal.hubspot.com/hubspot-product-and-services-catalog"
            },
            {
              "url": "https://www.hubspot.com/pricing/?currencyCode=USD",
              "type": "pricing",
              "title": "Marketing Software Pricing | HubSpot (platform plans, monthly and annual states, comparison grid, FAQ)",
              "archive": null
            },
            {
              "url": "https://www.hubspot.com/products/marketing/aeo",
              "type": "other",
              "title": "AEO in Marketing Hub (HubSpot for Marketers $900/month, FAQ)",
              "archive": "https://web.archive.org/web/20260814202554/https://www.hubspot.com/products/marketing/aeo"
            },
            {
              "url": "https://knowledge.hubspot.com/seo/set-up-and-analyze-ai-visibility",
              "type": "docs",
              "title": "KB: Set up and analyze AEO (Limits table, 28-day trial, feature table)",
              "archive": null
            },
            {
              "url": "https://knowledge.hubspot.com/seo/review-and-manage-aeo-recommendations",
              "type": "docs",
              "title": "KB: Review and manage AEO recommendations (HubSpot Credits requirement)",
              "archive": null
            },
            {
              "url": "https://knowledge.hubspot.com/branding/manage-your-brands-with-hubspot-brands",
              "type": "docs",
              "title": "KB: Manage your brands with HubSpot Brands",
              "archive": "https://web.archive.org/web/20260926110612/https://knowledge.hubspot.com/branding/manage-your-brands-with-hubspot-brands"
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "promptUnitPerCountry": "not published: no country/location setting is documented; prompts carry location in their text (e.g. 'in United States')",
            "plans.HubSpot AEO (standalone).seats": "not published",
            "plans.*.countries": "not published: no country or location targeting is documented",
            "plans.*.languages": "not published: KB says prompts 'should be written in the language that the selected ICP would write naturally'; no language cap",
            "plans.HubSpot Professional (platform plan, AEO included).promptsIncluded": "not published: the pricing page states no AEO prompt allowance; KB and catalog give 25 prompts for 'Marketing Hub Professional' but do not mention this plan name (plan-specific limits are applied only to named subscriptions; engines and daily runs are product-wide)",
            "plans.HubSpot Enterprise (platform plan, AEO included).promptsIncluded": "not published: the pricing page states no AEO prompt allowance; KB and catalog give 50 prompts for 'Marketing Hub Enterprise' but do not mention this plan name (same rule as Professional)",
            "plans.HubSpot Enterprise (platform plan, AEO included).priceMonthly": "contradictory sources: in the 'Billed monthly' state the Enterprise card shows '$175/mo/seat' while the grid's 'Starting price per plan' shows '—' and 'User limits' shows 'Unlimited users'",
            "plans.Marketing Hub Professional (Product & Services Catalog).priceMonthly": "not published: the catalog gives only 'Starts at $890/month' and its contact tiers say 'Included in your annual subscription'; no monthly-billing price is shown",
            "plans.*.creditsIncluded": "not applicable: AEO is priced per prompt, not on a credit model; HubSpot Credits (a platform-wide AI allowance) are noted in notableLimits where shown",
            "plans.HubSpot Professional (platform plan, AEO included).brandsOrProjects": "not published: the pricing page does not state how many brands AEO tracks on this plan",
            "plans.HubSpot Enterprise (platform plan, AEO included).brandsOrProjects": "not published: the pricing page does not state how many brands AEO tracks on this plan",
            "plans.HubSpot Professional (platform plan, AEO included).overage": "not published: the catalog offers the AEO Answers Limit Increase 'to Marketing Hub Professional and Enterprise'; this plan name is not mentioned",
            "plans.HubSpot Enterprise (platform plan, AEO included).overage": "not published: the catalog offers the AEO Answers Limit Increase 'to Marketing Hub Professional and Enterprise'; this plan name is not mentioned",
            "plans.HubSpot for Marketers (Marketing Hub + Content Hub bundle).brandsOrProjects": "not published",
            "plans.HubSpot for Marketers (Marketing Hub + Content Hub bundle).seats": "not published",
            "plans.HubSpot for Marketers (Marketing Hub + Content Hub bundle).overage": "not published",
            "plans.Marketing Hub Enterprise (Product & Services Catalog).priceMonthly": "not applicable: catalog says 'Billed annually'",
            "plans.HubSpot for Marketers (Marketing Hub + Content Hub bundle).promptsIncluded": "not published",
            "plans.HubSpot for Marketers (Marketing Hub + Content Hub bundle).priceAnnualPerMonth": "not published: only '$900/month' is shown, billing term not stated",
            "plans.HubSpot Professional (platform plan, AEO included).seats": "not published: priced per seat; minimum seat count not stated",
            "plans.HubSpot Enterprise (platform plan, AEO included).seats": "not published: priced per seat and no minimum or included seat count is stated; the monthly grid's User limits cell reads 'Unlimited users', the annual one 'Additional seats $175/mo/seat'",
            "onboarding fee for platform plans": "not published: FAQ says onboarding is required for Professional and Enterprise but shows no price"
          },
          "couldNotVerify": [
            "Which pricing is current for buying AEO through a HubSpot plan: the per-seat platform plans on the pricing page ($100/$175 per seat) or the catalog's Marketing Hub prices ($890 and $3,600 per month)",
            "The AEO prompt allowance on the per-seat platform Professional and Enterprise plans and on HubSpot for Marketers",
            "Whether the $20 AEO Answers Limit Increase has a different price under annual billing",
            "Whether Marketing Hub Professional can be bought on monthly billing, and at what price (the catalog block refers only to an annual subscription)",
            "Whether the platform Enterprise plan can be bought on monthly billing (the card shows $175/mo/seat, the monthly grid shows '—')",
            "The required onboarding fee for the platform Professional and Enterprise plans",
            "How many users can access a standalone HubSpot AEO subscription"
          ]
        }
      },
      "engines": {
        "status": {
          "chatgpt": {
            "status": "included",
            "surface": "unknown",
            "minPlan": "HubSpot AEO (standalone)"
          },
          "googleAio": {
            "status": "no",
            "surface": "unknown",
            "minPlan": null
          },
          "googleAiMode": {
            "status": "no",
            "surface": "unknown",
            "minPlan": null
          },
          "gemini": {
            "status": "included",
            "surface": "unknown",
            "minPlan": "HubSpot AEO (standalone)"
          },
          "perplexity": {
            "status": "included",
            "surface": "unknown",
            "minPlan": "HubSpot AEO (standalone)"
          },
          "claude": {
            "status": "n/a",
            "surface": "unknown",
            "minPlan": null
          },
          "copilot": {
            "status": "no",
            "surface": "unknown",
            "minPlan": null
          },
          "grok": {
            "status": "no",
            "surface": "unknown",
            "minPlan": null
          },
          "deepseek": {
            "status": "no",
            "surface": "unknown",
            "minPlan": null
          },
          "metaAi": {
            "status": "no",
            "surface": "unknown",
            "minPlan": null
          }
        },
        "other": [],
        "settings": {
          "country": "n/a",
          "language": "n/a",
          "persona": "n/a"
        },
        "prov": {
          "sources": [
            {
              "url": "https://knowledge.hubspot.com/seo/set-up-and-analyze-ai-visibility",
              "type": "docs",
              "title": "KB: Set up and analyze AEO (supported answer engines, limits table)",
              "archive": null
            },
            {
              "url": "https://legal.hubspot.com/hubspot-product-and-services-catalog",
              "type": "pricing",
              "title": "Product & Services Catalog (Each prompt run daily across 3 engines)",
              "archive": "https://web.archive.org/web/20260927171119/https://legal.hubspot.com/hubspot-product-and-services-catalog"
            },
            {
              "url": "https://www.hubspot.com/products/aeo",
              "type": "other",
              "title": "HubSpot AEO standalone page (Multi-engine coverage (ChatGPT, Gemini, Perplexity); FAQ)",
              "archive": "https://web.archive.org/web/20261001202543/https://www.hubspot.com/products/aeo"
            },
            {
              "url": "https://developers.hubspot.com/docs/api-reference/2027-03-beta/marketing/aeo/guide",
              "type": "docs",
              "title": "AEO API (BETA) guide",
              "archive": null
            },
            {
              "url": "https://trust.hubspot.com/ai/a9bbdeae-de78-4a1b-bc41-308694a426a7",
              "type": "other",
              "title": "HubSpot AI Trust: AI Features (Feature: AEO, model data flow)",
              "archive": "https://web.archive.org/web/20260603222827/https://trust.hubspot.com/ai/a9bbdeae-de78-4a1b-bc41-308694a426a7"
            },
            {
              "url": "https://knowledge.hubspot.com/seo/review-and-manage-aeo-prompts",
              "type": "docs",
              "title": "KB: Review and manage AEO prompts",
              "archive": null
            },
            {
              "url": "https://knowledge.hubspot.com/seo/use-aeo-with-the-hubspot-connector",
              "type": "docs",
              "title": "KB: Use AEO with the HubSpot connector (example prompts mentioning Claude)",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "claude": "contradictory sources: KB/catalog list three engines without Claude; the beta API guide names Claude among tracked AI assistants, and the connector KB's example asks 'What did Claude say about my top tracked prompts last week?'",
            "settings.country": "not published",
            "settings.language": "not published: prompts may be written in any language and carry a 'language' attribute, but no language targeting setting is documented",
            "settings.persona": "not published: ICPs drive prompt generation only"
          },
          "couldNotVerify": [
            "Whether Claude is (or will be) a tracked engine, given the API guide's wording",
            "Whether ChatGPT, Gemini and Perplexity answers come from the consumer apps (with web search) or the model APIs, and which model versions",
            "Whether answers can be targeted to a country or location other than by writing it into the prompt text"
          ]
        }
      },
      "method": {
        "value": "undisclosed",
        "quote": "Automatically track the prompts that matter most to your business, running them on answer engines and analyzing the responses.",
        "detail": "HubSpot says only that it runs tracked prompts daily 'on answer engines' and does not say whether answers come from the consumer interfaces, the model APIs or a panel. Indirect signs point to API calls with web search, but none is stated as the collection method. The AI Trust page's data flow for the AEO feature lists API models only: Perplexity Sonar and Sonar Pro, Gemini 3.5 Flash and Flash Lite, OpenAI GPT-5.x and GPT-4o, and Anthropic Claude. The beta API returns the 'searchQueries' the AI used for each run.",
        "prov": {
          "sources": [
            {
              "url": "https://legal.hubspot.com/hubspot-product-and-services-catalog",
              "type": "pricing",
              "title": "Product & Services Catalog (HubSpot AEO features: Prompt tracking and suggestions)",
              "archive": "https://web.archive.org/web/20260927171119/https://legal.hubspot.com/hubspot-product-and-services-catalog"
            },
            {
              "url": "https://knowledge.hubspot.com/seo/set-up-and-analyze-ai-visibility",
              "type": "docs",
              "title": "KB: Set up and analyze AEO ('AEO runs tracked prompts daily')",
              "archive": null
            },
            {
              "url": "https://trust.hubspot.com/ai/a9bbdeae-de78-4a1b-bc41-308694a426a7",
              "type": "other",
              "title": "HubSpot AI Trust: Feature: AEO model data flow",
              "archive": "https://web.archive.org/web/20260603222827/https://trust.hubspot.com/ai/a9bbdeae-de78-4a1b-bc41-308694a426a7"
            },
            {
              "url": "https://developers.hubspot.com/docs/api-reference/2027-03-beta/marketing/aeo/guide",
              "type": "docs",
              "title": "AEO API (BETA) guide (prompt runs, searchQueries)",
              "archive": null
            },
            {
              "url": "https://www.hubspot.com/products/aeo",
              "type": "other",
              "title": "HubSpot AEO standalone page (FAQ on AEO Grader; Docebo testimonial)",
              "archive": "https://web.archive.org/web/20261001202543/https://www.hubspot.com/products/aeo"
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {},
          "couldNotVerify": [
            "The collection method for each engine (API with web search vs consumer UI rendering) and whether runs are logged-out or location-specific"
          ]
        }
      },
      "metrics": {
        "mentions": "yes",
        "citationsWithUrls": "yes",
        "shareOfVoice": "yes",
        "positionProminence": "n/a",
        "sentiment": "yes",
        "accuracyHallucination": "n/a",
        "promptDiscoveryOrVolume": "yes",
        "crawlerLogAnalytics": "n/a",
        "aiReferralAttribution": "yes",
        "prov": {
          "sources": [
            {
              "url": "https://knowledge.hubspot.com/seo/set-up-and-analyze-ai-visibility",
              "type": "docs",
              "title": "KB: Set up and analyze AEO (brand metrics, competitor landscape, citation analysis)",
              "archive": null
            },
            {
              "url": "https://knowledge.hubspot.com/seo/review-and-manage-aeo-prompts",
              "type": "docs",
              "title": "KB: Review and manage AEO prompts",
              "archive": null
            },
            {
              "url": "https://www.hubspot.com/products/marketing/aeo",
              "type": "other",
              "title": "AEO in Marketing Hub (FAQ: common AEO terms, citation analysis)",
              "archive": "https://web.archive.org/web/20260814202554/https://www.hubspot.com/products/marketing/aeo"
            },
            {
              "url": "https://developers.hubspot.com/docs/api-reference/2027-03-beta/marketing/aeo/guide",
              "type": "docs",
              "title": "AEO API (BETA) guide (ownedMentions, competitorMentions, citations url/title)",
              "archive": null
            },
            {
              "url": "https://knowledge.hubspot.com/reports/understand-hubspots-traffic-sources-in-the-traffic-analytics-tool",
              "type": "docs",
              "title": "KB: Traffic sources (AI Referrals)",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "positionProminence": "not published: no rank or position-in-answer metric is documented",
            "accuracyHallucination": "not published: sentiment is measured, but no factual-accuracy or hallucination check is documented",
            "crawlerLogAnalytics": "not published: the technical site audit checks 'crawlability' but no AI-crawler log analytics is documented"
          },
          "couldNotVerify": [
            "Whether standalone HubSpot AEO customers get the AI Referrals traffic report (documented for Marketing Hub/Content Hub Professional and Enterprise)"
          ]
        }
      },
      "actionLayer": {
        "recommendations": "yes",
        "contentGeneration": "yes",
        "technicalAudits": "yes",
        "citationOutreach": "yes",
        "prov": {
          "sources": [
            {
              "url": "https://knowledge.hubspot.com/seo/review-and-manage-aeo-recommendations",
              "type": "docs",
              "title": "KB: Review and manage AEO recommendations (site audit, blog and LinkedIn generation)",
              "archive": null
            },
            {
              "url": "https://knowledge.hubspot.com/seo/set-up-and-analyze-ai-visibility",
              "type": "docs",
              "title": "KB: Set up and analyze AEO (feature table)",
              "archive": null
            },
            {
              "url": "https://knowledge.hubspot.com/seo/use-aeo-with-the-hubspot-connector",
              "type": "docs",
              "title": "KB: Use AEO with the HubSpot connector",
              "archive": null
            },
            {
              "url": "https://www.hubspot.com/products/aeo",
              "type": "other",
              "title": "HubSpot AEO standalone page (FAQ: How does the AEO tool work)",
              "archive": "https://web.archive.org/web/20261001202543/https://www.hubspot.com/products/aeo"
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {},
          "couldNotVerify": [
            "Whether standalone HubSpot AEO can generate LinkedIn articles or any content (blog generation is Marketing Hub only)",
            "Whether the site audit checks llms.txt or AI-crawler access in robots.txt"
          ]
        }
      },
      "dataAccess": {
        "api": "yes",
        "csvExport": "n/a",
        "lookerStudio": "n/a",
        "warehouseOrBigQuery": "n/a",
        "slack": "n/a",
        "emailAlerts": "n/a",
        "mcp": "yes",
        "prov": {
          "sources": [
            {
              "url": "https://developers.hubspot.com/docs/api-reference/2027-03-beta/marketing/aeo/guide",
              "type": "docs",
              "title": "AEO API (BETA) guide",
              "archive": null
            },
            {
              "url": "https://developers.hubspot.com/docs/_llms/apis/2027-03-beta.md",
              "type": "docs",
              "title": "HubSpot developer docs index, APIs 2027-03-beta (AEO endpoints)",
              "archive": null
            },
            {
              "url": "https://knowledge.hubspot.com/seo/use-aeo-with-the-hubspot-connector",
              "type": "docs",
              "title": "KB: Use AEO with the HubSpot connector",
              "archive": null
            },
            {
              "url": "https://www.hubspot.com/claude",
              "type": "other",
              "title": "HubSpot for Claude (FAQ: MCP integration; paid account)",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "csvExport": "not published",
            "lookerStudio": "not published",
            "warehouseOrBigQuery": "not published",
            "slack": "not published",
            "emailAlerts": "not published: only an email when a generated blog draft is ready is documented, no visibility alerts"
          },
          "couldNotVerify": [
            "Whether AEO dashboard data can be exported to CSV/Excel or added to HubSpot custom reports",
            "Whether the beta AEO API is available on standalone HubSpot AEO subscriptions",
            "Whether the HubSpot connector for ChatGPT is also MCP-based (only the Claude connector FAQ says so)"
          ]
        }
      },
      "businessFit": {
        "agencyMultiClient": "n/a",
        "whiteLabel": "n/a",
        "sso": "yes",
        "soc2": "yes",
        "iso27001": "n/a",
        "gdprStatement": "yes",
        "euDataResidency": "yes",
        "uiLanguages": [
          "English",
          "Chinese (traditional)",
          "Chinese (simplified)",
          "Danish",
          "Dutch",
          "Finnish",
          "French",
          "German",
          "Italian",
          "Japanese",
          "Korean",
          "Norwegian (Bokmål)",
          "Polish",
          "Portuguese (Brazil)",
          "Spanish",
          "Swedish",
          "Thai"
        ],
        "prov": {
          "sources": [
            {
              "url": "https://www.hubspot.com/pricing/?currencyCode=USD",
              "type": "pricing",
              "title": "Pricing grid ('Let users sign in with single sign-on')",
              "archive": null
            },
            {
              "url": "https://legal.hubspot.com/security",
              "type": "other",
              "title": "HubSpot Security Program (FAQ: regional data hosting; SSO)",
              "archive": null
            },
            {
              "url": "https://trust.hubspot.com/",
              "type": "other",
              "title": "HubSpot Trust Center (badges: SOC 1 Type II, SOC 2 Type II, SOC 3, HIPAA, GDPR, CCPA, EU Cloud Code of Conduct, TRUSTe)",
              "archive": null
            },
            {
              "url": "https://knowledge.hubspot.com/help-and-resources/hubspot-language-offerings",
              "type": "docs",
              "title": "KB: HubSpot language offerings",
              "archive": null
            },
            {
              "url": "https://knowledge.hubspot.com/seo/set-up-and-analyze-ai-visibility",
              "type": "docs",
              "title": "KB: Set up and analyze AEO (Track multiple brands)",
              "archive": null
            },
            {
              "url": "https://knowledge.hubspot.com/branding/manage-your-brands-with-hubspot-brands",
              "type": "docs",
              "title": "KB: Manage your brands with HubSpot Brands",
              "archive": "https://web.archive.org/web/20260926110612/https://knowledge.hubspot.com/branding/manage-your-brands-with-hubspot-brands"
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "agencyMultiClient": "not published: only per-brand subscriptions or the Enterprise Brands add-on are documented; no agency/client workspace for AEO",
            "whiteLabel": "not published",
            "iso27001": "not published: Trust Center badges list SOC 1/2/3, HIPAA, GDPR, CCPA, EU Cloud Code of Conduct and TRUSTe only"
          },
          "couldNotVerify": [
            "Whether HubSpot AEO is in the scope of HubSpot's SOC 2 report (it is a beta feature)",
            "Whether AEO answer collection and analysis stay in the EU for EU-hosted accounts",
            "Whether the AEO screens are localised into all 17 HubSpot interface languages",
            "Whether SSO is available on a standalone HubSpot AEO subscription"
          ]
        }
      },
      "selection": {
        "roundups": 6,
        "probeAnswers": 31,
        "g2Reviews": 145,
        "g2Scope": "suite/parent listing",
        "presenceScore": 0.33,
        "passesGate": true,
        "shortlistedByRubric": false
      },
      "normalisation": {},
      "derived": {
        "segment": "budget",
        "entryPriceUsd": 50,
        "entryPlan": "HubSpot AEO (standalone)",
        "entryBasis": null,
        "plans": {
          "HubSpot AEO (standalone)|monthly": {
            "usd": 50,
            "checks": 2280,
            "costPer1kUsd": 21.93
          },
          "HubSpot AEO (standalone)|annual": {
            "usd": 45,
            "checks": 2280,
            "costPer1kUsd": 19.74
          },
          "HubSpot Professional (platform plan, AEO included)|monthly": {
            "usd": 100,
            "checks": null,
            "costPer1kUsd": null
          },
          "HubSpot Professional (platform plan, AEO included)|annual": {
            "usd": 90,
            "checks": null,
            "costPer1kUsd": null
          },
          "HubSpot Enterprise (platform plan, AEO included)|annual": {
            "usd": 175,
            "checks": null,
            "costPer1kUsd": null
          },
          "Marketing Hub Professional (Product & Services Catalog)|annual": {
            "usd": 890,
            "checks": 2280,
            "costPer1kUsd": 390.35
          },
          "Marketing Hub Enterprise (Product & Services Catalog)|annual": {
            "usd": 3600,
            "checks": 4560,
            "costPer1kUsd": 789.47
          },
          "HubSpot for Marketers (Marketing Hub + Content Hub bundle)|monthly": {
            "usd": 900,
            "checks": null,
            "costPer1kUsd": null
          }
        },
        "scenarios": {
          "S|monthly": {
            "status": "not-supported",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "The vendor does not support Google AI Overviews.",
            "detail": "engine(s) not supported: googleAio"
          },
          "S|annual": {
            "status": "not-supported",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "The vendor does not support Google AI Overviews.",
            "detail": "engine(s) not supported: googleAio"
          },
          "M|monthly": {
            "status": "not-supported",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "The vendor does not support Google AI Overviews, Google AI Mode.",
            "detail": "engine(s) not supported: googleAio, googleAiMode"
          },
          "M|annual": {
            "status": "not-supported",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "The vendor does not support Google AI Overviews, Google AI Mode.",
            "detail": "engine(s) not supported: googleAio, googleAiMode"
          },
          "L|monthly": {
            "status": "not-supported",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "The vendor does not support Google AI Overviews, Google AI Mode, Microsoft Copilot, Grok.",
            "detail": "engine(s) not supported: googleAio, googleAiMode, copilot, grok"
          },
          "L|annual": {
            "status": "not-supported",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "The vendor does not support Google AI Overviews, Google AI Mode, Microsoft Copilot, Grok.",
            "detail": "engine(s) not supported: googleAio, googleAiMode, copilot, grok"
          }
        },
        "bestRate": {
          "plan": "HubSpot AEO (standalone)",
          "usd": 50,
          "checks": 2280,
          "costPer1kUsd": 21.93
        },
        "largestPlan": {
          "plan": "HubSpot for Marketers (Marketing Hub + Content Hub bundle)",
          "usd": 900,
          "native": 900,
          "currency": "USD",
          "prompts": null,
          "checks": null,
          "runFrequency": "daily"
        }
      },
      "flags": {
        "priceEstimate": false,
        "agencyRouteEligibilityUnconfirmed": false,
        "excludeFromAggregates": false,
        "note": null
      },
      "changesSince20260531": "HubSpot AEO was not on the 2026-05-31 lead list. The list carried XFunnel (HQ unknown, 'custom' pricing after a strategy call). Verified 2026-10-03: (1) XFunnel's site shows a banner and an Oct 31, 2025 blog post saying it 'has entered into an agreement to be acquired by HubSpot'. HubSpot's own HubSpot AEO page now says '2026: Acquired XFunnel, ran AEO on our own brand, and built the tools based on what actually works'. So HubSpot confirms the acquisition as completed in 2026 and links it to building the AEO tools. That partly confirms HubSpot AEO as XFunnel's successor; neither site says HubSpot AEO is a renamed XFunnel product. (2) HubSpot now sells HubSpot AEO (BETA) on its own at $50/month or $45/month billed annually: 25 prompts run daily on ChatGPT, Gemini and Perplexity, extra 10-prompt packs at $20/month, and a 28-day free trial without a card. AEO is also included in Marketing Hub Professional (25 prompts) and Enterprise (50 prompts). (3) A beta AEO API (2027-03-beta) and AEO access through the HubSpot MCP connector for Claude and ChatGPT are documented."
    },
    {
      "id": "knowatoa",
      "name": "Knowatoa",
      "shortName": "Knowatoa",
      "vendor": "Knowatoa (Wafris LLC)",
      "url": "https://knowatoa.com/",
      "pricingUrl": "https://knowatoa.com/pricing",
      "docsUrl": "https://docs.knowatoa.com/",
      "category": "native",
      "parentProduct": null,
      "status": "live",
      "summary": "Knowatoa is a US AI-search visibility tool (operated by Wafris LLC). It tracks brand mentions, rank, cited sources, sentiment and accuracy for user-defined questions across ChatGPT, Google AI Overviews and AI Mode, Claude, Gemini, Meta AI and Perplexity, and adds AI-bot access tests and AI agents that draft articles for CMS publishing. It is sold self-serve at $59/mo (Starter, three services) and $199/mo (Growth, all seven services plus API, MCP and Looker Studio), with a custom Enterprise tier, and is aimed at small marketing teams, SaaS founders and agencies.",
      "reviewed": false,
      "identity": {
        "hqCountry": "US",
        "ownership": null,
        "funding": null,
        "fundingAsOf": null,
        "yearLaunched": 2024,
        "prov": {
          "sources": [
            {
              "url": "https://knowatoa.com/pricing",
              "type": "pricing",
              "title": "Pricing page JSON-LD Organization block (foundingDate '2024', addressCountry 'US', two co-founders)",
              "archive": "https://web.archive.org/web/20261003153530/https://knowatoa.com/pricing"
            },
            {
              "url": "https://knowatoa.com/tos",
              "type": "other",
              "title": "Terms of Service (Last Updated: September 11, 2024)",
              "archive": null
            },
            {
              "url": "https://knowatoa.com/privacy-policy",
              "type": "other",
              "title": "Privacy Policy (Last Updated: September 11, 2024)",
              "archive": null
            },
            {
              "url": "https://knowatoa.com/about",
              "type": "other",
              "title": "About Us",
              "archive": null
            },
            {
              "url": "https://web.archive.org/web/20241001000351/https://www.knowatoa.com/",
              "type": "other",
              "title": "Wayback Machine snapshot of knowatoa.com, 2024-10-01",
              "archive": null
            },
            {
              "url": "https://web.archive.org/web/20240801154439/https://www.knowatoa.com/",
              "type": "other",
              "title": "Wayback Machine snapshot of knowatoa.com, 2024-08-01",
              "archive": null
            },
            {
              "url": "https://www.evertune.ai/resources/insights-on-ai/top-15-generative-engine-optimization-geo-platforms-for-2026",
              "type": "blog",
              "title": "Evertune: Top 15 Generative Engine Optimization (GEO) Platforms for 2026 (competitor listicle)",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "ownership": "not published: ToS names Wafris LLC as the provider; who owns Wafris LLC and whether it has outside investors is not disclosed",
            "funding": "not published: no funding information on the vendor site; only a competitor listicle (Evertune) says 'Bootstrapped ($0)', not used",
            "fundingAsOf": "not applicable"
          },
          "couldNotVerify": [
            "Registered address and HQ city (JSON-LD gives only addressCountry 'US'; ToS gives Wafris LLC and Virginia governing law)",
            "Whether Knowatoa has raised outside capital (no vendor or press source found)",
            "Exact public launch date (the vendor's JSON-LD gives only the year '2024')"
          ]
        }
      },
      "pricing": {
        "model": "per-prompt",
        "promptUnit": "A tracked 'question'. Pricing FAQ: 'Questions are what people type into AI search services like ChatGPT and Peplexity.' 'All sites share the same question limit'. Each tracked question is monitored 'across all AI search services you have access to' (docs). Per-plan question limits are not shown on today's pricing page.",
        "promptUnitPerEngine": "no",
        "promptUnitPerCountry": "yes",
        "promptUnitPerRun": "no",
        "freePlan": {
          "available": "n/a",
          "limits": null
        },
        "freeTrial": {
          "available": "yes",
          "days": 7,
          "cardRequired": "n/a",
          "limits": "Trial is on the Starter plan: 'Create your account first, then choose your Starter trial. After checkout, you'll add the site you want Knowatoa to monitor.'"
        },
        "billingOptions": [
          "monthly",
          "annual"
        ],
        "annualDiscountNote": null,
        "plans": [
          {
            "name": "Starter",
            "contactSales": false,
            "priceMonthly": 59,
            "priceAnnualPerMonth": null,
            "currency": "USD",
            "promptsIncluded": null,
            "creditsIncluded": null,
            "enginesIncluded": [
              "chatgpt",
              "googleAio",
              "googleAiMode"
            ],
            "enginesSelectable": "no",
            "maxEngines": 3,
            "runFrequency": "n/a",
            "brandsOrProjects": "unlimited",
            "seats": "unlimited",
            "countries": "unlimited",
            "languages": 34,
            "addOns": [],
            "planSource": "https://knowatoa.com/pricing"
          },
          {
            "name": "Growth",
            "contactSales": false,
            "priceMonthly": 199,
            "priceAnnualPerMonth": null,
            "currency": "USD",
            "promptsIncluded": null,
            "creditsIncluded": null,
            "enginesIncluded": [
              "chatgpt",
              "googleAio",
              "googleAiMode",
              "claude",
              "gemini",
              "metaAi",
              "perplexity"
            ],
            "enginesSelectable": "no",
            "maxEngines": 7,
            "runFrequency": "n/a",
            "brandsOrProjects": "unlimited",
            "seats": "unlimited",
            "countries": "unlimited",
            "languages": 34,
            "addOns": [],
            "planSource": "https://knowatoa.com/pricing"
          },
          {
            "name": "Enterprise",
            "contactSales": true,
            "priceMonthly": null,
            "priceAnnualPerMonth": null,
            "currency": "USD",
            "promptsIncluded": null,
            "creditsIncluded": null,
            "enginesIncluded": [
              "chatgpt",
              "googleAio",
              "googleAiMode",
              "claude",
              "gemini",
              "metaAi",
              "perplexity"
            ],
            "enginesSelectable": "no",
            "maxEngines": 7,
            "runFrequency": "n/a",
            "brandsOrProjects": "unlimited",
            "seats": "unlimited",
            "countries": "unlimited",
            "languages": 34,
            "addOns": [],
            "planSource": "https://knowatoa.com/pricing"
          }
        ],
        "prov": {
          "sources": [
            {
              "url": "https://knowatoa.com/pricing",
              "type": "pricing",
              "title": "Knowatoa Pricing (plan grid and FAQ)",
              "archive": "https://web.archive.org/web/20261003153530/https://knowatoa.com/pricing"
            },
            {
              "url": "https://knowatoa.com/",
              "type": "pricing",
              "title": "Homepage pricing section ('Two plans. Both cheaper than a lost lead.')",
              "archive": "https://web.archive.org/web/20261003153603/https://knowatoa.com/"
            },
            {
              "url": "https://knowatoa.com/onboarding/trial/signup",
              "type": "other",
              "title": "Start Your Free Trial",
              "archive": "https://web.archive.org/web/20261003153627/https://knowatoa.com/onboarding/trial/signup"
            },
            {
              "url": "https://knowatoa.com/features/ai-article-generation",
              "type": "other",
              "title": "AI Article Generation ('Free trial, no credit card.')",
              "archive": "https://web.archive.org/web/20261003153650/https://knowatoa.com/features/ai-article-generation"
            },
            {
              "url": "https://docs.knowatoa.com/getting-started/how-do-i-track-a-question",
              "type": "docs",
              "title": "Question Tracking",
              "archive": "https://web.archive.org/web/20261003153719/https://docs.knowatoa.com/getting-started/how-do-i-track-a-question"
            },
            {
              "url": "https://docs.knowatoa.com/sites-and-questions/how-often-does-knowatoa-update-my-data",
              "type": "docs",
              "title": "How often does Knowatoa update my data?",
              "archive": "https://web.archive.org/web/20261003153826/https://docs.knowatoa.com/sites-and-questions/how-often-does-knowatoa-update-my-data"
            },
            {
              "url": "https://knowatoa.com/chatgpt-brand-monitoring",
              "type": "other",
              "title": "ChatGPT Brand Monitoring (FAQ: 'How often does Knowatoa check ChatGPT?')",
              "archive": "https://web.archive.org/web/20261003153921/https://knowatoa.com/chatgpt-brand-monitoring"
            },
            {
              "url": "https://knowatoa.com/support",
              "type": "other",
              "title": "Support FAQ",
              "archive": "https://web.archive.org/web/20261003153945/https://knowatoa.com/support"
            },
            {
              "url": "https://docs.knowatoa.com/rankings-and-visibility/why-are-my-ai-results-showing-the-wrong-country",
              "type": "docs",
              "title": "Wrong Country in AI Results",
              "archive": "https://web.archive.org/web/20261003154009/https://docs.knowatoa.com/rankings-and-visibility/why-are-my-ai-results-showing-the-wrong-country"
            },
            {
              "url": "https://docs.knowatoa.com/reference/supported-languages",
              "type": "docs",
              "title": "Supported Languages",
              "archive": "https://web.archive.org/web/20261003154033/https://docs.knowatoa.com/reference/supported-languages"
            },
            {
              "url": "https://docs.knowatoa.com/reference/supported-locales",
              "type": "docs",
              "title": "Supported Locales",
              "archive": "https://web.archive.org/web/20261003154056/https://docs.knowatoa.com/reference/supported-locales"
            },
            {
              "url": "https://knowatoa.com/features/team-collaboration",
              "type": "other",
              "title": "Team Collaboration",
              "archive": "https://web.archive.org/web/20261003154122/https://knowatoa.com/features/team-collaboration"
            },
            {
              "url": "https://knowatoa.com/features/location-targeting",
              "type": "other",
              "title": "Location Targeting",
              "archive": "https://web.archive.org/web/20261003154238/https://knowatoa.com/features/location-targeting"
            },
            {
              "url": "https://docs.knowatoa.com/integrations/claude-code",
              "type": "docs",
              "title": "Connect with Claude Code (MCP entitlement)",
              "archive": "https://web.archive.org/web/20261003154317/https://docs.knowatoa.com/integrations/claude-code"
            },
            {
              "url": "https://knowatoa.com/updates",
              "type": "other",
              "title": "Product Updates",
              "archive": "https://web.archive.org/web/20261003154409/https://knowatoa.com/updates"
            },
            {
              "url": "https://docs.knowatoa.com/sites-and-questions/how-to-bulk-add-custom-questions",
              "type": "docs",
              "title": "Bulk Question Upload (mentions an account limit of 10 questions and 'Paid Plans')",
              "archive": "https://web.archive.org/web/20261003154430/https://docs.knowatoa.com/sites-and-questions/how-to-bulk-add-custom-questions"
            },
            {
              "url": "https://docs.knowatoa.com/rankings-and-visibility/how-to-export-llm-position-data-to-csv",
              "type": "docs",
              "title": "Exporting LLM Data (mentions a 'Free Plan')",
              "archive": "https://web.archive.org/web/20261003154454/https://docs.knowatoa.com/rankings-and-visibility/how-to-export-llm-position-data-to-csv"
            },
            {
              "url": "https://web.archive.org/web/20260418104452/https://knowatoa.com/pricing",
              "type": "other",
              "title": "Wayback Machine snapshot of the pricing page, 2026-04-18 (archival context only)",
              "archive": "https://web.archive.org/web/20261003153530/https://knowatoa.com/pricing"
            },
            {
              "url": "https://knowatoa.com/features/api-access",
              "type": "other",
              "title": "API Access ('Full API access included on all plans.')",
              "archive": "https://web.archive.org/web/20261003154731/https://knowatoa.com/features/api-access"
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "freePlan.available": "contradictory sources: pricing page lists no free plan, but docs articles still refer to a 'Free Plan' with 10 questions",
            "annualDiscountNote": "not published: 'annual pricing available' with no annual price or discount shown",
            "Starter.priceAnnualPerMonth": "not published: annual pricing mentioned but not priced",
            "Growth.priceAnnualPerMonth": "not published: annual pricing mentioned but not priced",
            "Starter.promptsIncluded": "not published: no question limit shown on today's pricing page",
            "Growth.promptsIncluded": "not published: no question limit shown on today's pricing page",
            "Enterprise.price": "contact sales: 'Custom', 'Contact sales'",
            "Enterprise.promptsIncluded": "contact sales: 'Custom volume & scale'",
            "plans.runFrequency": "contradictory sources: docs say weekly; ChatGPT page FAQ and Support FAQ say daily on standard/most plans; ChatGPT page header says 'Updated in real time'",
            "Enterprise.overage": "contact sales",
            "freeTrial.cardRequired": "contradictory sources: the AI Article Generation page says 'Free trial, no credit card.', but the trial signup page says 'After checkout, you'll add the site' and its button reads 'Continue to trial checkout'"
          },
          "couldNotVerify": [
            "Question limits per plan (today's pricing page publishes none)",
            "Annual prices and the annual discount ('annual pricing available' without amounts)",
            "Refresh frequency per plan (docs say weekly, other vendor pages say daily)",
            "Whether the 7-day trial checkout asks for a card (one page says 'no credit card', the signup flow goes through 'trial checkout'; recorded as n/a)",
            "Whether Starter includes API access (pricing grid says no; the API Access feature page says 'all plans')",
            "Whether a free plan still exists (docs mention a 'Free Plan'; pricing does not)",
            "Price of extra questions; the FAQ only says to schedule a call",
            "An explicit vendor statement that each country variant of a question counts against the question limit (promptUnitPerCountry = yes is derived from the docs: one locale per question, locked at creation)",
            "Whether seats are unlimited on every plan (stated on a feature page, not in the plan grid)",
            "Enterprise price and allowances",
            "Whether listed prices exclude sales tax/VAT"
          ]
        }
      },
      "engines": {
        "status": {
          "chatgpt": {
            "status": "included",
            "surface": "api",
            "minPlan": "Starter"
          },
          "googleAio": {
            "status": "included",
            "surface": "unknown",
            "minPlan": "Starter"
          },
          "googleAiMode": {
            "status": "included",
            "surface": "unknown",
            "minPlan": "Starter"
          },
          "gemini": {
            "status": "included",
            "surface": "api",
            "minPlan": "Growth"
          },
          "perplexity": {
            "status": "included",
            "surface": "unknown",
            "minPlan": "Growth"
          },
          "claude": {
            "status": "included",
            "surface": "api",
            "minPlan": "Growth"
          },
          "copilot": {
            "status": "no",
            "surface": "unknown",
            "minPlan": null
          },
          "grok": {
            "status": "no",
            "surface": "unknown",
            "minPlan": null
          },
          "deepseek": {
            "status": "no",
            "surface": "unknown",
            "minPlan": null
          },
          "metaAi": {
            "status": "included",
            "surface": "unknown",
            "minPlan": "Growth"
          }
        },
        "other": [],
        "settings": {
          "country": "yes",
          "language": "yes",
          "persona": "n/a"
        },
        "prov": {
          "sources": [
            {
              "url": "https://knowatoa.com/pricing",
              "type": "pricing",
              "title": "Pricing grid ('AI search services' row)",
              "archive": "https://web.archive.org/web/20261003153530/https://knowatoa.com/pricing"
            },
            {
              "url": "https://knowatoa.com/",
              "type": "pricing",
              "title": "Homepage plan cards (engine lists per plan)",
              "archive": "https://web.archive.org/web/20261003153603/https://knowatoa.com/"
            },
            {
              "url": "https://knowatoa.com/features",
              "type": "other",
              "title": "Features: AI Services We Monitor",
              "archive": "https://web.archive.org/web/20261003154844/https://knowatoa.com/features"
            },
            {
              "url": "https://knowatoa.com/features/multi-model-coverage",
              "type": "other",
              "title": "Multi-Model Coverage",
              "archive": "https://web.archive.org/web/20261003154819/https://knowatoa.com/features/multi-model-coverage"
            },
            {
              "url": "https://knowatoa.com/chatgpt-brand-monitoring",
              "type": "other",
              "title": "ChatGPT Brand Monitoring (FAQ)",
              "archive": "https://web.archive.org/web/20261003153921/https://knowatoa.com/chatgpt-brand-monitoring"
            },
            {
              "url": "https://knowatoa.com/claude-brand-monitoring",
              "type": "other",
              "title": "Claude Brand Monitoring (FAQ)",
              "archive": "https://web.archive.org/web/20261003154704/https://knowatoa.com/claude-brand-monitoring"
            },
            {
              "url": "https://knowatoa.com/gemini-brand-monitoring",
              "type": "other",
              "title": "Gemini Brand Monitoring (FAQ)",
              "archive": "https://web.archive.org/web/20260609202956/https://knowatoa.com/gemini-brand-monitoring"
            },
            {
              "url": "https://knowatoa.com/perplexity-brand-monitoring",
              "type": "other",
              "title": "Perplexity Brand Monitoring (FAQ)",
              "archive": "https://web.archive.org/web/20261003154750/https://knowatoa.com/perplexity-brand-monitoring"
            },
            {
              "url": "https://knowatoa.com/ai-overviews-brand-monitoring",
              "type": "other",
              "title": "AI Overviews Brand Monitoring",
              "archive": "https://web.archive.org/web/20261003154952/https://knowatoa.com/ai-overviews-brand-monitoring"
            },
            {
              "url": "https://knowatoa.com/ai-mode-brand-monitoring",
              "type": "other",
              "title": "AI Mode Brand Monitoring",
              "archive": "https://web.archive.org/web/20261003155115/https://knowatoa.com/ai-mode-brand-monitoring"
            },
            {
              "url": "https://knowatoa.com/meta-ai-brand-monitoring",
              "type": "other",
              "title": "Meta AI Brand Monitoring",
              "archive": "https://web.archive.org/web/20261003155140/https://knowatoa.com/meta-ai-brand-monitoring"
            },
            {
              "url": "https://knowatoa.com/support",
              "type": "other",
              "title": "Support FAQ",
              "archive": "https://web.archive.org/web/20261003153945/https://knowatoa.com/support"
            },
            {
              "url": "https://docs.knowatoa.com/reference/supported-locales",
              "type": "docs",
              "title": "Supported Locales",
              "archive": "https://web.archive.org/web/20261003154056/https://docs.knowatoa.com/reference/supported-locales"
            },
            {
              "url": "https://docs.knowatoa.com/reference/supported-languages",
              "type": "docs",
              "title": "Supported Languages",
              "archive": "https://web.archive.org/web/20261003154033/https://docs.knowatoa.com/reference/supported-languages"
            },
            {
              "url": "https://docs.knowatoa.com/sites-and-questions/what-kind-of-questions-should-i-track",
              "type": "docs",
              "title": "What kind of questions should I track?",
              "archive": "https://web.archive.org/web/20261003155213/https://docs.knowatoa.com/sites-and-questions/what-kind-of-questions-should-i-track"
            },
            {
              "url": "https://docs.knowatoa.com/account-and-billing/can-i-request-support-for-a-specific-ai-model",
              "type": "docs",
              "title": "Can I request support for a specific AI model?",
              "archive": "https://web.archive.org/web/20261003155334/https://docs.knowatoa.com/account-and-billing/can-i-request-support-for-a-specific-ai-model"
            },
            {
              "url": "https://knowatoa.com/updates",
              "type": "other",
              "title": "Product Updates",
              "archive": "https://web.archive.org/web/20261003154409/https://knowatoa.com/updates"
            },
            {
              "url": "https://knowatoa.com/features/api-access",
              "type": "other",
              "title": "API Access (lists Copilot and SearchGPT)",
              "archive": "https://web.archive.org/web/20261003154731/https://knowatoa.com/features/api-access"
            },
            {
              "url": "https://knowatoa.com/features/automated-csv-export",
              "type": "other",
              "title": "Automated CSV Export (lists Copilot and SearchGPT)",
              "archive": "https://web.archive.org/web/20260118035002/https://knowatoa.com/features/automated-csv-export"
            },
            {
              "url": "https://knowatoa.com/features/looker-studio",
              "type": "other",
              "title": "Looker Studio (lists Copilot and SearchGPT)",
              "archive": "https://web.archive.org/web/20261003155411/https://knowatoa.com/features/looker-studio"
            },
            {
              "url": "https://knowatoa.com/features/ninja-cat",
              "type": "other",
              "title": "NinjaCat (lists Copilot and SearchGPT)",
              "archive": "https://web.archive.org/web/20260118043410/https://knowatoa.com/features/ninja-cat"
            },
            {
              "url": "https://knowatoa.com/features/team-collaboration",
              "type": "other",
              "title": "Team Collaboration (lists Copilot and SearchGPT)",
              "archive": "https://web.archive.org/web/20261003154122/https://knowatoa.com/features/team-collaboration"
            },
            {
              "url": "https://knowatoa.com/features/keyword-discovery",
              "type": "other",
              "title": "Keyword Discovery (lists Copilot)",
              "archive": "https://web.archive.org/web/20261003155452/https://knowatoa.com/features/keyword-discovery"
            },
            {
              "url": "https://knowatoa.com/features/ai-search-monitoring",
              "type": "other",
              "title": "AI Search Monitoring (‘7 AI Platforms Tracked’, same seven as the plan grid)",
              "archive": "https://web.archive.org/web/20261003155515/https://knowatoa.com/features/ai-search-monitoring"
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "settings.persona": "not published: no persona setting; docs suggest separate question sets per persona"
          },
          "couldNotVerify": [
            "Collection surface for AI Overviews, AI Mode, Perplexity and Meta AI (not disclosed)",
            "Whether ChatGPT API calls use web search (affects citations) or plain model answers",
            "Which country/IP the queries originate from: the Location Targeting page says 'We query AI platforms from each location', while the docs say the locale is sent 'as context'",
            "Whether Copilot is tracked: six feature pages list it, but the pricing grid and plan cards (the seven services sold) do not"
          ]
        }
      },
      "method": {
        "value": "api",
        "quote": "Knowatoa queries the OpenAI API across the current production model lineup, including GPT-4o and GPT-5.",
        "detail": "The vendor says it uses the providers' APIs for ChatGPT (OpenAI API), Claude (Anthropic's API, 'which mirror Claude.ai outputs') and Gemini (Gemini API), and that it sends the locale 'as context' with each question. It does not disclose how it collects Google AI Overviews, AI Mode, Perplexity or Meta AI, so 'api' describes only the disclosed part of the method.",
        "prov": {
          "sources": [
            {
              "url": "https://knowatoa.com/chatgpt-brand-monitoring",
              "type": "other",
              "title": "ChatGPT Brand Monitoring (FAQ: 'Does Knowatoa work with ChatGPT-4o, ChatGPT-5, ChatGPT Enterprise?')",
              "archive": "https://web.archive.org/web/20261003153921/https://knowatoa.com/chatgpt-brand-monitoring"
            },
            {
              "url": "https://knowatoa.com/claude-brand-monitoring",
              "type": "other",
              "title": "Claude Brand Monitoring (FAQ)",
              "archive": "https://web.archive.org/web/20261003154704/https://knowatoa.com/claude-brand-monitoring"
            },
            {
              "url": "https://knowatoa.com/gemini-brand-monitoring",
              "type": "other",
              "title": "Gemini Brand Monitoring (FAQ)",
              "archive": "https://web.archive.org/web/20260609202956/https://knowatoa.com/gemini-brand-monitoring"
            },
            {
              "url": "https://knowatoa.com/perplexity-brand-monitoring",
              "type": "other",
              "title": "Perplexity Brand Monitoring (FAQ)",
              "archive": "https://web.archive.org/web/20261003154750/https://knowatoa.com/perplexity-brand-monitoring"
            },
            {
              "url": "https://knowatoa.com/pricing",
              "type": "pricing",
              "title": "Pricing FAQ: 'What model do you use for each service?'",
              "archive": "https://web.archive.org/web/20261003153530/https://knowatoa.com/pricing"
            },
            {
              "url": "https://docs.knowatoa.com/rankings-and-visibility/why-are-my-ai-results-showing-the-wrong-country",
              "type": "docs",
              "title": "Wrong Country in AI Results",
              "archive": "https://web.archive.org/web/20261003154009/https://docs.knowatoa.com/rankings-and-visibility/why-are-my-ai-results-showing-the-wrong-country"
            },
            {
              "url": "https://knowatoa.com/features/multi-model-coverage",
              "type": "other",
              "title": "Multi-Model Coverage",
              "archive": "https://web.archive.org/web/20261003154819/https://knowatoa.com/features/multi-model-coverage"
            },
            {
              "url": "https://knowatoa.com/features/location-targeting",
              "type": "other",
              "title": "Location Targeting",
              "archive": "https://web.archive.org/web/20261003154238/https://knowatoa.com/features/location-targeting"
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {},
          "couldNotVerify": [
            "How AI Overviews and AI Mode answers are obtained (an LLM API cannot return them; the vendor does not say whether it uses SERP scraping or a third-party SERP API)",
            "Whether Perplexity and Meta AI are collected via API or the consumer UI",
            "Whether the ChatGPT API calls include web search / browsing"
          ]
        }
      },
      "metrics": {
        "mentions": "yes",
        "citationsWithUrls": "yes",
        "shareOfVoice": "yes",
        "positionProminence": "yes",
        "sentiment": "yes",
        "accuracyHallucination": "yes",
        "promptDiscoveryOrVolume": "yes",
        "crawlerLogAnalytics": "no",
        "aiReferralAttribution": "n/a",
        "prov": {
          "sources": [
            {
              "url": "https://knowatoa.com/pricing",
              "type": "pricing",
              "title": "Pricing grid",
              "archive": "https://web.archive.org/web/20261003153530/https://knowatoa.com/pricing"
            },
            {
              "url": "https://knowatoa.com/features/visibility-tracking",
              "type": "other",
              "title": "Visibility Tracking",
              "archive": null
            },
            {
              "url": "https://knowatoa.com/features/citation-tracking",
              "type": "other",
              "title": "Citation Tracking",
              "archive": null
            },
            {
              "url": "https://knowatoa.com/perplexity-brand-monitoring",
              "type": "other",
              "title": "Perplexity Brand Monitoring (cited source URLs)",
              "archive": "https://web.archive.org/web/20261003154750/https://knowatoa.com/perplexity-brand-monitoring"
            },
            {
              "url": "https://docs.knowatoa.com/api/sitesrankings",
              "type": "docs",
              "title": "GET /sites/rankings",
              "archive": null
            },
            {
              "url": "https://knowatoa.com/features/sentiment-monitoring",
              "type": "other",
              "title": "Sentiment Monitoring",
              "archive": null
            },
            {
              "url": "https://docs.knowatoa.com/integrations/export-sentiment",
              "type": "docs",
              "title": "Sentiment Export",
              "archive": null
            },
            {
              "url": "https://knowatoa.com/features/accuracy-tracking",
              "type": "other",
              "title": "Accuracy Tracking",
              "archive": null
            },
            {
              "url": "https://knowatoa.com/features/keyword-discovery",
              "type": "other",
              "title": "Keyword Discovery",
              "archive": "https://web.archive.org/web/20261003155452/https://knowatoa.com/features/keyword-discovery"
            },
            {
              "url": "https://knowatoa.com/updates",
              "type": "other",
              "title": "Product Updates (Research Hub, search volume)",
              "archive": "https://web.archive.org/web/20261003154409/https://knowatoa.com/updates"
            },
            {
              "url": "https://knowatoa.com/features/ai-search-console",
              "type": "other",
              "title": "AI Search Console",
              "archive": null
            },
            {
              "url": "https://docs.knowatoa.com/ai-search-console/bot-failures-and-investigations",
              "type": "docs",
              "title": "Bot Failures & Investigations",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "aiReferralAttribution": "not published"
          },
          "couldNotVerify": [
            "How accuracy/hallucination flags are generated and against which ground truth",
            "Whether full citation URLs (not just domains) are available for every engine, since the API documents domains only",
            "Source and method of the 'AI Chat Search volume' estimate"
          ]
        }
      },
      "actionLayer": {
        "recommendations": "yes",
        "contentGeneration": "yes",
        "technicalAudits": "yes",
        "citationOutreach": "n/a",
        "prov": {
          "sources": [
            {
              "url": "https://knowatoa.com/features",
              "type": "other",
              "title": "Features (Recommendations, AI Article Generation, Bluesky/LinkedIn Post Generation)",
              "archive": "https://web.archive.org/web/20261003154844/https://knowatoa.com/features"
            },
            {
              "url": "https://knowatoa.com/features/ai-article-generation",
              "type": "other",
              "title": "AI Article Generation",
              "archive": "https://web.archive.org/web/20261003153650/https://knowatoa.com/features/ai-article-generation"
            },
            {
              "url": "https://docs.knowatoa.com/integrations/cms-publishing",
              "type": "docs",
              "title": "Connect Your CMS",
              "archive": null
            },
            {
              "url": "https://knowatoa.com/",
              "type": "other",
              "title": "Homepage (AI agents Sam and Connie, content plan)",
              "archive": "https://web.archive.org/web/20261003153603/https://knowatoa.com/"
            },
            {
              "url": "https://knowatoa.com/updates",
              "type": "other",
              "title": "Product Updates (Publishing Queue, Sophie, Quick Wins, competitor sitemap analysis)",
              "archive": "https://web.archive.org/web/20261003154409/https://knowatoa.com/updates"
            },
            {
              "url": "https://knowatoa.com/features/ai-search-console",
              "type": "other",
              "title": "AI Search Console",
              "archive": null
            },
            {
              "url": "https://knowatoa.com/services",
              "type": "other",
              "title": "Services (consulting engagement)",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "citationOutreach": "not published"
          },
          "couldNotVerify": [
            "Monthly article-generation limits per plan",
            "Whether recommendations cover technical fixes beyond AI-bot access (schema, llms.txt)"
          ]
        }
      },
      "dataAccess": {
        "api": "yes",
        "csvExport": "yes",
        "lookerStudio": "yes",
        "warehouseOrBigQuery": "n/a",
        "slack": "n/a",
        "emailAlerts": "n/a",
        "mcp": "yes",
        "prov": {
          "sources": [
            {
              "url": "https://knowatoa.com/pricing",
              "type": "pricing",
              "title": "Pricing grid ('Reporting stack (API, MCP, Looker Studio, NinjaCat)')",
              "archive": "https://web.archive.org/web/20261003153530/https://knowatoa.com/pricing"
            },
            {
              "url": "https://docs.knowatoa.com/api/api-overview",
              "type": "docs",
              "title": "API Overview (v2)",
              "archive": null
            },
            {
              "url": "https://knowatoa.com/features/api-access",
              "type": "other",
              "title": "API Access",
              "archive": "https://web.archive.org/web/20261003154731/https://knowatoa.com/features/api-access"
            },
            {
              "url": "https://knowatoa.com/features/looker-studio",
              "type": "other",
              "title": "Looker Studio",
              "archive": "https://web.archive.org/web/20261003155411/https://knowatoa.com/features/looker-studio"
            },
            {
              "url": "https://knowatoa.com/features/mcp",
              "type": "other",
              "title": "MCP Integration",
              "archive": null
            },
            {
              "url": "https://docs.knowatoa.com/integrations/what-is-mcp",
              "type": "docs",
              "title": "What is MCP?",
              "archive": null
            },
            {
              "url": "https://docs.knowatoa.com/integrations/claude-code",
              "type": "docs",
              "title": "Connect with Claude Code (entitlement)",
              "archive": "https://web.archive.org/web/20261003154317/https://docs.knowatoa.com/integrations/claude-code"
            },
            {
              "url": "https://docs.knowatoa.com/integrations/scheduled-csv-exports",
              "type": "docs",
              "title": "Scheduled CSV Exports",
              "archive": null
            },
            {
              "url": "https://knowatoa.com/updates",
              "type": "other",
              "title": "Product Updates ('CSV Exports Now Available for All Plans')",
              "archive": "https://web.archive.org/web/20261003154409/https://knowatoa.com/updates"
            },
            {
              "url": "https://knowatoa.com/features/ninja-cat",
              "type": "other",
              "title": "NinjaCat",
              "archive": "https://web.archive.org/web/20260118043410/https://knowatoa.com/features/ninja-cat"
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "warehouseOrBigQuery": "not published: no native warehouse/BigQuery connector; only DIY sync via the API is suggested",
            "slack": "not published",
            "emailAlerts": "not published: alerts and a weekly digest are listed without a delivery channel; email is documented only for scheduled CSV exports"
          },
          "couldNotVerify": [
            "Which plans include the REST API: pricing grid, Growth JSON-LD Offer and MCP docs say Growth (or an allow_api_access entitlement); the API Access page says 'Full API access included on all plans.'",
            "Delivery channel of sentiment/ranking alerts and the weekly digest",
            "API rate limits (docs: 'subject to reasonable rate limits')"
          ]
        }
      },
      "businessFit": {
        "agencyMultiClient": "yes",
        "whiteLabel": "yes",
        "sso": "n/a",
        "soc2": "n/a",
        "iso27001": "n/a",
        "gdprStatement": "n/a",
        "euDataResidency": "n/a",
        "uiLanguages": null,
        "prov": {
          "sources": [
            {
              "url": "https://knowatoa.com/features/agency-onboarding",
              "type": "other",
              "title": "Agency Onboarding",
              "archive": null
            },
            {
              "url": "https://knowatoa.com/features/prospect-accounts",
              "type": "other",
              "title": "Prospect Accounts",
              "archive": null
            },
            {
              "url": "https://knowatoa.com/features/team-collaboration",
              "type": "other",
              "title": "Team Collaboration",
              "archive": "https://web.archive.org/web/20261003154122/https://knowatoa.com/features/team-collaboration"
            },
            {
              "url": "https://knowatoa.com/features/ninja-cat",
              "type": "other",
              "title": "NinjaCat (white-label reports)",
              "archive": "https://web.archive.org/web/20260118043410/https://knowatoa.com/features/ninja-cat"
            },
            {
              "url": "https://docs.knowatoa.com/sites-and-questions/can-i-track-multiple-sites",
              "type": "docs",
              "title": "Can I track my performance across multiple sites or brands?",
              "archive": null
            },
            {
              "url": "https://knowatoa.com/updates",
              "type": "other",
              "title": "Product Updates ('New Organization Accounts', 'Sign In with Google')",
              "archive": "https://web.archive.org/web/20261003154409/https://knowatoa.com/updates"
            },
            {
              "url": "https://knowatoa.com/privacy-policy",
              "type": "other",
              "title": "Privacy Policy",
              "archive": null
            },
            {
              "url": "https://docs.knowatoa.com/getting-started/is-my-data-safe-with-knowatoa",
              "type": "docs",
              "title": "Is my data safe with Knowatoa?",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "vendor claim",
          "naReasons": {
            "sso": "not published: only Google sign-in and email/password mentioned",
            "soc2": "not published: no security/trust page (knowatoa.com/security and /trust return 404)",
            "iso27001": "not published",
            "gdprStatement": "not published: privacy policy lists generic data rights but does not mention GDPR",
            "euDataResidency": "not published: no hosting region stated",
            "uiLanguages": "not published"
          },
          "couldNotVerify": [
            "Which plan includes white-label branding",
            "SOC 2 / ISO 27001 status, DPA availability and data-hosting region",
            "UI languages (marketing site and docs are English only)"
          ]
        }
      },
      "selection": {
        "roundups": 2,
        "probeAnswers": 2,
        "g2Reviews": 0,
        "g2Scope": "product listing",
        "presenceScore": 0.039,
        "passesGate": true,
        "shortlistedByRubric": false
      },
      "normalisation": {},
      "derived": {
        "segment": "budget",
        "entryPriceUsd": 59,
        "entryPlan": "Starter",
        "entryBasis": null,
        "plans": {
          "Starter|monthly": {
            "usd": 59,
            "checks": null,
            "costPer1kUsd": null
          },
          "Growth|monthly": {
            "usd": 199,
            "checks": null,
            "costPer1kUsd": null
          },
          "Enterprise|monthly": {
            "usd": null,
            "checks": null,
            "costPer1kUsd": null
          },
          "Enterprise|annual": {
            "usd": null,
            "checks": null,
            "costPer1kUsd": null
          }
        },
        "scenarios": {
          "S|monthly": {
            "status": "custom-quote",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "Published plans fall short (no Perplexity; no weekly runs); a sales-quoted plan exists.",
            "detail": "no published plan covers it; a sales-quoted plan exists. Published plans fall short — Starter: not in plan: perplexity (no add-on for it); Growth: run frequency n/a is below weekly."
          },
          "S|annual": {
            "status": "custom-quote",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "Sales-quoted plans only.",
            "detail": "no published plan covers it; a sales-quoted plan exists. No plan is published for annual billing."
          },
          "M|monthly": {
            "status": "custom-quote",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "Published plans fall short (no Gemini, Perplexity; no daily runs); a sales-quoted plan exists.",
            "detail": "no published plan covers it; a sales-quoted plan exists. Published plans fall short — Starter: not in plan: gemini, perplexity (no add-on for them); Growth: run frequency n/a is below daily."
          },
          "M|annual": {
            "status": "custom-quote",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "Sales-quoted plans only.",
            "detail": "no published plan covers it; a sales-quoted plan exists. No plan is published for annual billing."
          },
          "L|monthly": {
            "status": "not-supported",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "The vendor does not support Microsoft Copilot, Grok.",
            "detail": "engine(s) not supported: copilot, grok"
          },
          "L|annual": {
            "status": "not-supported",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "The vendor does not support Microsoft Copilot, Grok.",
            "detail": "engine(s) not supported: copilot, grok"
          }
        },
        "bestRate": null,
        "largestPlan": {
          "plan": "Growth",
          "usd": 199,
          "native": 199,
          "currency": "USD",
          "prompts": null,
          "checks": null,
          "runFrequency": "n/a"
        }
      },
      "flags": {
        "priceEstimate": false,
        "agencyRouteEligibilityUnconfirmed": false,
        "excludeFromAggregates": false,
        "note": null
      },
      "changesSince20260531": "Differences verified today against the 2026-05-31 lead list: (1) the lead list's third tier 'Agency $749/mo' is not on today's pricing page; the tiers are Starter $59/mo, Growth $199/mo and Enterprise 'Custom' (Contact sales), and the agency feature page's 'View Agency Pricing' link points to the same /pricing page. (2) The lead list calls Knowatoa monitoring-only with recommendations and no content generation. Today the vendor sells AI agents that draft articles and LinkedIn/Bluesky posts and publish to WordPress/GitHub/Payload, ticked on every plan including Starter. The Updates page dates Sophie and the Publishing Queue to 2026-05-18, before the lead list, so this may be a lead-list gap rather than a change. (3) Growth's reporting stack now lists MCP server and NinjaCat besides API and Looker Studio (MCP launched 2026-04-20). Unchanged: Starter $59, Growth $199, 7-day trial, 7 AI services."
    },
    {
      "id": "llmrefs",
      "name": "LLMrefs",
      "shortName": "LLMrefs",
      "vendor": "LLMrefs",
      "url": "https://llmrefs.com/",
      "pricingUrl": "https://llmrefs.com/#pricing",
      "docsUrl": "https://llmrefs.com/ai-seo-api",
      "category": "native",
      "parentProduct": null,
      "status": "live",
      "summary": "LLMrefs is a London-based, self-serve AI search visibility tracker. It turns keyword lists into auto-generated prompts and reports mentions, share of voice, average position and cited sources across ten AI engines, including ChatGPT, Google AI Overviews and AI Mode, Gemini, Perplexity and Claude. It is sold as a single $79/month plan with unlimited projects and seats, for SEO consultants, agencies and in-house marketing teams that want weekly keyword-based tracking with CSV and API export.",
      "reviewed": false,
      "identity": {
        "hqCountry": "GB",
        "ownership": "independent",
        "funding": "No external funding found: Tracxn says 'LLMrefs has not raised any funding yet' (profile last updated 2026-08-26) and Dealroom says 'No known external funding' (both read 2026-10-03). The vendor has not confirmed this.",
        "fundingAsOf": "2026-08-26",
        "yearLaunched": 2025,
        "prov": {
          "sources": [
            {
              "url": "https://llmrefs.com/about",
              "type": "other",
              "title": "About LLMrefs - AI Search Visibility & LLM SEO (AEO, GEO)",
              "archive": "https://web.archive.org/web/20260918045713/https://llmrefs.com/about"
            },
            {
              "url": "https://llmrefs.com/",
              "type": "other",
              "title": "Homepage raw HTML: schema.org Organization JSON-LD (foundingDate, address, founder)",
              "archive": "https://web.archive.org/web/20261003155539/https://llmrefs.com/"
            },
            {
              "url": "https://llmrefs.com/privacy",
              "type": "other",
              "title": "Privacy Policy (last updated February 8, 2026)",
              "archive": "https://web.archive.org/web/20260918045713/https://llmrefs.com/privacy"
            },
            {
              "url": "https://llmrefs.com/terms",
              "type": "other",
              "title": "Terms of Service (last updated May 20, 2025)",
              "archive": "https://web.archive.org/web/20260918045713/https://llmrefs.com/terms"
            },
            {
              "url": "https://tracxn.com/d/companies/llmrefs/__TXNqMgUACuXIDWWvOL6_Hmdgl2rSWFt-3IG9PMxlez8",
              "type": "other",
              "title": "Tracxn: LLMrefs - Company Profile (last updated August 26, 2026)",
              "archive": null
            },
            {
              "url": "https://app.dealroom.co/companies/llmrefs_com",
              "type": "other",
              "title": "Dealroom.co: llmrefs.com",
              "archive": null
            },
            {
              "url": "https://web.archive.org/web/20250114123338/https://llmrefs.com/",
              "type": "other",
              "title": "Wayback Machine snapshot 2025-01-14 ('Launching Soon')",
              "archive": null
            },
            {
              "url": "https://web.archive.org/web/20250217103756/https://llmrefs.com/",
              "type": "other",
              "title": "Wayback Machine snapshot 2025-02-17 (live product with pricing)",
              "archive": null
            },
            {
              "url": "https://find-and-update.company-information.service.gov.uk/search/companies?q=llmrefs",
              "type": "filing",
              "title": "Companies House search 'llmrefs' (No results found)",
              "archive": null
            },
            {
              "url": "https://find-and-update.company-information.service.gov.uk/company/14720500",
              "type": "filing",
              "title": "Companies House: KRAVEZ PATISSERIE LTD LIMITED (entity Tracxn links to LLMrefs; mismatch)",
              "archive": null
            },
            {
              "url": "https://www.crunchbase.com/organization/llmrefs",
              "type": "other",
              "title": "Crunchbase (HTTP 403 bot check, not read)",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "third-party",
          "naReasons": {},
          "couldNotVerify": [
            "Legal entity name and company registration number (none on the vendor site; no Companies House match for 'llmrefs')",
            "Whether any angel or pre-seed money was taken (only third-party databases report 'unfunded')",
            "Headcount beyond third-party estimates"
          ]
        }
      },
      "pricing": {
        "model": "per-prompt",
        "promptUnit": "One auto-generated tracked prompt. Users enter keywords ('you track keywords, not prompts') and LLMrefs 'automatically generates fan-out prompts'. All in One: 'Track 500 prompts for brand mentions, sources and fan-out queries'. A homepage FAQ question ('more than 50 keywords') and a January 2026 vendor blog table ('Keywords 50', 'Prompts/Month 500') pair the allowance with 50 keywords. The number of prompts per keyword is not published and varies on vendor pages: the homepage demo shows 'Prompts (25)' for one keyword, and the AI Search Visibility page says a seed keyword 'expands to 8+ query variations'.",
        "promptUnitPerEngine": "n/a",
        "promptUnitPerCountry": "n/a",
        "promptUnitPerRun": "no",
        "freePlan": {
          "available": "n/a",
          "limits": null
        },
        "freeTrial": {
          "available": "yes",
          "days": 7,
          "cardRequired": "no",
          "limits": null
        },
        "billingOptions": [
          "monthly"
        ],
        "annualDiscountNote": null,
        "plans": [
          {
            "name": "All in One",
            "contactSales": false,
            "priceMonthly": 79,
            "priceAnnualPerMonth": null,
            "currency": "USD",
            "promptsIncluded": 500,
            "creditsIncluded": null,
            "enginesIncluded": [
              "chatgpt",
              "googleAio",
              "googleAiMode",
              "gemini",
              "perplexity",
              "claude",
              "copilot",
              "grok",
              "deepseek",
              "metaAi"
            ],
            "enginesSelectable": "n/a",
            "maxEngines": 10,
            "runFrequency": "weekly",
            "brandsOrProjects": "unlimited",
            "seats": "unlimited",
            "countries": null,
            "languages": null,
            "addOns": [],
            "planSource": "https://llmrefs.com/#pricing"
          }
        ],
        "prov": {
          "sources": [
            {
              "url": "https://llmrefs.com/#pricing",
              "type": "pricing",
              "title": "LLMrefs pricing section (homepage)",
              "archive": "https://web.archive.org/web/20261003155539/https://llmrefs.com/"
            },
            {
              "url": "https://llmrefs.com/",
              "type": "other",
              "title": "Homepage incl. FAQ (expanded)",
              "archive": "https://web.archive.org/web/20261003155539/https://llmrefs.com/"
            },
            {
              "url": "https://llmrefs.com/ai-search-visibility",
              "type": "other",
              "title": "AI Search Visibility (AI SEO / AEO / GEO Tracker) product page",
              "archive": "https://web.archive.org/web/20261003155709/https://llmrefs.com/ai-search-visibility"
            },
            {
              "url": "https://llmrefs.com/terms",
              "type": "other",
              "title": "Terms of Service ('All payments are processed in USD')",
              "archive": "https://web.archive.org/web/20260918045713/https://llmrefs.com/terms"
            },
            {
              "url": "https://llmrefs.com/ai-seo-api",
              "type": "docs",
              "title": "LLMrefs AI SEO API reference",
              "archive": "https://web.archive.org/web/20260618173231/https://llmrefs.com/ai-seo-api"
            },
            {
              "url": "https://llmrefs.com/blog/best-ai-seo-tools",
              "type": "blog",
              "title": "Vendor blog: best AI SEO tools (James Berry, last updated January 6, 2026) - plan table",
              "archive": "https://web.archive.org/web/20260812111446/https://llmrefs.com/blog/best-ai-seo-tools"
            },
            {
              "url": "https://llmrefs.com/blog/llm-seo-tools",
              "type": "blog",
              "title": "Vendor blog: Top 12 LLM SEO Tools (LLMrefs Team, last updated March 29, 2026)",
              "archive": "https://web.archive.org/web/20260418093437/https://llmrefs.com/blog/llm-seo-tools"
            },
            {
              "url": "https://llmrefs.com/blog/profound-competitors",
              "type": "blog",
              "title": "Vendor blog: Profound competitors (LLMrefs Team, last updated October 2, 2026)",
              "archive": null
            },
            {
              "url": "https://llmrefs.com/blog/ai-seo-tools-list",
              "type": "blog",
              "title": "Vendor blog: AI SEO tools directory (James Berry, last updated January 6, 2026) - 'We run prompts repeatedly until the data is statistically reliable'",
              "archive": "https://web.archive.org/web/20260418102250/https://llmrefs.com/blog/ai-seo-tools-list"
            },
            {
              "url": "https://web.archive.org/web/20260515171748/https://llmrefs.com/",
              "type": "other",
              "title": "Wayback Machine snapshot 2026-05-15 (pricing card)",
              "archive": null
            },
            {
              "url": "https://web.archive.org/web/20260606051940/https://llmrefs.com/",
              "type": "other",
              "title": "Wayback Machine snapshot 2026-06-06 (pricing card)",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "freePlan.available": "contradictory sources: 'Create Free Account'/'it's free!' CTAs and vendor blogs mention a free plan, but the pricing section shows only the paid plan with a 7-day trial",
            "freePlan.limits": "not published",
            "freeTrial.limits": "not published",
            "annualDiscountNote": "not published: no annual billing shown",
            "promptUnitPerEngine": "not published: no vendor page says whether a prompt counts once or once per engine; 'no additional fees' covers price only, and the blog's '20,000 AI answers' figure also fits repeated sampling",
            "promptUnitPerCountry": "not published",
            "All in One.priceAnnualPerMonth": "not published: no annual billing option shown",
            "All in One.creditsIncluded": "not applicable: prompt-based plan",
            "All in One.enginesSelectable": "not published",
            "All in One.countries": "contradictory sources: pricing card '50+ countries', homepage body '20+ countries'",
            "All in One.languages": "contradictory sources: pricing card '20+ languages', homepage body '10+ languages'"
          },
          "couldNotVerify": [
            "Price and limits of higher-volume upgrades or an enterprise tier",
            "When the 'Limited time only' $79 price ends and what the regular price would be",
            "Whether a permanent free plan exists today, and its limits",
            "Whether tracking one keyword in several countries counts once per country against the allowance",
            "Whether one prompt counts once or once per engine against the 500-prompt allowance (the dossier's derived checks assume once, i.e. 500 prompts x 10 engines)",
            "Number of prompts generated per keyword (not published; the homepage demo shows 25 for one keyword and the product page '8+ query variations', so the implied 10 is not stable) and therefore how many keywords 500 prompts cover",
            "Which prompts and engines are available during the 7-day trial"
          ]
        }
      },
      "engines": {
        "status": {
          "chatgpt": {
            "status": "included",
            "surface": "ui",
            "minPlan": "All in One"
          },
          "googleAio": {
            "status": "included",
            "surface": "ui",
            "minPlan": "All in One"
          },
          "googleAiMode": {
            "status": "included",
            "surface": "ui",
            "minPlan": "All in One"
          },
          "gemini": {
            "status": "included",
            "surface": "ui",
            "minPlan": "All in One"
          },
          "perplexity": {
            "status": "included",
            "surface": "ui",
            "minPlan": "All in One"
          },
          "claude": {
            "status": "included",
            "surface": "ui",
            "minPlan": "All in One"
          },
          "copilot": {
            "status": "included",
            "surface": "unknown",
            "minPlan": "All in One"
          },
          "grok": {
            "status": "included",
            "surface": "unknown",
            "minPlan": "All in One"
          },
          "deepseek": {
            "status": "included",
            "surface": "unknown",
            "minPlan": "All in One"
          },
          "metaAi": {
            "status": "included",
            "surface": "unknown",
            "minPlan": "All in One"
          }
        },
        "other": [],
        "settings": {
          "country": "yes",
          "language": "yes",
          "persona": "n/a"
        },
        "prov": {
          "sources": [
            {
              "url": "https://llmrefs.com/",
              "type": "other",
              "title": "Homepage engine list and FAQ 'Which AI search engines do you track?'",
              "archive": "https://web.archive.org/web/20261003155539/https://llmrefs.com/"
            },
            {
              "url": "https://llmrefs.com/#pricing",
              "type": "pricing",
              "title": "Pricing card ('Access all AI search engines with no additional fees')",
              "archive": "https://web.archive.org/web/20261003155539/https://llmrefs.com/"
            },
            {
              "url": "https://llmrefs.com/ai-search-visibility",
              "type": "other",
              "title": "AI Search Visibility page and FAQ 'Which AI engines do you support today?'",
              "archive": "https://web.archive.org/web/20261003155709/https://llmrefs.com/ai-search-visibility"
            },
            {
              "url": "https://llmrefs.com/blog/ai-seo-tools-list",
              "type": "blog",
              "title": "Vendor blog: The Ultimate List of AI SEO Tools (James Berry, last updated January 6, 2026) - LLMrefs entry",
              "archive": "https://web.archive.org/web/20260418102250/https://llmrefs.com/blog/ai-seo-tools-list"
            },
            {
              "url": "https://llmrefs.com/blog/chatgpt-ads",
              "type": "blog",
              "title": "Vendor blog: ChatGPT ads study (April 2026)",
              "archive": "https://web.archive.org/web/20260507213101/https://llmrefs.com/blog/chatgpt-ads"
            },
            {
              "url": "https://llmrefs.com/ai-seo-api",
              "type": "docs",
              "title": "API reference (/v1/keywords/search-engines, /v1/keywords/locations)",
              "archive": "https://web.archive.org/web/20260618173231/https://llmrefs.com/ai-seo-api"
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "vendor claim",
          "naReasons": {
            "settings.persona": "not published"
          },
          "couldNotVerify": [
            "Collection surface for Copilot, Grok, Meta AI and DeepSeek",
            "Independent confirmation that the six engines marked 'ui' are really collected through consumer interfaces (only a vendor blog says so)",
            "Difference between the 'OpenAI ChatGPT' and 'OpenAI ChatGPT Search' entries (model used, web search on/off)",
            "Whether ChatGPT is queried logged-in or logged-out, and with which account tier",
            "Exact country and language lists (published counts conflict: 50+/20+ vs 20+/10+)"
          ]
        }
      },
      "method": {
        "value": "ui-rendering",
        "quote": "Real UI crawling, not API data. LLMrefs monitors ChatGPT, Google AI Overviews, AI Mode, Perplexity, Gemini, and Claude through their actual interfaces.",
        "detail": "A post on the vendor's own blog says six engines are monitored through their real user interfaces rather than APIs; the post is by the founder and was last updated 2026-01-06. The vendor does not say how Copilot, Grok, Meta AI and DeepSeek are collected. The current product page is vaguer ('access to AI engines and APIs'), and the privacy policy mentions 'Third-party AI providers that power our core features'. These live counter-signals leave room for API use, so this classification rests on that one blog statement.",
        "prov": {
          "sources": [
            {
              "url": "https://llmrefs.com/blog/ai-seo-tools-list",
              "type": "blog",
              "title": "Vendor blog: The Ultimate List of AI SEO Tools (James Berry, last updated January 6, 2026)",
              "archive": "https://web.archive.org/web/20260418102250/https://llmrefs.com/blog/ai-seo-tools-list"
            },
            {
              "url": "https://llmrefs.com/ai-search-visibility",
              "type": "other",
              "title": "AI Search Visibility page, section 'How we measure AI search visibility'",
              "archive": "https://web.archive.org/web/20261003155709/https://llmrefs.com/ai-search-visibility"
            },
            {
              "url": "https://llmrefs.com/",
              "type": "other",
              "title": "Homepage (methodology paragraphs)",
              "archive": "https://web.archive.org/web/20261003155539/https://llmrefs.com/"
            },
            {
              "url": "https://llmrefs.com/about",
              "type": "other",
              "title": "About page ('How we think about data & quality')",
              "archive": "https://web.archive.org/web/20260918045713/https://llmrefs.com/about"
            },
            {
              "url": "https://llmrefs.com/privacy",
              "type": "other",
              "title": "Privacy Policy, section 'AI and Data Training' (last updated February 8, 2026)",
              "archive": "https://web.archive.org/web/20260918045713/https://llmrefs.com/privacy"
            },
            {
              "url": "https://web.archive.org/web/20250217103756/https://llmrefs.com/",
              "type": "other",
              "title": "Wayback Machine snapshot 2025-02-17 (earlier method wording)",
              "archive": null
            },
            {
              "url": "https://web.archive.org/web/20250502131457/https://llmrefs.com/",
              "type": "other",
              "title": "Wayback Machine snapshot 2025-05-02 (earlier method wording)",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "vendor claim",
          "naReasons": {},
          "couldNotVerify": [
            "Whether real browsers or headless rendering are used, and whether sessions are logged-in or logged-out",
            "Number of runs/samples per prompt per engine per week",
            "Whether any engine (e.g. Copilot, Grok, Meta AI, DeepSeek) is queried via API",
            "What the 'Third-party AI providers that power our core features' (privacy policy) and 'access to AI engines and APIs' (product page) are used for: answer collection or only analysis and prompt generation",
            "When the method changed from the 2025 API-style description to UI crawling"
          ]
        }
      },
      "metrics": {
        "mentions": "yes",
        "citationsWithUrls": "yes",
        "shareOfVoice": "yes",
        "positionProminence": "yes",
        "sentiment": "n/a",
        "accuracyHallucination": "n/a",
        "promptDiscoveryOrVolume": "yes",
        "crawlerLogAnalytics": "n/a",
        "aiReferralAttribution": "n/a",
        "prov": {
          "sources": [
            {
              "url": "https://llmrefs.com/",
              "type": "other",
              "title": "Homepage (brand rankings demo, sources & citations, competitor benchmarking)",
              "archive": "https://web.archive.org/web/20261003155539/https://llmrefs.com/"
            },
            {
              "url": "https://llmrefs.com/#pricing",
              "type": "pricing",
              "title": "Pricing card",
              "archive": "https://web.archive.org/web/20261003155539/https://llmrefs.com/"
            },
            {
              "url": "https://llmrefs.com/ai-search-visibility",
              "type": "other",
              "title": "AI Search Visibility product page",
              "archive": "https://web.archive.org/web/20261003155709/https://llmrefs.com/ai-search-visibility"
            },
            {
              "url": "https://llmrefs.com/ai-seo-api",
              "type": "docs",
              "title": "API reference (GET /v1/keywords/{keywordId} response schema)",
              "archive": "https://web.archive.org/web/20260618173231/https://llmrefs.com/ai-seo-api"
            },
            {
              "url": "https://llmrefs.com/about",
              "type": "other",
              "title": "About page",
              "archive": "https://web.archive.org/web/20260918045713/https://llmrefs.com/about"
            },
            {
              "url": "https://llmrefs.com/tools/chatgpt-prompts-database",
              "type": "other",
              "title": "ChatGPT Prompts Database (free tool)",
              "archive": null
            },
            {
              "url": "https://llmrefs.com/tools/ai-crawl-checker",
              "type": "other",
              "title": "AI Crawlability Checker (free tool)",
              "archive": null
            },
            {
              "url": "https://llmrefs.com/blog/profound-competitors",
              "type": "blog",
              "title": "Vendor blog: Profound competitors (last updated October 2, 2026)",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "sentiment": "not published: no sentiment metric on product/pricing pages; vendor blog says polarity 'isn't necessarily sentiment-weighted out of the box'",
            "accuracyHallucination": "not published",
            "crawlerLogAnalytics": "not published: only a single-URL GPTBot crawlability simulator",
            "aiReferralAttribution": "not published"
          },
          "couldNotVerify": [
            "Whether any sentiment or accuracy view exists inside the app (behind login)",
            "How 'Position' is computed when an answer is prose rather than a ranked list",
            "Data source and method behind 'Monthly AI prompt volume estimates'"
          ]
        }
      },
      "actionLayer": {
        "recommendations": "n/a",
        "contentGeneration": "n/a",
        "technicalAudits": "yes",
        "citationOutreach": "n/a",
        "prov": {
          "sources": [
            {
              "url": "https://llmrefs.com/#pricing",
              "type": "pricing",
              "title": "Pricing card ('Plus: AI crawlability checker, Reddit threads finder, LLMs.txt generator & more AI SEO tools')",
              "archive": "https://web.archive.org/web/20261003155539/https://llmrefs.com/"
            },
            {
              "url": "https://llmrefs.com/tools/ai-crawl-checker",
              "type": "other",
              "title": "AI Crawlability Checker",
              "archive": null
            },
            {
              "url": "https://llmrefs.com/tools/llms-txt-generator",
              "type": "other",
              "title": "Free LLMs.txt Generator",
              "archive": null
            },
            {
              "url": "https://llmrefs.com/tools/ai-content-optimizer",
              "type": "other",
              "title": "AI Content Optimizer (A/B tester)",
              "archive": null
            },
            {
              "url": "https://llmrefs.com/tools/reddit-threads-finder",
              "type": "other",
              "title": "Reddit Threads Finder",
              "archive": null
            },
            {
              "url": "https://llmrefs.com/tools",
              "type": "other",
              "title": "Free AI Search & SEO Tools",
              "archive": null
            },
            {
              "url": "https://llmrefs.com/",
              "type": "other",
              "title": "Homepage ('Content gap insights', 'reveals content & outreach opportunities')",
              "archive": "https://web.archive.org/web/20261003155539/https://llmrefs.com/"
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "recommendations": "not published: only a 'Content gap insights' label; no recommendations feature documented",
            "contentGeneration": "not published",
            "citationOutreach": "not published: opportunities are surfaced (cited sources, Reddit Threads Finder) but no outreach workflow is documented"
          },
          "couldNotVerify": [
            "What 'Content gap insights' shows inside the app",
            "Whether bulk or site-wide crawlability audits exist in the paid app"
          ]
        }
      },
      "dataAccess": {
        "api": "yes",
        "csvExport": "yes",
        "lookerStudio": "n/a",
        "warehouseOrBigQuery": "n/a",
        "slack": "n/a",
        "emailAlerts": "n/a",
        "mcp": "n/a",
        "prov": {
          "sources": [
            {
              "url": "https://llmrefs.com/ai-seo-api",
              "type": "docs",
              "title": "LLMrefs AI SEO API reference",
              "archive": "https://web.archive.org/web/20260618173231/https://llmrefs.com/ai-seo-api"
            },
            {
              "url": "https://llmrefs.com/#pricing",
              "type": "pricing",
              "title": "Pricing card ('Export data as CSV and API access')",
              "archive": "https://web.archive.org/web/20261003155539/https://llmrefs.com/"
            },
            {
              "url": "https://llmrefs.com/",
              "type": "other",
              "title": "Homepage ('Export & API access')",
              "archive": "https://web.archive.org/web/20261003155539/https://llmrefs.com/"
            },
            {
              "url": "https://llmrefs.com/ai-search-visibility",
              "type": "other",
              "title": "AI Search Visibility page ('Get notified when your visibility changes')",
              "archive": "https://web.archive.org/web/20261003155709/https://llmrefs.com/ai-search-visibility"
            },
            {
              "url": "https://github.com/LLMrefs",
              "type": "other",
              "title": "LLMrefs GitHub organisation (4 public repositories)",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "lookerStudio": "not published",
            "warehouseOrBigQuery": "not published",
            "slack": "not published",
            "emailAlerts": "not published: 'Get notified when your visibility changes' with no channel stated",
            "mcp": "not published"
          },
          "couldNotVerify": [
            "Alert channels and triggers (behind login)",
            "Whether historical data (not only the current period) is available via the API",
            "Whether higher API rate limits are available on request"
          ]
        }
      },
      "businessFit": {
        "agencyMultiClient": "yes",
        "whiteLabel": "n/a",
        "sso": "n/a",
        "soc2": "n/a",
        "iso27001": "n/a",
        "gdprStatement": "yes",
        "euDataResidency": "n/a",
        "uiLanguages": null,
        "prov": {
          "sources": [
            {
              "url": "https://llmrefs.com/",
              "type": "other",
              "title": "Homepage ('Optimized for agencies')",
              "archive": "https://web.archive.org/web/20261003155539/https://llmrefs.com/"
            },
            {
              "url": "https://llmrefs.com/ai-search-visibility",
              "type": "other",
              "title": "AI Search Visibility FAQ 'Can agencies and enterprises use this?'",
              "archive": "https://web.archive.org/web/20261003155709/https://llmrefs.com/ai-search-visibility"
            },
            {
              "url": "https://llmrefs.com/privacy",
              "type": "other",
              "title": "Privacy Policy (last updated February 8, 2026)",
              "archive": "https://web.archive.org/web/20260918045713/https://llmrefs.com/privacy"
            },
            {
              "url": "https://llmrefs.com/terms",
              "type": "other",
              "title": "Terms of Service (last updated May 20, 2025)",
              "archive": "https://web.archive.org/web/20260918045713/https://llmrefs.com/terms"
            },
            {
              "url": "https://llmrefs.com/signup",
              "type": "other",
              "title": "Sign-up page (email / Google / Microsoft)",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "whiteLabel": "not published",
            "sso": "not published: only Google/Microsoft/email sign-in documented",
            "soc2": "not published",
            "iso27001": "not published",
            "euDataResidency": "not published: privacy policy says data may be transferred internationally",
            "uiLanguages": "not published"
          },
          "couldNotVerify": [
            "Any security certification, DPA or sub-processor list",
            "Hosting region",
            "Whether the Terms' restriction on sharing Results with unaffiliated third parties blocks agency client reporting"
          ]
        }
      },
      "selection": {
        "roundups": 3,
        "probeAnswers": 6,
        "g2Reviews": 0,
        "g2Scope": "product listing",
        "presenceScore": 0.07,
        "passesGate": true,
        "shortlistedByRubric": false
      },
      "normalisation": {},
      "derived": {
        "segment": "budget",
        "entryPriceUsd": 79,
        "entryPlan": "All in One",
        "entryBasis": null,
        "plans": {
          "All in One|monthly": {
            "usd": 79,
            "checks": 21750,
            "costPer1kUsd": 3.63
          }
        },
        "scenarios": {
          "S|monthly": {
            "status": "fits",
            "plan": "All in One",
            "costUsd": 79,
            "addOnsUsed": [],
            "reason": null,
            "detail": "prompt units needed = 50"
          },
          "S|annual": {
            "status": "not-supported",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "No published plan.",
            "detail": "no published plan covers it and no sales tier is offered. No plan is published for annual billing."
          },
          "M|monthly": {
            "status": "not-supported",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "Published plans fall short (no daily runs); no sales tier is offered.",
            "detail": "no published plan covers it and no sales tier is offered. Published plans fall short — All in One: run frequency weekly is below daily."
          },
          "M|annual": {
            "status": "not-supported",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "No published plan.",
            "detail": "no published plan covers it and no sales tier is offered. No plan is published for annual billing."
          },
          "L|monthly": {
            "status": "not-supported",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "Published plans fall short (no daily runs); no sales tier is offered.",
            "detail": "no published plan covers it and no sales tier is offered. Published plans fall short — All in One: run frequency weekly is below daily."
          },
          "L|annual": {
            "status": "not-supported",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "No published plan.",
            "detail": "no published plan covers it and no sales tier is offered. No plan is published for annual billing."
          }
        },
        "bestRate": {
          "plan": "All in One",
          "usd": 79,
          "checks": 21750,
          "costPer1kUsd": 3.63
        },
        "largestPlan": {
          "plan": "All in One",
          "usd": 79,
          "native": 79,
          "currency": "USD",
          "prompts": 500,
          "checks": 21750,
          "runFrequency": "weekly"
        }
      },
      "flags": {
        "priceEstimate": false,
        "agencyRouteEligibilityUnconfirmed": false,
        "excludeFromAggregates": false,
        "note": null
      },
      "changesSince20260531": "We verified no change to the offer since 2026-05-31. The live pricing card (All in One, $79/month 'Limited time only', 500 prompts, weekly reports, 7-day trial) matches the Wayback snapshots of 2026-05-15 and 2026-06-06 word for word. The lead list's description was already out of date on that date: it says Free -> Pro $79/month with 50 keywords and daily updates, plus a proprietary 'LLMrefs Score'. Today the paid plan is named 'All in One', is sized as 500 prompts and refreshes reports weekly. The pricing section shows no free plan, and the 'LLMrefs Score (LS)' (seen on the 2025 site) no longer appears."
    },
    {
      "id": "mangools-ai-search-watcher",
      "name": "Mangools AI Search Watcher",
      "shortName": "Mangools AI Search Watcher",
      "vendor": "Mangools (CodeCat s.r.o.)",
      "url": "https://mangools.com/ai-search-watcher",
      "pricingUrl": "https://mangools.com/ai-search-watcher/plans-and-pricing",
      "docsUrl": "https://mangools.com/blog/ai-search-watcher-guide/",
      "category": "suite-module",
      "parentProduct": "Mangools",
      "status": "live",
      "summary": "Mangools AI Search Watcher is the LLM-visibility tracker of the Slovak Mangools SEO suite: each week it checks every monitored prompt twice in up to eight engines (ChatGPT, Google AI Overviews, Google AI Mode, Gemini, Claude, Grok, Llama, Mistral) and reports brand visibility, average position, cited URLs, competitor rankings and recommendations. It is sold standalone (a free 5-prompt plan, or $49/month Pro with 500 prompts) or bundled with Mangools SEO plans, and suits solo marketers, small businesses and small agencies that need weekly tracking without Perplexity.",
      "reviewed": false,
      "identity": {
        "hqCountry": "SK",
        "ownership": "subsidiary-of:ignity s. r. o. (itrinity group)",
        "funding": "No external funding round disclosed for Mangools. itrinity (the group behind Mangools) says KWFinder/Mangools was bootstrapped in 2014 with 'no external cash, profitable from day 1', and that it later acquired 7 SaaS products 'together with a famous Czech private equity fund Pale Fire Capital' (itrinity.com, read 2026-10-03). Slovak Business Register (read 2026-10-03): the sole shareholder of CodeCat s. r. o. since 2024-10-02 is ignity, s. r. o., whose registered shareholders are Pale Fire Capital SE (contribution EUR 607,719), itrinity group, s. r. o. (EUR 564,571) and Martin Toma (EUR 43,148).",
        "fundingAsOf": "2026-10-03",
        "yearLaunched": 2025,
        "prov": {
          "sources": [
            {
              "url": "https://mangools.com/conditions",
              "type": "other",
              "title": "Terms & Conditions (licensor CodeCat s.r.o., Bratislava)",
              "archive": null
            },
            {
              "url": "https://mangools.com/dpa",
              "type": "other",
              "title": "Data Processing Addendum v1.1 (CodeCat s. r. o., trading as Mangools)",
              "archive": null
            },
            {
              "url": "https://mangools.com/about-us",
              "type": "other",
              "title": "About us (timeline from August 2014)",
              "archive": null
            },
            {
              "url": "https://itrinity.com/",
              "type": "other",
              "title": "itrinity home (portfolio: Mangools 'Bootstrapped 2014')",
              "archive": null
            },
            {
              "url": "https://itrinity.com/about-us/",
              "type": "other",
              "title": "itrinity About Us (team behind Mangools; Pale Fire Capital)",
              "archive": null
            },
            {
              "url": "https://web.archive.org/web/20251103051419/https://mangools.com/ai-search-watcher/",
              "type": "other",
              "title": "Wayback Machine: earliest archived capture of the AI Search Watcher page (2025-11-03)",
              "archive": null
            },
            {
              "url": "https://www.orsr.sk/vypis.asp?ID=443018&SID=2&P=0",
              "type": "filing",
              "title": "Slovak Business Register extract: CodeCat s. r. o., IČO 44 550 804 (current)",
              "archive": null
            },
            {
              "url": "https://www.orsr.sk/vypis.asp?ID=443018&SID=2&P=1",
              "type": "filing",
              "title": "Slovak Business Register extract: CodeCat s. r. o. (full history, former name itrinity, s.r.o.)",
              "archive": null
            },
            {
              "url": "https://www.orsr.sk/vypis.asp?ID=470286&SID=2&P=0",
              "type": "filing",
              "title": "Slovak Business Register extract: ignity, s. r. o., IČO 52 500 349 (current)",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "third-party",
          "naReasons": {},
          "couldNotVerify": [
            "Exact launch date of AI Search Watcher (no announcement found; dated only by the earliest Wayback capture, 2025-11-03)",
            "Third-party press on funding (web search budget exhausted in this session)",
            "Ownership percentages in ignity, s. r. o. (the register lists capital contributions, not percentages) and who owns itrinity group, s. r. o. (not looked up)"
          ]
        }
      },
      "pricing": {
        "model": "per-prompt",
        "promptUnit": "Plan cards count 'Prompts monitored' (Free 5, Pro 500, Custom 'Custom'). Every prompt is checked '2×' on every weekly 'Monitor update' in each selected LLM ('AI Search Watcher checks every prompt 2× on every update'). The vendor does not say whether one prompt counts once or once per LLM or monitor.",
        "promptUnitPerEngine": "n/a",
        "promptUnitPerCountry": "n/a",
        "promptUnitPerRun": "n/a",
        "freePlan": {
          "available": "yes",
          "limits": "'AI Search Watcher Free': 'Free', 'No credit card'. Prompts monitored 5, Monitors 1, 'Multiple checks / prompt 2×', Monitor updates Weekly, E-mail reports Weekly and Monthly. All 8 LLMs per the tooltip: ChatGPT, Google AI Overviews, Google AI Mode, Gemini, Claude, Grok, Llama, Mistral. 'API & MCP included'."
        },
        "freeTrial": {
          "available": "n/a",
          "days": null,
          "cardRequired": "n/a",
          "limits": "No trial of the paid plan is published. The free plan and a '48-hour money back guarantee' are offered instead ('we will issue a full refund within 48 hours of your payment. This does not apply to 2 consecutive subscriptions')."
        },
        "billingOptions": [
          "monthly",
          "annual"
        ],
        "annualDiscountNote": "Annually Save ~35%",
        "plans": [
          {
            "name": "AI Search Watcher Free",
            "contactSales": false,
            "priceMonthly": 0,
            "priceAnnualPerMonth": 0,
            "currency": "USD",
            "promptsIncluded": 5,
            "creditsIncluded": null,
            "enginesIncluded": [
              "chatgpt",
              "googleAio",
              "googleAiMode",
              "gemini",
              "claude",
              "grok"
            ],
            "enginesSelectable": "yes",
            "maxEngines": 8,
            "runFrequency": "weekly",
            "brandsOrProjects": 1,
            "seats": null,
            "countries": 1,
            "languages": 1,
            "addOns": [],
            "planSource": "https://mangools.com/ai-search-watcher/plans-and-pricing"
          },
          {
            "name": "AI Search Watcher Pro",
            "contactSales": false,
            "priceMonthly": 49,
            "priceAnnualPerMonth": 34.9,
            "currency": "USD",
            "promptsIncluded": 500,
            "creditsIncluded": null,
            "enginesIncluded": [
              "chatgpt",
              "googleAio",
              "googleAiMode",
              "gemini",
              "claude",
              "grok"
            ],
            "enginesSelectable": "yes",
            "maxEngines": 8,
            "runFrequency": "weekly",
            "brandsOrProjects": "unlimited",
            "seats": 1,
            "countries": null,
            "languages": null,
            "addOns": [],
            "planSource": "https://mangools.com/ai-search-watcher/plans-and-pricing"
          },
          {
            "name": "AI Search Watcher Custom",
            "contactSales": true,
            "priceMonthly": null,
            "priceAnnualPerMonth": null,
            "currency": null,
            "promptsIncluded": null,
            "creditsIncluded": null,
            "enginesIncluded": [
              "chatgpt",
              "googleAio",
              "googleAiMode",
              "gemini",
              "claude",
              "grok"
            ],
            "enginesSelectable": "yes",
            "maxEngines": 8,
            "runFrequency": "weekly",
            "brandsOrProjects": "unlimited",
            "seats": null,
            "countries": null,
            "languages": null,
            "addOns": [],
            "planSource": "https://mangools.com/ai-search-watcher/plans-and-pricing"
          },
          {
            "name": "Mangools Basic (SEO bundle incl. AI Search Watcher Pro)",
            "contactSales": false,
            "priceMonthly": 61,
            "priceAnnualPerMonth": 37.7,
            "currency": "USD",
            "promptsIncluded": 500,
            "creditsIncluded": null,
            "enginesIncluded": [
              "chatgpt",
              "googleAio",
              "googleAiMode",
              "gemini",
              "claude",
              "grok"
            ],
            "enginesSelectable": "yes",
            "maxEngines": 8,
            "runFrequency": "weekly",
            "brandsOrProjects": "unlimited",
            "seats": 1,
            "countries": null,
            "languages": null,
            "addOns": [],
            "planSource": "https://mangools.com/plans-and-pricing"
          },
          {
            "name": "Mangools Premium (SEO bundle incl. AI Search Watcher Pro)",
            "contactSales": false,
            "priceMonthly": 81,
            "priceAnnualPerMonth": 52.7,
            "currency": "USD",
            "promptsIncluded": 500,
            "creditsIncluded": null,
            "enginesIncluded": [
              "chatgpt",
              "googleAio",
              "googleAiMode",
              "gemini",
              "claude",
              "grok"
            ],
            "enginesSelectable": "yes",
            "maxEngines": 8,
            "runFrequency": "weekly",
            "brandsOrProjects": "unlimited",
            "seats": 4,
            "countries": null,
            "languages": null,
            "addOns": [],
            "planSource": "https://mangools.com/plans-and-pricing"
          },
          {
            "name": "Mangools Agency (SEO bundle incl. AI Search Watcher Pro)",
            "contactSales": false,
            "priceMonthly": 141,
            "priceAnnualPerMonth": 97.7,
            "currency": "USD",
            "promptsIncluded": 500,
            "creditsIncluded": null,
            "enginesIncluded": [
              "chatgpt",
              "googleAio",
              "googleAiMode",
              "gemini",
              "claude",
              "grok"
            ],
            "enginesSelectable": "yes",
            "maxEngines": 8,
            "runFrequency": "weekly",
            "brandsOrProjects": "unlimited",
            "seats": 6,
            "countries": null,
            "languages": null,
            "addOns": [],
            "planSource": "https://mangools.com/plans-and-pricing"
          }
        ],
        "prov": {
          "sources": [
            {
              "url": "https://mangools.com/ai-search-watcher/plans-and-pricing",
              "type": "pricing",
              "title": "Plans & Pricing | AI Search Watcher (Monthly and Annually states, LLM tooltips)",
              "archive": "https://web.archive.org/web/20260414175801/https://mangools.com/ai-search-watcher/plans-and-pricing"
            },
            {
              "url": "https://mangools.com/plans-and-pricing",
              "type": "pricing",
              "title": "Plans & Pricing | Mangools (AIO + SEO bundles, Monthly and Annually states)",
              "archive": "https://web.archive.org/web/20260928105359/https://mangools.com/plans-and-pricing"
            },
            {
              "url": "https://mangools.com/ai-search-watcher",
              "type": "other",
              "title": "AI Search Watcher product page (embedded pricing cards)",
              "archive": "https://web.archive.org/web/20260930024802/https://mangools.com/ai-search-watcher/"
            },
            {
              "url": "https://mangools.com/faq",
              "type": "docs",
              "title": "Frequently asked questions (billing, sub-users)",
              "archive": "https://web.archive.org/web/20260829025246/https://mangools.com/faq"
            },
            {
              "url": "https://mangools.com/blog/ai-search-watcher-guide/",
              "type": "docs",
              "title": "AI Search Watcher Guide (plan list, bundle inclusion)",
              "archive": "https://web.archive.org/web/20260927132117/https://mangools.com/blog/ai-search-watcher-guide/"
            },
            {
              "url": "https://mangools.com/plans.json?platform=ai",
              "type": "pricing",
              "title": "Public plans JSON behind the AI Search Watcher pricing widget (Pro limits, seats, currency)",
              "archive": null
            },
            {
              "url": "https://mangools.com/plans.json?platform=combo",
              "type": "pricing",
              "title": "Public plans JSON behind the bundle pricing widget (Basic/Premium/Agency limits)",
              "archive": "https://web.archive.org/web/20260927212917/https://mangools.com/plans.json?platform=combo"
            },
            {
              "url": "https://mangools.com/plans.json",
              "type": "pricing",
              "title": "Public plans JSON, default platform (SEO-only Mangools plans, not displayed)",
              "archive": "https://web.archive.org/web/20250822014225/https://mangools.com/plans.json"
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "promptUnitPerEngine": "not published: plan cards list 'Prompts monitored' and 'LLMs' (all 8) as separate rows; whether one prompt in N LLMs counts as 1 or N is not stated",
            "promptUnitPerCountry": "not published: location and language are fixed per monitor, and Pro has unlimited monitors; whether prompts across monitors draw on one 500-prompt pool is not stated",
            "freeTrial.available": "not published: no trial of the paid plan; a free plan and a 48-hour money-back guarantee are offered instead",
            "freeTrial.days": "not applicable: no trial published",
            "AI Search Watcher Free.seats": "not published",
            "AI Search Watcher Pro.countries": "not published: one location per monitor, unlimited monitors; the number of supported AI Search Watcher locations is not stated",
            "AI Search Watcher Pro.languages": "not published",
            "AI Search Watcher Custom.price": "contact sales: 'Schedule a demo'",
            "AI Search Watcher Custom.promptsIncluded": "contact sales: 'Prompts monitored Custom'",
            "bundles.countries": "not published",
            "promptUnitPerRun": "not published: plan cards count 'Prompts monitored' (a standing allowance) and list 'Monitor updates Weekly' and 'Multiple checks / prompt 2×' as plan features; no page states whether the weekly re-checks draw on any allowance",
            "AI Search Watcher Custom.currency": "contact sales: no price published",
            "AI Search Watcher Custom.seats": "contact sales: 'Schedule a demo'; the card has no seat row and the plans JSON does not list the Custom plan",
            "AI Search Watcher Custom.countries": "contact sales: one location per monitor, unlimited monitors; supported locations not stated",
            "AI Search Watcher Custom.languages": "contact sales",
            "AI Search Watcher Custom.overage": "contact sales",
            "AI Search Watcher Free.overage": "not published: no overage or prompt packs; the page points to Pro for more prompts",
            "bundles.languages": "not published",
            "bundles.overage": "not published"
          },
          "couldNotVerify": [
            "Whether a prompt tracked in several LLMs (up to 8) counts once or once per LLM against the 500-prompt allowance",
            "Whether the 500 prompts are one account-wide pool shared across unlimited monitors (and so across countries)",
            "Custom plan price and limits (demo only)",
            "Whether a faster-than-weekly update frequency is available on any plan (none shown, including Custom)",
            "Whether displayed USD prices include VAT for EU buyers",
            "Seats on the Free plan (not in the plans JSON, no seat row on the card)",
            "Prices and cards shown in other variants of the 'AbNewPricingTesting' A/B test (only variant 'new' was served)",
            "Meaning of the unlabelled plans-JSON limit 'ai-watcher-generate' (500 on standalone Pro, 100 in the bundles)",
            "Whether the weekly re-checks consume any allowance (promptUnitPerRun)"
          ]
        }
      },
      "engines": {
        "status": {
          "chatgpt": {
            "status": "included",
            "surface": "unknown",
            "minPlan": "AI Search Watcher Free"
          },
          "googleAio": {
            "status": "included",
            "surface": "ui",
            "minPlan": "AI Search Watcher Free"
          },
          "googleAiMode": {
            "status": "included",
            "surface": "unknown",
            "minPlan": "AI Search Watcher Free"
          },
          "gemini": {
            "status": "included",
            "surface": "unknown",
            "minPlan": "AI Search Watcher Free"
          },
          "perplexity": {
            "status": "no",
            "surface": "unknown",
            "minPlan": null
          },
          "claude": {
            "status": "included",
            "surface": "unknown",
            "minPlan": "AI Search Watcher Free"
          },
          "copilot": {
            "status": "no",
            "surface": "unknown",
            "minPlan": null
          },
          "grok": {
            "status": "included",
            "surface": "unknown",
            "minPlan": "AI Search Watcher Free"
          },
          "deepseek": {
            "status": "no",
            "surface": "unknown",
            "minPlan": null
          },
          "metaAi": {
            "status": "n/a",
            "surface": "unknown",
            "minPlan": null
          }
        },
        "other": [
          {
            "name": "Llama (Meta)",
            "status": "included"
          },
          {
            "name": "Mistral",
            "status": "included"
          }
        ],
        "settings": {
          "country": "yes",
          "language": "yes",
          "persona": "n/a"
        },
        "prov": {
          "sources": [
            {
              "url": "https://mangools.com/ai-search-watcher",
              "type": "other",
              "title": "AI Search Watcher product page and FAQ ('Which AI search engines and LLMs does AI Search Watcher support?')",
              "archive": "https://web.archive.org/web/20260930024802/https://mangools.com/ai-search-watcher/"
            },
            {
              "url": "https://mangools.com/ai-search-watcher/plans-and-pricing",
              "type": "pricing",
              "title": "Plan-card LLM tooltips (Free, Pro, Custom)",
              "archive": "https://web.archive.org/web/20260414175801/https://mangools.com/ai-search-watcher/plans-and-pricing"
            },
            {
              "url": "https://mangools.com/blog/ai-search-watcher-guide/",
              "type": "docs",
              "title": "AI Search Watcher Guide (setup: location, language, LLMs)",
              "archive": "https://web.archive.org/web/20260927132117/https://mangools.com/blog/ai-search-watcher-guide/"
            },
            {
              "url": "https://api.mangools.com/v3/openapi.json",
              "type": "docs",
              "title": "Mangools API OpenAPI spec (aiwatcher endpoints)",
              "archive": null
            },
            {
              "url": "https://mangools.com/ai-search-grader",
              "type": "other",
              "title": "AI Search Grader (separate free tool; model list)",
              "archive": "https://web.archive.org/web/20260923161200/https://mangools.com/ai-search-grader"
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "persona": "not published"
          },
          "couldNotVerify": [
            "Whether ChatGPT, Gemini, Claude, Grok, Llama and Mistral are queried through their consumer apps or their APIs, and with web search enabled or not",
            "Which of the eight models return citations (the API exposes a supportsCitations flag, values not public)",
            "Number of countries/cities supported for AI Search Watcher monitors"
          ]
        }
      },
      "method": {
        "value": "undisclosed",
        "quote": null,
        "detail": "The vendor does not say how answers are obtained: API calls, rendering the consumer apps, or a third-party data provider. The only hints are in the API reference. Google AI Overviews are flagged as appearing 'on the Google results page'. Monitors carry a location, a language and a desktop/mobile platform. A monitor's default language comes 'from DataForSEO Labs'. Each prompt is run 2× per weekly update.",
        "prov": {
          "sources": [
            {
              "url": "https://mangools.com/ai-search-watcher",
              "type": "other",
              "title": "AI Search Watcher product page and FAQ",
              "archive": "https://web.archive.org/web/20260930024802/https://mangools.com/ai-search-watcher/"
            },
            {
              "url": "https://mangools.com/blog/ai-search-watcher-guide/",
              "type": "docs",
              "title": "AI Search Watcher Guide",
              "archive": "https://web.archive.org/web/20260927132117/https://mangools.com/blog/ai-search-watcher-guide/"
            },
            {
              "url": "https://api.mangools.com/v3/openapi.json",
              "type": "docs",
              "title": "Mangools API OpenAPI spec (aiwatcher endpoints)",
              "archive": null
            },
            {
              "url": "https://apidocs.mangools.com/ai-search-watcher/",
              "type": "docs",
              "title": "AI Search Watcher | Mangools API Documentation",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "quote": "not published: no vendor statement on how answers are collected"
          },
          "couldNotVerify": [
            "Whether chat-model answers are collected through official APIs, through the consumer interfaces (browser rendering) or through a third-party data provider",
            "Whether ChatGPT is queried with web search enabled"
          ]
        }
      },
      "metrics": {
        "mentions": "yes",
        "citationsWithUrls": "yes",
        "shareOfVoice": "yes",
        "positionProminence": "yes",
        "sentiment": "n/a",
        "accuracyHallucination": "n/a",
        "promptDiscoveryOrVolume": "yes",
        "crawlerLogAnalytics": "n/a",
        "aiReferralAttribution": "n/a",
        "prov": {
          "sources": [
            {
              "url": "https://mangools.com/blog/ai-search-watcher-guide/",
              "type": "docs",
              "title": "AI Search Watcher Guide (dashboard, prompts, citations)",
              "archive": "https://web.archive.org/web/20260927132117/https://mangools.com/blog/ai-search-watcher-guide/"
            },
            {
              "url": "https://mangools.com/ai-search-watcher",
              "type": "other",
              "title": "AI Search Watcher product page and FAQ",
              "archive": "https://web.archive.org/web/20260930024802/https://mangools.com/ai-search-watcher/"
            },
            {
              "url": "https://api.mangools.com/v3/openapi.json",
              "type": "docs",
              "title": "Mangools API OpenAPI spec (AIMonitorDashboard, AIWatcherPromptDetail)",
              "archive": null
            },
            {
              "url": "https://mangools.com/blog/ai-search-watcher-data-studio-connector/",
              "type": "docs",
              "title": "AI Search Watcher Data Studio Connector (metrics list)",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "sentiment": "not published: brand perception shows the AI's description of the brand, but no sentiment metric is documented",
            "accuracyHallucination": "not published: the guide says an inaccurate brand-perception description 'is a key insight', but there is no automated accuracy or hallucination flag",
            "crawlerLogAnalytics": "not published",
            "aiReferralAttribution": "not published"
          },
          "couldNotVerify": [
            "Whether brand perception is available for every LLM or only one (the API returns one perceptionModelId per monitor)"
          ]
        }
      },
      "actionLayer": {
        "recommendations": "yes",
        "contentGeneration": "n/a",
        "technicalAudits": "n/a",
        "citationOutreach": "yes",
        "prov": {
          "sources": [
            {
              "url": "https://mangools.com/blog/ai-search-watcher-guide/",
              "type": "docs",
              "title": "AI Search Watcher Guide (Recommendations section)",
              "archive": "https://web.archive.org/web/20260927132117/https://mangools.com/blog/ai-search-watcher-guide/"
            },
            {
              "url": "https://mangools.com/ai-search-watcher",
              "type": "other",
              "title": "AI Search Watcher product page",
              "archive": "https://web.archive.org/web/20260930024802/https://mangools.com/ai-search-watcher/"
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "contentGeneration": "not published",
            "technicalAudits": "not published"
          },
          "couldNotVerify": [
            "Whether recommendations are generated per prompt or per monitor, and how often they refresh"
          ]
        }
      },
      "dataAccess": {
        "api": "yes",
        "csvExport": "n/a",
        "lookerStudio": "yes",
        "warehouseOrBigQuery": "n/a",
        "slack": "n/a",
        "emailAlerts": "yes",
        "mcp": "yes",
        "prov": {
          "sources": [
            {
              "url": "https://mangools.com/api",
              "type": "other",
              "title": "Mangools SEO API (includes AI Search Watcher data)",
              "archive": null
            },
            {
              "url": "https://apidocs.mangools.com/ai-search-watcher/",
              "type": "docs",
              "title": "AI Search Watcher API endpoints",
              "archive": null
            },
            {
              "url": "https://api.mangools.com/v3/openapi.json",
              "type": "docs",
              "title": "Mangools API OpenAPI spec",
              "archive": null
            },
            {
              "url": "https://mangools.com/mcp",
              "type": "docs",
              "title": "Mangools SEO MCP Server (beta)",
              "archive": null
            },
            {
              "url": "https://mangools.com/blog/ai-search-watcher-data-studio-connector/",
              "type": "docs",
              "title": "AI Search Watcher Data Studio Connector – Integration Guide",
              "archive": null
            },
            {
              "url": "https://mangools.com/blog/ai-search-watcher-guide/",
              "type": "docs",
              "title": "AI Search Watcher Guide (Share, Looker Studio, API & MCP, e-mail reports)",
              "archive": "https://web.archive.org/web/20260927132117/https://mangools.com/blog/ai-search-watcher-guide/"
            },
            {
              "url": "https://mangools.com/ai-search-watcher/plans-and-pricing",
              "type": "pricing",
              "title": "Plan cards ('API & MCP included')",
              "archive": "https://web.archive.org/web/20260414175801/https://mangools.com/ai-search-watcher/plans-and-pricing"
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "csvExport": "not published: no CSV export documented for AI Search Watcher (CSV exports are documented for KWFinder and LinkMiner only)",
            "warehouseOrBigQuery": "not published",
            "slack": "not published"
          },
          "couldNotVerify": [
            "Whether AI Search Watcher data can be exported to CSV in the app (behind login)",
            "Whether creating monitors via API/MCP consumes paid quota (MCP page says yes, API docs mark the endpoint 'Free')"
          ]
        }
      },
      "businessFit": {
        "agencyMultiClient": "yes",
        "whiteLabel": "n/a",
        "sso": "n/a",
        "soc2": "n/a",
        "iso27001": "n/a",
        "gdprStatement": "yes",
        "euDataResidency": "no",
        "uiLanguages": null,
        "prov": {
          "sources": [
            {
              "url": "https://mangools.com/conditions",
              "type": "other",
              "title": "Terms & Conditions (GDPR, DPA reference)",
              "archive": null
            },
            {
              "url": "https://mangools.com/dpa",
              "type": "other",
              "title": "Data Processing Addendum v1.1 (processing locations, sub-processors, security measures)",
              "archive": null
            },
            {
              "url": "https://mangools.com/privacy",
              "type": "other",
              "title": "Privacy Policy",
              "archive": null
            },
            {
              "url": "https://mangools.com/plans-and-pricing",
              "type": "pricing",
              "title": "Mangools bundles (Agency plan, extra seats)",
              "archive": "https://web.archive.org/web/20260928105359/https://mangools.com/plans-and-pricing"
            },
            {
              "url": "https://mangools.com/faq",
              "type": "docs",
              "title": "FAQ (sub-users, simultaneous logins)",
              "archive": "https://web.archive.org/web/20260829025246/https://mangools.com/faq"
            },
            {
              "url": "https://mangools.com/blog/ai-search-watcher-guide/",
              "type": "docs",
              "title": "AI Search Watcher Guide (monitors, share links)",
              "archive": "https://web.archive.org/web/20260927132117/https://mangools.com/blog/ai-search-watcher-guide/"
            },
            {
              "url": "https://mangools.com/plans.json?platform=ai",
              "type": "pricing",
              "title": "Public plans JSON (AI Search Watcher Pro seats)",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "whiteLabel": "not published",
            "sso": "not published: only Mangools account sign-in (and OAuth for the MCP server) documented",
            "soc2": "not published: only the hosting sub-processor's (AWS) SOC 2 Type II is cited",
            "iso27001": "not published: only the hosting sub-processor's (AWS) ISO 27001 is cited",
            "uiLanguages": "not published"
          },
          "couldNotVerify": [
            "UI languages of the AI Search Watcher app",
            "Whether Mangools itself holds any security certification"
          ]
        }
      },
      "selection": {
        "roundups": 1,
        "probeAnswers": 1,
        "g2Reviews": 97,
        "g2Scope": "suite/parent listing",
        "presenceScore": 0.029,
        "passesGate": true,
        "shortlistedByRubric": false
      },
      "normalisation": {
        "plans": {
          "AI Search Watcher Free": {
            "checksPerMonth": 348,
            "basis": "5 prompts × 8 LLMs × 2 checks per prompt per update × 4.35 weekly updates = 348. evidence/mangools-ai-search-watcher/fix-asw-pricing-monthly.txt Free card: 'Prompts monitored 5', 'Multiple checks / prompt 2×', 'Monitor updates Weekly'. 8 LLMs: evidence/mangools-ai-search-watcher/asw-pricing-llms-hover.json tooltip 'ChatGPT, Google AI Overviews, Google AI Mode, Gemini, Claude, Grok, Llama, Mistral'; evidence/mangools-ai-search-watcher/fix-guide-text.txt 'LLMs to monitor – Select which AI search engines you want to monitor your brand in (up to 8 popular LLMs).'. Each check is one answer per model: evidence/mangools-ai-search-watcher/fix-asw-pricing-monthly.txt 'AI answers change from one run to the next — and smaller brands are the first to blink in and out. AI Search Watcher checks every prompt 2× on every update'; evidence/mangools-ai-search-watcher/fix-openapi.json POST /aiwatcher/monitor (Create AI monitoring for a brand): '`prompts` — array of prompt strings the monitor will send to each model'; evidence/mangools-ai-search-watcher/fix-guide-text.txt: 'Visibility: The percentage of times your brand appears in the results for this prompt across multiple prompt runs in selected LLMs.'. Repeat samples are counted because the fixed definition counts every answer (one prompt × one engine × one run)."
          },
          "AI Search Watcher Pro": {
            "checksPerMonth": 34800,
            "basis": "500 prompts × 8 LLMs × 2 checks per prompt per update × 4.35 weekly updates = 34,800. evidence/mangools-ai-search-watcher/fix-asw-pricing-monthly.txt Pro card: 'Prompts monitored 500', 'Multiple checks / prompt 2×', 'Monitor updates Weekly'. 8 LLMs: evidence/mangools-ai-search-watcher/asw-pricing-llms-hover.json tooltip 'ChatGPT, Google AI Overviews, Google AI Mode, Gemini, Claude, Grok, Llama, Mistral'; evidence/mangools-ai-search-watcher/fix-guide-text.txt 'LLMs to monitor – Select which AI search engines you want to monitor your brand in (up to 8 popular LLMs).'. Each check is one answer per model: evidence/mangools-ai-search-watcher/fix-asw-pricing-monthly.txt 'AI answers change from one run to the next — and smaller brands are the first to blink in and out. AI Search Watcher checks every prompt 2× on every update'; evidence/mangools-ai-search-watcher/fix-openapi.json POST /aiwatcher/monitor (Create AI monitoring for a brand): '`prompts` — array of prompt strings the monitor will send to each model'; evidence/mangools-ai-search-watcher/fix-guide-text.txt: 'Visibility: The percentage of times your brand appears in the results for this prompt across multiple prompt runs in selected LLMs.'. Repeat samples are counted because the fixed definition counts every answer (one prompt × one engine × one run)."
          },
          "Mangools Basic (SEO bundle incl. AI Search Watcher Pro)": {
            "checksPerMonth": 34800,
            "basis": "500 prompts × 8 LLMs × 2 checks per prompt per update × 4.35 weekly updates = 34,800. evidence/mangools-ai-search-watcher/fix-bundle-monthly.txt bundle card: 'Included in bundle + AI Search Watcher PRO', 'Prompts monitored 500', 'Multiple checks / prompt 2×', 'LLMs +5 more'. The bundle card has no 'Monitor updates' row. Weekly comes from evidence/mangools-ai-search-watcher/fix-guide-text.txt 'Each bundle includes AI Search Watcher Pro' plus the Pro listing 'Monitor updates: Weekly' (same as record runFrequency). 8 LLMs: evidence/mangools-ai-search-watcher/asw-pricing-llms-hover.json tooltip 'ChatGPT, Google AI Overviews, Google AI Mode, Gemini, Claude, Grok, Llama, Mistral'; evidence/mangools-ai-search-watcher/fix-guide-text.txt 'LLMs to monitor – Select which AI search engines you want to monitor your brand in (up to 8 popular LLMs).'. Each check is one answer per model: evidence/mangools-ai-search-watcher/fix-asw-pricing-monthly.txt 'AI answers change from one run to the next — and smaller brands are the first to blink in and out. AI Search Watcher checks every prompt 2× on every update'; evidence/mangools-ai-search-watcher/fix-openapi.json POST /aiwatcher/monitor (Create AI monitoring for a brand): '`prompts` — array of prompt strings the monitor will send to each model'; evidence/mangools-ai-search-watcher/fix-guide-text.txt: 'Visibility: The percentage of times your brand appears in the results for this prompt across multiple prompt runs in selected LLMs.'."
          },
          "Mangools Premium (SEO bundle incl. AI Search Watcher Pro)": {
            "checksPerMonth": 34800,
            "basis": "500 prompts × 8 LLMs × 2 checks per prompt per update × 4.35 weekly updates = 34,800. evidence/mangools-ai-search-watcher/fix-bundle-monthly.txt bundle card: 'Included in bundle + AI Search Watcher PRO', 'Prompts monitored 500', 'Multiple checks / prompt 2×', 'LLMs +5 more'. The bundle card has no 'Monitor updates' row. Weekly comes from evidence/mangools-ai-search-watcher/fix-guide-text.txt 'Each bundle includes AI Search Watcher Pro' plus the Pro listing 'Monitor updates: Weekly' (same as record runFrequency). 8 LLMs: evidence/mangools-ai-search-watcher/asw-pricing-llms-hover.json tooltip 'ChatGPT, Google AI Overviews, Google AI Mode, Gemini, Claude, Grok, Llama, Mistral'; evidence/mangools-ai-search-watcher/fix-guide-text.txt 'LLMs to monitor – Select which AI search engines you want to monitor your brand in (up to 8 popular LLMs).'. Each check is one answer per model: evidence/mangools-ai-search-watcher/fix-asw-pricing-monthly.txt 'AI answers change from one run to the next — and smaller brands are the first to blink in and out. AI Search Watcher checks every prompt 2× on every update'; evidence/mangools-ai-search-watcher/fix-openapi.json POST /aiwatcher/monitor (Create AI monitoring for a brand): '`prompts` — array of prompt strings the monitor will send to each model'; evidence/mangools-ai-search-watcher/fix-guide-text.txt: 'Visibility: The percentage of times your brand appears in the results for this prompt across multiple prompt runs in selected LLMs.'."
          },
          "Mangools Agency (SEO bundle incl. AI Search Watcher Pro)": {
            "checksPerMonth": 34800,
            "basis": "500 prompts × 8 LLMs × 2 checks per prompt per update × 4.35 weekly updates = 34,800. evidence/mangools-ai-search-watcher/fix-bundle-monthly.txt bundle card: 'Included in bundle + AI Search Watcher PRO', 'Prompts monitored 500', 'Multiple checks / prompt 2×', 'LLMs +5 more'. The bundle card has no 'Monitor updates' row. Weekly comes from evidence/mangools-ai-search-watcher/fix-guide-text.txt 'Each bundle includes AI Search Watcher Pro' plus the Pro listing 'Monitor updates: Weekly' (same as record runFrequency). 8 LLMs: evidence/mangools-ai-search-watcher/asw-pricing-llms-hover.json tooltip 'ChatGPT, Google AI Overviews, Google AI Mode, Gemini, Claude, Grok, Llama, Mistral'; evidence/mangools-ai-search-watcher/fix-guide-text.txt 'LLMs to monitor – Select which AI search engines you want to monitor your brand in (up to 8 popular LLMs).'. Each check is one answer per model: evidence/mangools-ai-search-watcher/fix-asw-pricing-monthly.txt 'AI answers change from one run to the next — and smaller brands are the first to blink in and out. AI Search Watcher checks every prompt 2× on every update'; evidence/mangools-ai-search-watcher/fix-openapi.json POST /aiwatcher/monitor (Create AI monitoring for a brand): '`prompts` — array of prompt strings the monitor will send to each model'; evidence/mangools-ai-search-watcher/fix-guide-text.txt: 'Visibility: The percentage of times your brand appears in the results for this prompt across multiple prompt runs in selected LLMs.'."
          }
        }
      },
      "derived": {
        "segment": "budget",
        "entryPriceUsd": 49,
        "entryPlan": "AI Search Watcher Pro",
        "entryBasis": null,
        "plans": {
          "AI Search Watcher Free|monthly": {
            "usd": 0,
            "checks": 348,
            "costPer1kUsd": 0
          },
          "AI Search Watcher Free|annual": {
            "usd": 0,
            "checks": 348,
            "costPer1kUsd": 0
          },
          "AI Search Watcher Pro|monthly": {
            "usd": 49,
            "checks": 34800,
            "costPer1kUsd": 1.41
          },
          "AI Search Watcher Pro|annual": {
            "usd": 34.9,
            "checks": 34800,
            "costPer1kUsd": 1
          },
          "AI Search Watcher Custom|monthly": {
            "usd": null,
            "checks": null,
            "costPer1kUsd": null
          },
          "AI Search Watcher Custom|annual": {
            "usd": null,
            "checks": null,
            "costPer1kUsd": null
          },
          "Mangools Basic (SEO bundle incl. AI Search Watcher Pro)|monthly": {
            "usd": 61,
            "checks": 34800,
            "costPer1kUsd": 1.75
          },
          "Mangools Basic (SEO bundle incl. AI Search Watcher Pro)|annual": {
            "usd": 37.7,
            "checks": 34800,
            "costPer1kUsd": 1.08
          },
          "Mangools Premium (SEO bundle incl. AI Search Watcher Pro)|monthly": {
            "usd": 81,
            "checks": 34800,
            "costPer1kUsd": 2.33
          },
          "Mangools Premium (SEO bundle incl. AI Search Watcher Pro)|annual": {
            "usd": 52.7,
            "checks": 34800,
            "costPer1kUsd": 1.51
          },
          "Mangools Agency (SEO bundle incl. AI Search Watcher Pro)|monthly": {
            "usd": 141,
            "checks": 34800,
            "costPer1kUsd": 4.05
          },
          "Mangools Agency (SEO bundle incl. AI Search Watcher Pro)|annual": {
            "usd": 97.7,
            "checks": 34800,
            "costPer1kUsd": 2.81
          }
        },
        "scenarios": {
          "S|monthly": {
            "status": "not-supported",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "The vendor does not support Perplexity.",
            "detail": "engine(s) not supported: perplexity"
          },
          "S|annual": {
            "status": "not-supported",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "The vendor does not support Perplexity.",
            "detail": "engine(s) not supported: perplexity"
          },
          "M|monthly": {
            "status": "not-supported",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "The vendor does not support Perplexity.",
            "detail": "engine(s) not supported: perplexity"
          },
          "M|annual": {
            "status": "not-supported",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "The vendor does not support Perplexity.",
            "detail": "engine(s) not supported: perplexity"
          },
          "L|monthly": {
            "status": "not-supported",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "The vendor does not support Perplexity, Microsoft Copilot.",
            "detail": "engine(s) not supported: perplexity, copilot"
          },
          "L|annual": {
            "status": "not-supported",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "The vendor does not support Perplexity, Microsoft Copilot.",
            "detail": "engine(s) not supported: perplexity, copilot"
          }
        },
        "bestRate": {
          "plan": "AI Search Watcher Pro",
          "usd": 49,
          "checks": 34800,
          "costPer1kUsd": 1.41
        },
        "largestPlan": {
          "plan": "Mangools Agency (SEO bundle incl. AI Search Watcher Pro)",
          "usd": 141,
          "native": 141,
          "currency": "USD",
          "prompts": 500,
          "checks": 34800,
          "runFrequency": "weekly"
        }
      },
      "flags": {
        "priceEstimate": false,
        "agencyRouteEligibilityUnconfirmed": false,
        "excludeFromAggregates": false,
        "note": null
      },
      "changesSince20260531": "The 2026-05-31 lead list gave Mangools no prices (only 'cheap (SMB)'), listed engines as 'ChatGPT, Claude, Llama and others', and rated its optimization layer as limited. Verified on 2026-10-03: (1) Published pricing: Free (5 prompts, 1 monitor, no credit card), Pro $49/mo monthly or $34.90/mo annual (500 prompts, unlimited monitors), Custom by demo, and AI Search Watcher Pro bundled into Mangools Basic/Premium/Agency ($61/$81/$141 monthly; $37.70/$52.70/$97.70 per month annual). (2) Eight engines: ChatGPT, Google AI Overviews, Google AI Mode, Gemini, Claude, Grok, Mistral and Llama. Perplexity, Copilot and DeepSeek are not supported. The Wayback capture of 2026-06-07 (third-party archive) was read on 2026-10-03 at 10:13 UTC. It could not be re-opened at 14:45 UTC (connection refused, WebFetch blocked), so the points below rest on that one saved capture. Its FAQ said 'We currently track the six most popular AI search engines: ChatGPT, Gemini, Claude, Mistral, and Llama' (it names five), and its logo strip showed ChatGPT, Gemini, Claude, Grok, Llama and Mistral. Neither Google surface appears, so they look to have been added after the lead list. (3) Each prompt is now checked 2× per weekly update. The same June 2026 capture asked 'Why does AI Search Watcher run each prompt 5x?' and said 'Running each prompt five times'. (4) Documented today but absent from the June 2026 archived product page: a Recommendations section that names external pages to get mentioned on (2026-09-21 user guide), and 'API & MCP included' on all plans (REST API and a beta MCP server). The Looker/Data Studio connector post is dated 2026-01-18, so it predates the lead list and is not a change. No rebrand, acquisition or ownership change was found."
    },
    {
      "id": "moz-pro-ai-visibility",
      "name": "Moz Pro AI Visibility",
      "shortName": "Moz Pro AI Visibility",
      "vendor": "Moz (SEOMoz, Inc., a Ziff Davis company)",
      "url": "https://moz.com/products/pro/ai-visibility",
      "pricingUrl": "https://moz.com/products/pro/pricing",
      "docsUrl": "https://moz.com/help/ai-research",
      "category": "suite-module",
      "parentProduct": "Moz Pro",
      "status": "live",
      "summary": "Moz Pro AI Visibility is the AI-search tracking module of the Moz Pro SEO suite: it runs a list of tracked prompts weekly on GPT, Gemini, Google AI Mode and Perplexity and reports brand mentions, mention position, cited pages and sentiment against up to three competitors per dashboard. It suits SMB marketers, in-house SEO teams and agencies who already use, or want, Moz Pro's SEO tools and need AI-visibility monitoring in the same subscription from the $99/month Standard plan.",
      "reviewed": false,
      "identity": {
        "hqCountry": "US",
        "ownership": "subsidiary-of:Ziff Davis",
        "funding": "Not applicable as a standalone fundraiser. Moz About page: first funding round in 2007, a Series B from The Foundry Group (amounts not stated), and 'The Moz Group was formed in 2021 following the acquisition by iContact (a subsidiary of Ziff Davis (NASDAQ: ZD))'. Footer: 'SEOMoz, Inc., a Ziff Davis company'.",
        "fundingAsOf": null,
        "yearLaunched": 2026,
        "prov": {
          "sources": [
            {
              "url": "https://moz.com/about",
              "type": "other",
              "title": "The Moz Story (About)",
              "archive": null
            },
            {
              "url": "https://moz.com/about/contact",
              "type": "other",
              "title": "Moz Contact (offices)",
              "archive": null
            },
            {
              "url": "https://moz.com/products/pro/pricing",
              "type": "pricing",
              "title": "Moz Pro Pricing (plan cards, Compare Plan Details grid, FAQ)",
              "archive": "https://web.archive.org/web/20261001190214/https://moz.com/products/pro/pricing"
            },
            {
              "url": "https://moz.com/whats-new/archive?page=2",
              "type": "blog",
              "title": "What's New Archive, page 2 (2026-02-18 to 2026-06-02 entries)",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "fundingAsOf": "not published: the About page dates the formation of The Moz Group to 2021 'following the acquisition' but gives no date for the acquisition itself"
          },
          "couldNotVerify": [
            "Exact date and terms of the 2021 acquisition (no vendor date; not checked in press)",
            "Number of Moz employees"
          ]
        }
      },
      "pricing": {
        "model": "bundle",
        "promptUnit": "A tracked prompt in an AI Visibility dashboard (tooltip: 'Track prompts within your AI Visibility dashboard to see how your brand performs in LLM-generated responses.'). Quotas are counted in tracked prompts (150/300/600), shared across the account's dashboards and refreshed weekly on GPT, Gemini, Google AI Mode and Perplexity.",
        "promptUnitPerEngine": "n/a",
        "promptUnitPerCountry": "n/a",
        "promptUnitPerRun": "no",
        "freePlan": {
          "available": "no",
          "limits": "No free tier includes AI Visibility ('A standard-level subscription or higher is required to access AI Visibility.'). Pricing FAQ: a 'free Moz Community account which will give you limited access to MozBar, Keyword Explorer, and Link Explorer'. The $49/month Starter plan has 0 dashboards and 0 tracked prompts."
        },
        "freeTrial": {
          "available": "yes",
          "days": 7,
          "cardRequired": "yes",
          "limits": "Trial FAQ: 'The free trial is only available for the medium monthly subscription.' The trial includes AI Visibility ('Free trialers on the medium plan also have access to AI Visibility'). Card: 'Yes, a valid credit card is required to start your free trial.' A card authorisation of up to $1 is possible and voided. Buying add-ons or upgrading ends the trial and starts billing. One trial per customer. Checkout: 'NO CHARGE TODAY $0 USD ... Then a monthly charge of $179 + applicable taxes in 7 days', 'Free for 7-days!'."
        },
        "billingOptions": [
          "monthly",
          "annual"
        ],
        "annualDiscountNote": "Toggle: 'Pay yearly (🚨 Save 20%)'. FAQ: 'We offer a 20% discount on your Moz Pro base plan when you pay yearly.' The annual view says '$950 billed for your first year' and 'SAVE $238/YR' (Standard), '$1,719' and 'SAVE $429/YR' (Medium), '$2,868' and 'SAVE $720/YR' (Large).",
        "plans": [
          {
            "name": "Standard",
            "contactSales": false,
            "priceMonthly": 99,
            "priceAnnualPerMonth": 79,
            "currency": "USD",
            "promptsIncluded": 150,
            "creditsIncluded": null,
            "enginesIncluded": [
              "chatgpt",
              "gemini",
              "googleAiMode",
              "perplexity"
            ],
            "enginesSelectable": "n/a",
            "maxEngines": 4,
            "runFrequency": "weekly",
            "brandsOrProjects": 3,
            "seats": 1,
            "countries": null,
            "languages": null,
            "addOns": [
              {
                "name": "Additional AI Visibility Dashboard (grid: '$20 each'; tooltip: 'Purchase additional dashboards for $20 each, per month.')",
                "price": 20,
                "currency": "USD",
                "unit": "per dashboard per month (add-ons follow the base plan's billing cadence)",
                "appliesTo": "brands:+1"
              },
              {
                "name": "Additional Prompts Tracked (grid: '$50 per 100 prompts'; tooltip: 'Purchase additional tracked prompts for $50 a month per 100 prompts.')",
                "price": 50,
                "currency": "USD",
                "unit": "per month per 100 prompts (add-ons follow the base plan's billing cadence)",
                "appliesTo": "prompts:+100"
              },
              {
                "name": "Additional user seat (tooltip: 'Add more users for just $49/mo per seat.')",
                "price": 49,
                "currency": "USD",
                "unit": "per seat per month",
                "appliesTo": "seats:+1"
              }
            ],
            "planSource": "https://moz.com/products/pro/pricing"
          },
          {
            "name": "Medium",
            "contactSales": false,
            "priceMonthly": 179,
            "priceAnnualPerMonth": 143,
            "currency": "USD",
            "promptsIncluded": 300,
            "creditsIncluded": null,
            "enginesIncluded": [
              "chatgpt",
              "gemini",
              "googleAiMode",
              "perplexity"
            ],
            "enginesSelectable": "n/a",
            "maxEngines": 4,
            "runFrequency": "weekly",
            "brandsOrProjects": 6,
            "seats": 2,
            "countries": null,
            "languages": null,
            "addOns": [
              {
                "name": "Additional AI Visibility Dashboard (grid: '$20 each'; tooltip: 'Purchase additional dashboards for $20 each, per month.')",
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                "currency": "USD",
                "unit": "per dashboard per month (add-ons follow the base plan's billing cadence)",
                "appliesTo": "brands:+1"
              },
              {
                "name": "Additional Prompts Tracked (grid: '$50 per 100 prompts'; tooltip: 'Purchase additional tracked prompts for $50 a month per 100 prompts.')",
                "price": 50,
                "currency": "USD",
                "unit": "per month per 100 prompts (add-ons follow the base plan's billing cadence)",
                "appliesTo": "prompts:+100"
              },
              {
                "name": "Additional user seat (tooltip: 'Add more users for just $49/mo per seat.')",
                "price": 49,
                "currency": "USD",
                "unit": "per seat per month",
                "appliesTo": "seats:+1"
              }
            ],
            "planSource": "https://moz.com/products/pro/pricing"
          },
          {
            "name": "Large",
            "contactSales": false,
            "priceMonthly": 299,
            "priceAnnualPerMonth": 239,
            "currency": "USD",
            "promptsIncluded": 600,
            "creditsIncluded": null,
            "enginesIncluded": [
              "chatgpt",
              "gemini",
              "googleAiMode",
              "perplexity"
            ],
            "enginesSelectable": "n/a",
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            "runFrequency": "weekly",
            "brandsOrProjects": 12,
            "seats": 3,
            "countries": null,
            "languages": null,
            "addOns": [
              {
                "name": "Additional AI Visibility Dashboard (grid: '$20 each'; tooltip: 'Purchase additional dashboards for $20 each, per month.')",
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                "appliesTo": "prompts:+100"
              },
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                "currency": "USD",
                "unit": "per seat per month",
                "appliesTo": "seats:+1"
              }
            ],
            "planSource": "https://moz.com/products/pro/pricing"
          },
          {
            "name": "Moz Pro Enterprise",
            "contactSales": true,
            "priceMonthly": null,
            "priceAnnualPerMonth": null,
            "currency": null,
            "promptsIncluded": null,
            "creditsIncluded": null,
            "enginesIncluded": [],
            "enginesSelectable": "n/a",
            "maxEngines": null,
            "runFrequency": "n/a",
            "brandsOrProjects": null,
            "seats": null,
            "countries": null,
            "languages": null,
            "addOns": [],
            "planSource": "https://moz.com/products/pro/pricing/enterprise"
          }
        ],
        "prov": {
          "sources": [
            {
              "url": "https://moz.com/products/pro/pricing",
              "type": "pricing",
              "title": "Moz Pro Pricing (plan cards, Compare Plan Details grid, FAQ)",
              "archive": "https://web.archive.org/web/20261001190214/https://moz.com/products/pro/pricing"
            },
            {
              "url": "https://moz.com/help/your-account/manage-subscriptions/starter-plan",
              "type": "docs",
              "title": "Help: Starter plan for Moz Pro (limits grid)",
              "archive": null
            },
            {
              "url": "https://moz.com/help/your-account/manage-subscriptions/purchasing-add-ons",
              "type": "docs",
              "title": "Help: Manage Moz Pro Subscription Add-Ons",
              "archive": "https://web.archive.org/web/20260711175602/https://moz.com/help/your-account/manage-subscriptions/purchasing-add-ons"
            },
            {
              "url": "https://moz.com/help/your-account/getting-started/free-trial",
              "type": "docs",
              "title": "Help: Moz Pro Free Trial (FAQ)",
              "archive": "https://web.archive.org/web/20260509224452/https://moz.com/help/your-account/getting-started/free-trial"
            },
            {
              "url": "https://moz.com/checkout/freetrial/signup/pro_medium/monthly",
              "type": "pricing",
              "title": "Moz Pro Medium free-trial checkout page (read only, nothing submitted)",
              "archive": "https://web.archive.org/web/20260924222553/https://moz.com/checkout/freetrial/signup/pro_medium/monthly"
            },
            {
              "url": "https://moz.com/products/pro/pricing/enterprise",
              "type": "pricing",
              "title": "Moz Pro Enterprise contact form",
              "archive": "https://web.archive.org/web/20260901104246/https://moz.com/products/pro/pricing/enterprise"
            },
            {
              "url": "https://moz.com/whats-new/archive",
              "type": "blog",
              "title": "What's New Archive, page 1 (2026-06-15 to 2026-10-01 entries)",
              "archive": "https://web.archive.org/web/20260414051126/https://moz.com/whats-new/archive"
            },
            {
              "url": "https://moz.com/whats-new/archive?page=2",
              "type": "blog",
              "title": "What's New Archive, page 2 (2026-02-18 to 2026-06-02 entries)",
              "archive": null
            },
            {
              "url": "https://moz.com/help/ai-research/ai-visibility/brand-visibility",
              "type": "docs",
              "title": "Help: Getting Started with AI Visibility (incl. FAQ)",
              "archive": "https://web.archive.org/web/20260828224112/https://moz.com/help/ai-research/ai-visibility/brand-visibility"
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "promptUnitPerEngine": "not published: quota is 'Tracked Prompts' next to '4 Tracked AI Models'; release notes imply all engines per prompt, but no page states it",
            "promptUnitPerCountry": "not published: no country/location setting for AI Visibility is documented (setup asks only for brand domain, competitors, brand terms and prompts)",
            "plans[].countries": "not published",
            "plans[].languages": "not published",
            "plans[Moz Pro Enterprise]": "contact sales: no list price; AI Visibility scope not stated",
            "plans[].overage": "not published: the grid footnote '*Overages not included' does not say whether usage over quota is blocked or billed"
          },
          "couldNotVerify": [
            "How usage beyond the tracked-prompt or dashboard quota is handled (blocked or billed); the grid says only '*Overages not included'",
            "Whether one tracked prompt is run on all four models without consuming extra quota (strongly implied, not stated)",
            "Renewal price after the first annual year ('billed for your first year' wording)",
            "Annual-billing price of AI Visibility add-ons",
            "Which countries/locations and languages prompts are run in",
            "Whether Moz Pro Enterprise includes AI Visibility and at what limits"
          ]
        }
      },
      "engines": {
        "status": {
          "chatgpt": {
            "status": "included",
            "surface": "unknown",
            "minPlan": "Standard"
          },
          "googleAio": {
            "status": "no",
            "surface": "unknown",
            "minPlan": null
          },
          "googleAiMode": {
            "status": "included",
            "surface": "unknown",
            "minPlan": "Standard"
          },
          "gemini": {
            "status": "included",
            "surface": "unknown",
            "minPlan": "Standard"
          },
          "perplexity": {
            "status": "included",
            "surface": "unknown",
            "minPlan": "Standard"
          },
          "claude": {
            "status": "no",
            "surface": "unknown",
            "minPlan": null
          },
          "copilot": {
            "status": "no",
            "surface": "unknown",
            "minPlan": null
          },
          "grok": {
            "status": "no",
            "surface": "unknown",
            "minPlan": null
          },
          "deepseek": {
            "status": "no",
            "surface": "unknown",
            "minPlan": null
          },
          "metaAi": {
            "status": "no",
            "surface": "unknown",
            "minPlan": null
          }
        },
        "other": [],
        "settings": {
          "country": "n/a",
          "language": "n/a",
          "persona": "n/a"
        },
        "prov": {
          "sources": [
            {
              "url": "https://moz.com/products/pro/pricing",
              "type": "pricing",
              "title": "Moz Pro Pricing (plan cards, Compare Plan Details grid, FAQ)",
              "archive": "https://web.archive.org/web/20261001190214/https://moz.com/products/pro/pricing"
            },
            {
              "url": "https://moz.com/products/pro/ai-visibility",
              "type": "other",
              "title": "Moz Pro's AI Visibility Tool: Essential LLM Tracking for Modern SEO",
              "archive": "https://web.archive.org/web/20260814054749/https://moz.com/products/pro/ai-visibility"
            },
            {
              "url": "https://moz.com/help/ai-research/ai-visibility/citations",
              "type": "docs",
              "title": "Help: AI Visibility - Citations",
              "archive": null
            },
            {
              "url": "https://moz.com/whats-new/archive",
              "type": "blog",
              "title": "What's New Archive, page 1 (2026-06-15 to 2026-10-01 entries)",
              "archive": "https://web.archive.org/web/20260414051126/https://moz.com/whats-new/archive"
            },
            {
              "url": "https://moz.com/whats-new/archive?page=2",
              "type": "blog",
              "title": "What's New Archive, page 2 (2026-02-18 to 2026-06-02 entries)",
              "archive": null
            },
            {
              "url": "https://moz.com/help/keyword-explorer/explore-by-keyword",
              "type": "docs",
              "title": "Help: Explore by Keyword (AI Overviews in SERP analysis)",
              "archive": "https://web.archive.org/web/20260908052830/https://moz.com/help/keyword-explorer/explore-by-keyword"
            },
            {
              "url": "https://moz.com/help/moz-pro/rankings/serp-features",
              "type": "docs",
              "title": "Help: SERP Features in Moz Pro Rankings",
              "archive": "https://web.archive.org/web/20260412064103/https://moz.com/help/moz-pro/rankings/serp-features"
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "settings.country": "not published",
            "settings.language": "not published",
            "settings.persona": "not published"
          },
          "couldNotVerify": [
            "Whether ChatGPT/Gemini answers come from the consumer apps (with web search) or from model APIs",
            "Location/country and language in which prompts are run",
            "Whether tracking can be limited to selected engines"
          ]
        }
      },
      "method": {
        "value": "undisclosed",
        "quote": null,
        "detail": "None of the pages read says how answers are obtained (model API calls, rendering the consumer UI, or a panel). This covers the pricing page and tooltips, the AI Visibility product page, the four help articles, Prompt Suggestions help, the AI research workflow post, release notes from 2026-02-18 to 2026-10-01 and the Pro Glossary. They describe only what is tracked (weekly, four models). The grid label 'GPT' vs 'ChatGPT' elsewhere does not settle it.",
        "prov": {
          "sources": [
            {
              "url": "https://moz.com/products/pro/pricing",
              "type": "pricing",
              "title": "Moz Pro Pricing (plan cards, Compare Plan Details grid, FAQ)",
              "archive": "https://web.archive.org/web/20261001190214/https://moz.com/products/pro/pricing"
            },
            {
              "url": "https://moz.com/products/pro/ai-visibility",
              "type": "other",
              "title": "Moz Pro's AI Visibility Tool: Essential LLM Tracking for Modern SEO",
              "archive": "https://web.archive.org/web/20260814054749/https://moz.com/products/pro/ai-visibility"
            },
            {
              "url": "https://moz.com/help/ai-research/ai-visibility/brand-visibility",
              "type": "docs",
              "title": "Help: Getting Started with AI Visibility (incl. FAQ)",
              "archive": "https://web.archive.org/web/20260828224112/https://moz.com/help/ai-research/ai-visibility/brand-visibility"
            },
            {
              "url": "https://moz.com/help/ai-research/ai-visibility/prompts",
              "type": "docs",
              "title": "Help: AI Visibility - Prompts",
              "archive": null
            },
            {
              "url": "https://moz.com/help/ai-research/ai-visibility/citations",
              "type": "docs",
              "title": "Help: AI Visibility - Citations",
              "archive": null
            },
            {
              "url": "https://moz.com/blog/ai-research-workflow-moz-pro",
              "type": "blog",
              "title": "The Complete AI Research Workflow (Moz Blog, 2026-04-14)",
              "archive": null
            },
            {
              "url": "https://moz.com/whats-new/archive",
              "type": "blog",
              "title": "What's New Archive, page 1 (2026-06-15 to 2026-10-01 entries)",
              "archive": "https://web.archive.org/web/20260414051126/https://moz.com/whats-new/archive"
            },
            {
              "url": "https://moz.com/whats-new/archive?page=2",
              "type": "blog",
              "title": "What's New Archive, page 2 (2026-02-18 to 2026-06-02 entries)",
              "archive": null
            },
            {
              "url": "https://moz.com/help/moz-procedures/glossary/pro-glossary",
              "type": "docs",
              "title": "Help: Moz Pro Glossary",
              "archive": "https://web.archive.org/web/20260607194205/https://moz.com/help/moz-procedures/glossary/pro-glossary"
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {},
          "couldNotVerify": [
            "Data-collection method (API vs consumer UI vs other); no vendor statement found"
          ]
        }
      },
      "metrics": {
        "mentions": "yes",
        "citationsWithUrls": "yes",
        "shareOfVoice": "yes",
        "positionProminence": "yes",
        "sentiment": "yes",
        "accuracyHallucination": "n/a",
        "promptDiscoveryOrVolume": "yes",
        "crawlerLogAnalytics": "n/a",
        "aiReferralAttribution": "n/a",
        "prov": {
          "sources": [
            {
              "url": "https://moz.com/help/ai-research/ai-visibility/brand-visibility",
              "type": "docs",
              "title": "Help: Getting Started with AI Visibility (incl. FAQ)",
              "archive": "https://web.archive.org/web/20260828224112/https://moz.com/help/ai-research/ai-visibility/brand-visibility"
            },
            {
              "url": "https://moz.com/help/ai-research/ai-visibility/citations",
              "type": "docs",
              "title": "Help: AI Visibility - Citations",
              "archive": null
            },
            {
              "url": "https://moz.com/help/ai-research/ai-visibility/sentiment",
              "type": "docs",
              "title": "Help: AI Visibility - Sentiment",
              "archive": null
            },
            {
              "url": "https://moz.com/help/ai-research/ai-visibility/prompts",
              "type": "docs",
              "title": "Help: AI Visibility - Prompts",
              "archive": null
            },
            {
              "url": "https://moz.com/help/ai-research/prompt-suggestions",
              "type": "docs",
              "title": "Help: Prompt Suggestions",
              "archive": null
            },
            {
              "url": "https://moz.com/products/pro/pricing",
              "type": "pricing",
              "title": "Moz Pro Pricing (plan cards, Compare Plan Details grid, FAQ)",
              "archive": "https://web.archive.org/web/20261001190214/https://moz.com/products/pro/pricing"
            },
            {
              "url": "https://moz.com/whats-new/archive",
              "type": "blog",
              "title": "What's New Archive, page 1 (2026-06-15 to 2026-10-01 entries)",
              "archive": "https://web.archive.org/web/20260414051126/https://moz.com/whats-new/archive"
            },
            {
              "url": "https://moz.com/help/your-account/manage-subscriptions/starter-plan",
              "type": "docs",
              "title": "Help: Starter plan for Moz Pro (limits grid)",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "accuracyHallucination": "not published: no accuracy or hallucination check documented (Sentiment covers tone only)",
            "crawlerLogAnalytics": "not published: no AI crawler or log-file analytics documented for Moz Pro",
            "aiReferralAttribution": "not published: no AI referral-traffic or analytics integration documented for AI Visibility"
          },
          "couldNotVerify": [
            "Whether citation and mention data can be filtered by date range or country"
          ]
        }
      },
      "actionLayer": {
        "recommendations": "n/a",
        "contentGeneration": "n/a",
        "technicalAudits": "yes",
        "citationOutreach": "yes",
        "prov": {
          "sources": [
            {
              "url": "https://moz.com/help/ai-research/ai-visibility/brand-visibility",
              "type": "docs",
              "title": "Help: Getting Started with AI Visibility (incl. FAQ)",
              "archive": "https://web.archive.org/web/20260828224112/https://moz.com/help/ai-research/ai-visibility/brand-visibility"
            },
            {
              "url": "https://moz.com/help/ai-research/ai-visibility/citations",
              "type": "docs",
              "title": "Help: AI Visibility - Citations",
              "archive": null
            },
            {
              "url": "https://moz.com/help/ai-research/ai-visibility/sentiment",
              "type": "docs",
              "title": "Help: AI Visibility - Sentiment",
              "archive": null
            },
            {
              "url": "https://moz.com/products/pro/pricing",
              "type": "pricing",
              "title": "Moz Pro Pricing (plan cards, Compare Plan Details grid, FAQ)",
              "archive": "https://web.archive.org/web/20261001190214/https://moz.com/products/pro/pricing"
            },
            {
              "url": "https://moz.com/products/pro",
              "type": "other",
              "title": "Moz Pro: All-in-One SEO Toolkit",
              "archive": null
            },
            {
              "url": "https://moz.com/blog/ai-research-workflow-moz-pro",
              "type": "blog",
              "title": "The Complete AI Research Workflow (Moz Blog, 2026-04-14)",
              "archive": null
            },
            {
              "url": "https://moz.com/products/pro/pricing",
              "type": "pricing",
              "title": "Moz Pro Pricing (plan cards, Compare Plan Details grid, FAQ)",
              "archive": "https://web.archive.org/web/20261001190214/https://moz.com/products/pro/pricing"
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "recommendations": "not published: no AI-visibility recommendation feature documented; dashboard gives data views and a performance summary only",
            "contentGeneration": "not published: AI Content Brief generates briefs (audience, headings, structure) from organic data, not draft content"
          },
          "couldNotVerify": [
            "Whether AI Visibility findings link directly into AI Content Brief (the blog describes a manual workflow)"
          ]
        }
      },
      "dataAccess": {
        "api": "no",
        "csvExport": "n/a",
        "lookerStudio": "n/a",
        "warehouseOrBigQuery": "n/a",
        "slack": "n/a",
        "emailAlerts": "n/a",
        "mcp": "no",
        "prov": {
          "sources": [
            {
              "url": "https://moz.com/help/ai-research/ai-visibility/citations",
              "type": "docs",
              "title": "Help: AI Visibility - Citations",
              "archive": null
            },
            {
              "url": "https://moz.com/help/ai-research/prompt-suggestions",
              "type": "docs",
              "title": "Help: Prompt Suggestions",
              "archive": null
            },
            {
              "url": "https://moz.com/help/your-account/getting-started/export-notifications",
              "type": "docs",
              "title": "Help: Export Notifications",
              "archive": null
            },
            {
              "url": "https://moz.com/api/docs/guides/mcp-servers",
              "type": "docs",
              "title": "Moz API docs: MCP Servers (beta)",
              "archive": null
            },
            {
              "url": "https://moz.com/products/api",
              "type": "other",
              "title": "Moz API product page",
              "archive": null
            },
            {
              "url": "https://moz.com/help/moz-pro/reporting/custom-reports",
              "type": "docs",
              "title": "Help: Custom Reports",
              "archive": null
            },
            {
              "url": "https://moz.com/api/docs",
              "type": "docs",
              "title": "Moz API documentation (scope statement and method index)",
              "archive": null
            },
            {
              "url": "https://moz.com/whats-new/archive",
              "type": "blog",
              "title": "What's New Archive, page 1 (2026-06-15 to 2026-10-01 entries)",
              "archive": "https://web.archive.org/web/20260414051126/https://moz.com/whats-new/archive"
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "lookerStudio": "not published",
            "warehouseOrBigQuery": "not published",
            "slack": "not published",
            "emailAlerts": "not published: scheduled email reports and crawl alerts exist for Campaigns; none documented for AI Visibility",
            "csvExport": "not published: AI Visibility help documents an 'Export' button for Citations, and Prompt Suggestions has 'Export', but no file format is named; the CSV/PDF wording is only on the generic Export Notifications page, which does not mention AI Visibility"
          },
          "couldNotVerify": [
            "File format of the AI Visibility Citations and Prompt Suggestions exports (not stated; csvExport left n/a)",
            "Whether Brand Visibility and Sentiment data can be exported",
            "Whether AI Visibility modules can be added to scheduled Custom Reports"
          ]
        }
      },
      "businessFit": {
        "agencyMultiClient": "yes",
        "whiteLabel": "n/a",
        "sso": "n/a",
        "soc2": "n/a",
        "iso27001": "n/a",
        "gdprStatement": "yes",
        "euDataResidency": "n/a",
        "uiLanguages": null,
        "prov": {
          "sources": [
            {
              "url": "https://moz.com/agency-solutions",
              "type": "other",
              "title": "Moz Agency Solutions",
              "archive": null
            },
            {
              "url": "https://moz.com/products/pro/pricing",
              "type": "pricing",
              "title": "Moz Pro Pricing (plan cards, Compare Plan Details grid, FAQ)",
              "archive": "https://web.archive.org/web/20261001190214/https://moz.com/products/pro/pricing"
            },
            {
              "url": "https://moz.com/help/ai-research/ai-visibility/brand-visibility",
              "type": "docs",
              "title": "Help: Getting Started with AI Visibility (incl. FAQ)",
              "archive": "https://web.archive.org/web/20260828224112/https://moz.com/help/ai-research/ai-visibility/brand-visibility"
            },
            {
              "url": "https://moz.com/help/moz-pro/reporting/custom-reports",
              "type": "docs",
              "title": "Help: Custom Reports",
              "archive": null
            },
            {
              "url": "https://moz.com/privacy-policy",
              "type": "other",
              "title": "Moz Privacy Policy (effective 2025-04-08)",
              "archive": null
            },
            {
              "url": "https://moz.com/security",
              "type": "other",
              "title": "moz.com/security (HTTP 404)",
              "archive": null
            },
            {
              "url": "https://moz.com/trust",
              "type": "other",
              "title": "moz.com/trust (HTTP 404)",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "whiteLabel": "not published: Branded Reports (Medium+) exist suite-wide, but AI Visibility data in reports is not confirmed",
            "sso": "not published",
            "soc2": "not published: moz.com/security and moz.com/trust return 404; no trust centre found",
            "iso27001": "not published",
            "euDataResidency": "not published: privacy policy relies on EU-U.S. DPF and SCCs; no hosting region stated",
            "uiLanguages": "not published: help and app screenshots are English; no language list"
          },
          "couldNotVerify": [
            "SSO/SAML availability (possibly on Enterprise; not stated)",
            "SOC 2 / ISO 27001 status",
            "Data hosting region",
            "Client-level access or white-label for AI Visibility dashboards"
          ]
        }
      },
      "selection": {
        "roundups": 0,
        "probeAnswers": 1,
        "g2Reviews": 608,
        "g2Scope": "suite/parent listing",
        "presenceScore": 0.006,
        "passesGate": true,
        "shortlistedByRubric": false
      },
      "normalisation": {},
      "derived": {
        "segment": "budget",
        "entryPriceUsd": 99,
        "entryPlan": "Standard",
        "entryBasis": null,
        "plans": {
          "Standard|monthly": {
            "usd": 99,
            "checks": 2610,
            "costPer1kUsd": 37.93
          },
          "Standard|annual": {
            "usd": 79,
            "checks": 2610,
            "costPer1kUsd": 30.27
          },
          "Medium|monthly": {
            "usd": 179,
            "checks": 5220,
            "costPer1kUsd": 34.29
          },
          "Medium|annual": {
            "usd": 143,
            "checks": 5220,
            "costPer1kUsd": 27.39
          },
          "Large|monthly": {
            "usd": 299,
            "checks": 10440,
            "costPer1kUsd": 28.64
          },
          "Large|annual": {
            "usd": 239,
            "checks": 10440,
            "costPer1kUsd": 22.89
          },
          "Moz Pro Enterprise|monthly": {
            "usd": null,
            "checks": null,
            "costPer1kUsd": null
          },
          "Moz Pro Enterprise|annual": {
            "usd": null,
            "checks": null,
            "costPer1kUsd": null
          }
        },
        "scenarios": {
          "S|monthly": {
            "status": "not-supported",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "The vendor does not support Google AI Overviews.",
            "detail": "engine(s) not supported: googleAio"
          },
          "S|annual": {
            "status": "not-supported",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "The vendor does not support Google AI Overviews.",
            "detail": "engine(s) not supported: googleAio"
          },
          "M|monthly": {
            "status": "not-supported",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "The vendor does not support Google AI Overviews.",
            "detail": "engine(s) not supported: googleAio"
          },
          "M|annual": {
            "status": "not-supported",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "The vendor does not support Google AI Overviews.",
            "detail": "engine(s) not supported: googleAio"
          },
          "L|monthly": {
            "status": "not-supported",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "The vendor does not support Google AI Overviews, Claude, Microsoft Copilot, Grok.",
            "detail": "engine(s) not supported: googleAio, claude, copilot, grok"
          },
          "L|annual": {
            "status": "not-supported",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "The vendor does not support Google AI Overviews, Claude, Microsoft Copilot, Grok.",
            "detail": "engine(s) not supported: googleAio, claude, copilot, grok"
          }
        },
        "bestRate": {
          "plan": "Large",
          "usd": 299,
          "checks": 10440,
          "costPer1kUsd": 28.64
        },
        "largestPlan": {
          "plan": "Large",
          "usd": 299,
          "native": 299,
          "currency": "USD",
          "prompts": 600,
          "checks": 10440,
          "runFrequency": "weekly"
        }
      },
      "flags": {
        "priceEstimate": false,
        "agencyRouteEligibilityUnconfirmed": false,
        "excludeFromAggregates": false,
        "note": null
      },
      "changesSince20260531": "Verified 2026-10-03 against the 2026-05-31 lead list. (1) Price of entry: the list said AI Visibility required the Medium plan ($179/mo). Since 2026-06-29 it is included from Standard at $99/mo ($79/mo billed yearly); Medium is still $179. (2) Engines: the list said only ChatGPT and Gemini were covered. Google AI Mode was added on 2026-06-02 (all plan levels from 2026-09-01) and Perplexity on 2026-09-01, so there are now 4 tracked models. The list's claim of AI Overviews in Position Tracking could not be confirmed: the Campaign SERP Features article lists no AI Overviews, and AIO appears only as 'AI Overviews by Keyword' in Keyword Explorer. (3) The list described it as mainly measurement. New since then: citations with URLs (2026-06-15; Citations tab 2026-07-08), Sentiment analysis (2026-09-08), a 3-step setup wizard with prompt-list upload (2026-09-24), and limits tripled on 2026-10-01 (Standard 3 dashboards / 150 prompts). (4) Add-ons ($20 per dashboard, $50 per 100 prompts, per month) were launched on 2026-05-01 for Medium and above. They are now listed on Standard too. Owner unchanged (Ziff Davis)."
    },
    {
      "id": "nightwatch-ai-tracking",
      "name": "Nightwatch AI Tracking",
      "shortName": "Nightwatch AI Tracking",
      "vendor": "Nightwatch (Kundi d.o.o.)",
      "url": "https://nightwatch.io/ai-tracking/",
      "pricingUrl": "https://nightwatch.io/pricing/",
      "docsUrl": "https://docs.nightwatch.io/en/articles/13842311-ai-llm-tracking-in-nightwatch",
      "category": "suite-module",
      "parentProduct": "Nightwatch",
      "status": "live",
      "summary": "Nightwatch AI Tracking is the AI-visibility module built into every plan of the Nightwatch rank-tracking suite (Kundi d.o.o., Slovenia). It tracks prompts daily across ChatGPT, Perplexity, Google AI Overviews, Google AI Mode, Gemini and Claude, and reports mentions, position, share of voice, sentiment and cited sources next to Google rankings. It is aimed at SEO teams and agencies that want AI-visibility tracking and classic rank tracking in one subscription, priced by keywords and AI prompts.",
      "reviewed": false,
      "identity": {
        "hqCountry": "SI",
        "ownership": null,
        "funding": null,
        "fundingAsOf": null,
        "yearLaunched": 2025,
        "prov": {
          "sources": [
            {
              "url": "https://docs.nightwatch.io/en/articles/4895540-terms-of-service",
              "type": "docs",
              "title": "Terms of Service",
              "archive": null
            },
            {
              "url": "https://docs.nightwatch.io/en/articles/4895535-privacy-policy",
              "type": "docs",
              "title": "Privacy Policy",
              "archive": null
            },
            {
              "url": "https://nightwatch.io/about/",
              "type": "other",
              "title": "About Us | Nightwatch",
              "archive": null
            },
            {
              "url": "https://nightwatch.io/changelog/",
              "type": "blog",
              "title": "What's New in Nightwatch (changelog)",
              "archive": null
            },
            {
              "url": "https://www.linkedin.com/company/nightwatch-/",
              "type": "other",
              "title": "Nightwatch company page on LinkedIn (third-party platform, vendor-maintained profile)",
              "archive": null
            },
            {
              "url": "https://www.bizi.si/KUNDI-D-O-O/",
              "type": "filing",
              "title": "KUNDI d.o.o. on bizi.si (Slovenian business directory; source AJPES)",
              "archive": null
            },
            {
              "url": "https://docs.nightwatch.io/en/articles/10229351-ai-overview-tracking-in-nightwatch",
              "type": "docs",
              "title": "AI Overview Tracking in Nightwatch (help docs, 2024-12-04)",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "third-party",
          "naReasons": {
            "ownership": "not published: LinkedIn shows only 'Type: Privately Held'; no ownership or investor disclosure on the vendor site; press/Crunchbase not checked (web-search budget exhausted)",
            "funding": "not published: no funding round or investor named on the vendor site, its LinkedIn profile or the business-register listing; press/Crunchbase not checked (web-search budget exhausted)",
            "fundingAsOf": "not applicable: no funding found"
          },
          "couldNotVerify": [
            "Ownership structure and any outside investment (only 'Privately Held' on LinkedIn; the bizi.si key-persons and founders fields are subscriber-only)",
            "Whether the 2016 LinkedIn founding year refers to the Nightwatch product or the company (the legal entity was registered in 2014)",
            "Headcount (LinkedIn shows '11-50 employees' and 'View all 17 employees'; not verified with the vendor)",
            "Funding and ownership against press coverage or Crunchbase (not searched: web-search budget exhausted on 2026-10-03)",
            "yearLaunched depends on the module definition: 2025 for prompt-based LLM tracking, 2024 if rank-tracking AI Overview detection (2024-12-01) is counted"
          ]
        }
      },
      "pricing": {
        "model": "bundle",
        "promptUnit": "One 'AI prompt' = one of the 'Questions you track across AI assistants', 'Tracked daily, in any location or language'. A separate monthly allowance, 'AI answers / mo', counts the 'Total AI responses collected for those prompts each month'. In the help docs, each prompt is configured with 'Which AI provider and model' and 'The target country'.",
        "promptUnitPerEngine": "yes",
        "promptUnitPerCountry": "yes",
        "promptUnitPerRun": "yes",
        "freePlan": {
          "available": "no",
          "limits": null
        },
        "freeTrial": {
          "available": "yes",
          "days": 14,
          "cardRequired": "no",
          "limits": "Pricing FAQ: 'a 14-day full feature trial on all plans, with no credit card required to start', and the tools incl. 'the SEO MCP server' 'are available during the 14-day trial'. The help doc says the trial gives 'full access to the plan you selected'. Exceptions on other vendor pages: the SEO MCP page says MCP is 'not included on the Starter plan or during the free trial' (contradicts the pricing FAQ), and API testing on a trial needs a request to support. The same pricing FAQ also says that if the trial isn't canceled within 14 days 'we'll automatically bill you for a regular monthly subscription', which conflicts with 'No credit card required'."
        },
        "billingOptions": [
          "monthly",
          "annual"
        ],
        "annualDiscountNote": "Toggle 'YEARLY −20%'; 'Switch to yearly and save 20% — up to €1,200 a year.'; 'Two months free on every plan, billed once a year.'",
        "plans": [
          {
            "name": "Starter",
            "contactSales": false,
            "priceMonthly": 99,
            "priceAnnualPerMonth": 79,
            "currency": "EUR",
            "promptsIncluded": 50,
            "creditsIncluded": 1500,
            "enginesIncluded": [
              "chatgpt",
              "claude",
              "gemini",
              "perplexity",
              "googleAiMode",
              "googleAio"
            ],
            "enginesSelectable": "n/a",
            "maxEngines": 6,
            "runFrequency": "daily",
            "brandsOrProjects": "unlimited",
            "seats": null,
            "countries": "unlimited",
            "languages": "unlimited",
            "addOns": [],
            "planSource": "https://nightwatch.io/pricing/"
          },
          {
            "name": "Professional",
            "contactSales": false,
            "priceMonthly": 199,
            "priceAnnualPerMonth": 159,
            "currency": "EUR",
            "promptsIncluded": 150,
            "creditsIncluded": 4500,
            "enginesIncluded": [
              "chatgpt",
              "claude",
              "gemini",
              "perplexity",
              "googleAiMode",
              "googleAio"
            ],
            "enginesSelectable": "n/a",
            "maxEngines": 6,
            "runFrequency": "daily",
            "brandsOrProjects": "unlimited",
            "seats": "unlimited",
            "countries": "unlimited",
            "languages": "unlimited",
            "addOns": [],
            "planSource": "https://nightwatch.io/pricing/"
          },
          {
            "name": "Agency",
            "contactSales": false,
            "priceMonthly": 499,
            "priceAnnualPerMonth": 399,
            "currency": "EUR",
            "promptsIncluded": 500,
            "creditsIncluded": 15000,
            "enginesIncluded": [
              "chatgpt",
              "claude",
              "gemini",
              "perplexity",
              "googleAiMode",
              "googleAio"
            ],
            "enginesSelectable": "n/a",
            "maxEngines": 6,
            "runFrequency": "daily",
            "brandsOrProjects": "unlimited",
            "seats": "unlimited",
            "countries": "unlimited",
            "languages": "unlimited",
            "addOns": [],
            "planSource": "https://nightwatch.io/pricing/"
          },
          {
            "name": "Enterprise",
            "contactSales": true,
            "priceMonthly": null,
            "priceAnnualPerMonth": null,
            "currency": "EUR",
            "promptsIncluded": null,
            "creditsIncluded": null,
            "enginesIncluded": [
              "chatgpt",
              "claude",
              "gemini",
              "perplexity",
              "googleAiMode",
              "googleAio"
            ],
            "enginesSelectable": "n/a",
            "maxEngines": 6,
            "runFrequency": "configurable",
            "brandsOrProjects": "unlimited",
            "seats": "unlimited",
            "countries": "unlimited",
            "languages": "unlimited",
            "addOns": [],
            "planSource": "https://nightwatch.io/pricing/"
          }
        ],
        "prov": {
          "sources": [
            {
              "url": "https://nightwatch.io/pricing/",
              "type": "pricing",
              "title": "Nightwatch Pricing: Rank Tracking & AI Visibility Plans | No Per-Seat Fees",
              "archive": "https://web.archive.org/web/20260914095037/https://nightwatch.io/pricing/"
            },
            {
              "url": "https://nightwatch.io/_astro/pricing.Crk-43Id.js",
              "type": "pricing",
              "title": "Plan data module loaded by the pricing page (vendor-served JS)",
              "archive": null
            },
            {
              "url": "https://nightwatch.io/_astro/PricingPage.CWFhNgTc.js",
              "type": "pricing",
              "title": "Pricing page UI component (vendor-served JS; hardcoded euro sign)",
              "archive": null
            },
            {
              "url": "https://docs.nightwatch.io/en/articles/13842311-ai-llm-tracking-in-nightwatch",
              "type": "docs",
              "title": "AI/LLM Tracking in Nightwatch (help docs, 2026-02-27)",
              "archive": "https://web.archive.org/web/20260418193141/https://docs.nightwatch.io/en/articles/13842311-ai-llm-tracking-in-nightwatch"
            },
            {
              "url": "https://docs.nightwatch.io/en/articles/4874330-signing-up-for-nightwatch-with-free-trial-days",
              "type": "docs",
              "title": "Signing up for Nightwatch with free trial days",
              "archive": "https://web.archive.org/web/20260510170614/https://docs.nightwatch.io/en/articles/4874330-signing-up-for-nightwatch-with-free-trial-days"
            },
            {
              "url": "https://docs.nightwatch.io/en/articles/5326059-what-are-the-available-pricing-plans-for-nightwatch",
              "type": "docs",
              "title": "What are the available pricing plans for Nightwatch?",
              "archive": null
            },
            {
              "url": "https://docs.nightwatch.io/en/articles/4895365-adding-users-to-your-account",
              "type": "docs",
              "title": "Adding users to your account",
              "archive": null
            },
            {
              "url": "https://docs.nightwatch.io/en/articles/4895355-using-white-label-to-rebrand-interface-and-customize-domain",
              "type": "docs",
              "title": "Using white-label to rebrand interface and customize domain",
              "archive": null
            },
            {
              "url": "https://nightwatch.io/seo-mcp/",
              "type": "other",
              "title": "SEO MCP server | Nightwatch",
              "archive": null
            },
            {
              "url": "https://nightwatch.io/agency-rank-tracking/",
              "type": "other",
              "title": "Agency Rank Tracker | Nightwatch",
              "archive": "https://web.archive.org/web/20260620025325/https://nightwatch.io/agency-rank-tracking/"
            },
            {
              "url": "https://nightwatch.io/changelog/",
              "type": "blog",
              "title": "What's New in Nightwatch (changelog)",
              "archive": null
            },
            {
              "url": "https://docs.nightwatch.io/en/articles/5366206-how-can-i-test-the-api-on-my-trial-account",
              "type": "docs",
              "title": "How can I test the API on my trial account?",
              "archive": "https://web.archive.org/web/20260418201638/https://docs.nightwatch.io/en/articles/5366206-how-can-i-test-the-api-on-my-trial-account"
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "freePlan.limits": "not applicable: no free plan ('There is no permanently free tier')",
            "plans.overage": "not published: no overage pricing; pricing page says 'no add-ons' and 'No contracts, no hidden charges, and no setup fees'",
            "Starter.seats": "contradictory sources: grid shows '—' for 'Unlimited user seats' on Starter and docs say adding users is 'available on plans with more than 1000 tracked keywords', but the same pricing page says 'AND ON EVERY PLAN, ALWAYS' 'Unlimited team seats' and the agency FAQ says 'Unlimited user seats are included on every plan'",
            "Enterprise.priceMonthly": "contact sales: 'Custom' / 'Priced to your volume'",
            "Enterprise.priceAnnualPerMonth": "contact sales: 'Custom' / 'Priced to your volume'",
            "Enterprise.promptsIncluded": "contact sales: card shows '∞' AI prompts, comparison grid shows 'Custom'",
            "Enterprise.creditsIncluded": "contact sales: card shows '∞' AI answers / mo, comparison grid shows 'Custom'",
            "plans.enginesSelectable": "not applicable: all six AI platforms are listed under 'SAME ON EVERY PLAN', so there is no plan-level subset of engines to pick; the help docs let the user set one 'Provider' per prompt, and whether one prompt can run on several providers is not published"
          },
          "couldNotVerify": [
            "No vendor sentence says in words that one AI prompt = one provider and one country. promptUnitPerEngine and promptUnitPerCountry = yes are derived from the per-prompt 'Which AI provider and model' / 'The target country' settings, the docs screenshots, and AI answers/mo = prompts × 30 with daily tracking",
            "Whether on-demand ('real-time') checks of AI prompts draw on the monthly AI answers allowance, and what happens when it runs out",
            "Price in USD or other currencies, and whether prices include VAT (only EUR is displayed; checkout not opened)",
            "Meaning of 'citation_intelligence_limit:5' on Starter in the vendor's plan data module",
            "Whether Matrix Source Intelligence will be removed from non-Enterprise plans (changelog says it 'will later become exclusive to Enterprise plans')",
            "Whether Starter includes additional user seats (grid '—' and docs vs 'Unlimited team seats' on every plan on the pricing and agency pages)",
            "Whether Gemini is available on Starter and Professional (pricing grid says every plan; live help article says 'plans with 300 prompts +')",
            "Meaning of 'open_ai_limit' in the plan data module (50 / 150 / 1,000; Agency 1,000 vs 500 displayed AI prompts)",
            "Whether the SEO MCP server works during the 14-day trial (pricing FAQ says all tools incl. SEO MCP are 'available during the 14-day trial'; MCP page says 'not included ... during the free trial')"
          ]
        }
      },
      "engines": {
        "status": {
          "chatgpt": {
            "status": "included",
            "surface": "ui",
            "minPlan": "Starter"
          },
          "googleAio": {
            "status": "included",
            "surface": "ui",
            "minPlan": "Starter"
          },
          "googleAiMode": {
            "status": "included",
            "surface": "unknown",
            "minPlan": "Starter"
          },
          "gemini": {
            "status": "included",
            "surface": "unknown",
            "minPlan": null
          },
          "perplexity": {
            "status": "included",
            "surface": "ui",
            "minPlan": "Starter"
          },
          "claude": {
            "status": "included",
            "surface": "unknown",
            "minPlan": "Starter"
          },
          "copilot": {
            "status": "n/a",
            "surface": "unknown",
            "minPlan": null
          },
          "grok": {
            "status": "n/a",
            "surface": "unknown",
            "minPlan": null
          },
          "deepseek": {
            "status": "n/a",
            "surface": "unknown",
            "minPlan": null
          },
          "metaAi": {
            "status": "n/a",
            "surface": "unknown",
            "minPlan": null
          }
        },
        "other": [],
        "settings": {
          "country": "yes",
          "language": "yes",
          "persona": "n/a"
        },
        "prov": {
          "sources": [
            {
              "url": "https://nightwatch.io/pricing/",
              "type": "pricing",
              "title": "Nightwatch Pricing: Rank Tracking & AI Visibility Plans | No Per-Seat Fees",
              "archive": "https://web.archive.org/web/20260914095037/https://nightwatch.io/pricing/"
            },
            {
              "url": "https://docs.nightwatch.io/en/articles/13842311-ai-llm-tracking-in-nightwatch",
              "type": "docs",
              "title": "AI/LLM Tracking in Nightwatch (help docs, 2026-02-27)",
              "archive": "https://web.archive.org/web/20260418193141/https://docs.nightwatch.io/en/articles/13842311-ai-llm-tracking-in-nightwatch"
            },
            {
              "url": "https://nightwatch.io/ai-tracking/",
              "type": "other",
              "title": "AI Visibility & LLM Tracking Tool | Nightwatch",
              "archive": null
            },
            {
              "url": "https://nightwatch.io/citation-intelligence/",
              "type": "other",
              "title": "Citation Intelligence | Nightwatch",
              "archive": null
            },
            {
              "url": "https://nightwatch.io/ai-brand-monitoring/",
              "type": "other",
              "title": "AI Brand Monitoring | Nightwatch",
              "archive": "https://web.archive.org/web/20260618135413/https://nightwatch.io/ai-brand-monitoring/"
            },
            {
              "url": "https://nightwatch.io/agency-rank-tracking/",
              "type": "other",
              "title": "Agency Rank Tracker | Nightwatch",
              "archive": "https://web.archive.org/web/20260620025325/https://nightwatch.io/agency-rank-tracking/"
            },
            {
              "url": "https://docs.nightwatch.io/en/articles/10229351-ai-overview-tracking-in-nightwatch",
              "type": "docs",
              "title": "AI Overview Tracking in Nightwatch (help docs)",
              "archive": null
            },
            {
              "url": "https://nightwatch.io/changelog/",
              "type": "blog",
              "title": "What's New in Nightwatch (changelog)",
              "archive": null
            },
            {
              "url": "https://nightwatch.io/about/",
              "type": "other",
              "title": "About Us | Nightwatch",
              "archive": null
            },
            {
              "url": "https://nightwatch.io/seo-mcp/",
              "type": "other",
              "title": "SEO MCP server | Nightwatch",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "copilot": "contradictory sources: product-page FAQs list Microsoft Copilot; pricing grid, agency page and help docs do not",
            "grok": "not published",
            "deepseek": "not published",
            "metaAi": "not published",
            "settings.persona": "not published",
            "gemini.minPlan": "contradictory sources: pricing page lists Gemini on every plan (Starter and up); the live help article says 'Gemini is supported for plans with 300 prompts +' (Agency and up under today's 50 / 150 / 500 prompt plans)"
          },
          "couldNotVerify": [
            "Whether Gemini is actually available below 300 prompts (pricing grid says every plan; Feb 2026 help doc says 300+ prompts)",
            "Whether Claude is a selectable prompt provider today (on the pricing grid, missing from the help docs)",
            "Whether Microsoft Copilot is tracked at all",
            "Collection surface (consumer UI vs API) for Gemini, Claude and Google AI Mode",
            "Which ChatGPT surface details apply (logged-out vs logged-in, search on/off, model version)"
          ]
        }
      },
      "method": {
        "value": "ui-rendering",
        "quote": "Nightwatch simulates real user interactions with each major LLM platform, submits relevant prompts and queries, then analyzes the generated responses to determine if your brand is mentioned.",
        "detail": "The vendor says it simulates real user interactions with each LLM platform and that it scrapes its own data for AI platforms. The help docs name the providers 'ChatGPT UI' and 'Perplexity UI', so the method is classed as UI rendering. This rests on vendor statements only: the vendor does not say which surface it uses for Gemini, Claude or Google AI Mode, the March 2025 beta tracked API model names ('ChatGPT 4o-mini', 'Claude 3.5 Haiku'), and the October 2025 changelog says LLM Prompt Tracking 'combines AI Agent and LLM search data'.",
        "prov": {
          "sources": [
            {
              "url": "https://nightwatch.io/ai-tracking/",
              "type": "other",
              "title": "AI Visibility & LLM Tracking Tool | Nightwatch",
              "archive": null
            },
            {
              "url": "https://nightwatch.io/about/",
              "type": "other",
              "title": "About Us | Nightwatch",
              "archive": null
            },
            {
              "url": "https://docs.nightwatch.io/en/articles/13842311-ai-llm-tracking-in-nightwatch",
              "type": "docs",
              "title": "AI/LLM Tracking in Nightwatch (help docs, 2026-02-27)",
              "archive": "https://web.archive.org/web/20260418193141/https://docs.nightwatch.io/en/articles/13842311-ai-llm-tracking-in-nightwatch"
            },
            {
              "url": "https://nightwatch.io/enterprise-rank-tracking/",
              "type": "other",
              "title": "Enterprise Rank Tracking | Nightwatch",
              "archive": null
            },
            {
              "url": "https://nightwatch.io/changelog/",
              "type": "blog",
              "title": "What's New in Nightwatch (changelog)",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "vendor claim",
          "naReasons": {},
          "couldNotVerify": [
            "Whether Gemini, Claude and Google AI Mode are collected through the consumer UI or the API",
            "How location/language is emulated for AI answers (proxy location vs prompt text)",
            "Whether each prompt is sampled once per day or several times",
            "What 'combines AI Agent and LLM search data' (changelog 2025-10-20) means for how answers are collected"
          ]
        }
      },
      "metrics": {
        "mentions": "yes",
        "citationsWithUrls": "yes",
        "shareOfVoice": "yes",
        "positionProminence": "yes",
        "sentiment": "yes",
        "accuracyHallucination": "n/a",
        "promptDiscoveryOrVolume": "yes",
        "crawlerLogAnalytics": "n/a",
        "aiReferralAttribution": "n/a",
        "prov": {
          "sources": [
            {
              "url": "https://docs.nightwatch.io/en/articles/13842311-ai-llm-tracking-in-nightwatch",
              "type": "docs",
              "title": "AI/LLM Tracking in Nightwatch (help docs, 2026-02-27)",
              "archive": "https://web.archive.org/web/20260418193141/https://docs.nightwatch.io/en/articles/13842311-ai-llm-tracking-in-nightwatch"
            },
            {
              "url": "https://nightwatch.io/pricing/",
              "type": "pricing",
              "title": "Nightwatch Pricing: Rank Tracking & AI Visibility Plans | No Per-Seat Fees",
              "archive": "https://web.archive.org/web/20260914095037/https://nightwatch.io/pricing/"
            },
            {
              "url": "https://nightwatch.io/ai-tracking/",
              "type": "other",
              "title": "AI Visibility & LLM Tracking Tool | Nightwatch",
              "archive": null
            },
            {
              "url": "https://nightwatch.io/citation-intelligence/",
              "type": "other",
              "title": "Citation Intelligence | Nightwatch",
              "archive": null
            },
            {
              "url": "https://nightwatch.io/seo-prompts/",
              "type": "other",
              "title": "Prompt Research | Nightwatch",
              "archive": null
            },
            {
              "url": "https://nightwatch.io/ai-overview-tracking/",
              "type": "other",
              "title": "Google AI Overview Tracking | Nightwatch",
              "archive": null
            },
            {
              "url": "https://docs.nightwatch.io/en/articles/10229351-ai-overview-tracking-in-nightwatch",
              "type": "docs",
              "title": "AI Overview Tracking in Nightwatch (help docs, 2024-12-04)",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "vendor claim",
          "naReasons": {
            "accuracyHallucination": "not published: no answer-accuracy or hallucination flag for brand facts (the Prompt Research page's 'Filter out low-relevance hallucinations' refers to filtering suggested prompts)",
            "crawlerLogAnalytics": "not published: no AI-crawler/bot log analytics found",
            "aiReferralAttribution": "not published: only marketing copy on the Citation Intelligence page ('Citation-to-Search Attribution: Trace AI mentions to the search traffic they generate'); the help docs describe no AI-referral traffic report and the mechanism is not disclosed"
          },
          "couldNotVerify": [
            "How 'Citation-to-Search Attribution' works and whether it reports AI-platform referral traffic (e.g. from chatgpt.com) via the Google Analytics integration",
            "Whether citation reports give full page URLs for every engine or only domains (docs say domains)"
          ]
        }
      },
      "actionLayer": {
        "recommendations": "yes",
        "contentGeneration": "yes",
        "technicalAudits": "yes",
        "citationOutreach": "yes",
        "prov": {
          "sources": [
            {
              "url": "https://docs.nightwatch.io/en/articles/13842311-ai-llm-tracking-in-nightwatch",
              "type": "docs",
              "title": "AI/LLM Tracking in Nightwatch (help docs, 2026-02-27)",
              "archive": "https://web.archive.org/web/20260418193141/https://docs.nightwatch.io/en/articles/13842311-ai-llm-tracking-in-nightwatch"
            },
            {
              "url": "https://docs.nightwatch.io/en/articles/10759219-nightwatch-seo-agent",
              "type": "docs",
              "title": "Nightwatch SEO Agent (help docs)",
              "archive": null
            },
            {
              "url": "https://nightwatch.io/pricing/",
              "type": "pricing",
              "title": "Nightwatch Pricing: Rank Tracking & AI Visibility Plans | No Per-Seat Fees",
              "archive": "https://web.archive.org/web/20260914095037/https://nightwatch.io/pricing/"
            },
            {
              "url": "https://nightwatch.io/site-audit/",
              "type": "other",
              "title": "Site Audit | Nightwatch",
              "archive": null
            },
            {
              "url": "https://nightwatch.io/seo-ai-agent/",
              "type": "other",
              "title": "SEO AI Agent | Nightwatch",
              "archive": null
            },
            {
              "url": "https://nightwatch.io/changelog/",
              "type": "blog",
              "title": "What's New in Nightwatch (changelog)",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {},
          "couldNotVerify": [
            "Whether Site Audit checks llms.txt, structured data or AI-crawler access (robots.txt for GPTBot etc.)",
            "Whether the SEO Agent produces recommendations driven by AI-citation data automatically or only on request in chat"
          ]
        }
      },
      "dataAccess": {
        "api": "n/a",
        "csvExport": "yes",
        "lookerStudio": "yes",
        "warehouseOrBigQuery": "n/a",
        "slack": "yes",
        "emailAlerts": "yes",
        "mcp": "yes",
        "prov": {
          "sources": [
            {
              "url": "https://nightwatch.io/pricing/",
              "type": "pricing",
              "title": "Nightwatch Pricing: Rank Tracking & AI Visibility Plans | No Per-Seat Fees",
              "archive": "https://web.archive.org/web/20260914095037/https://nightwatch.io/pricing/"
            },
            {
              "url": "https://apidocs.nightwatch.io/",
              "type": "docs",
              "title": "Nightwatch API (REST reference)",
              "archive": null
            },
            {
              "url": "https://docs.nightwatch.io/en/articles/4895380-using-the-nightwatch-api",
              "type": "docs",
              "title": "Using the Nightwatch API (help docs)",
              "archive": null
            },
            {
              "url": "https://nightwatch.io/seo-mcp/",
              "type": "other",
              "title": "SEO MCP server | Nightwatch",
              "archive": null
            },
            {
              "url": "https://nightwatch.io/looker-studio/",
              "type": "other",
              "title": "Looker Studio integration | Nightwatch",
              "archive": null
            },
            {
              "url": "https://docs.nightwatch.io/en/articles/4895434-nightwatch-looker-studio-connector",
              "type": "docs",
              "title": "Nightwatch Looker Studio Connector (help docs)",
              "archive": null
            },
            {
              "url": "https://docs.nightwatch.io/en/articles/13842311-ai-llm-tracking-in-nightwatch",
              "type": "docs",
              "title": "AI/LLM Tracking in Nightwatch (help docs, 2026-02-27)",
              "archive": "https://web.archive.org/web/20260418193141/https://docs.nightwatch.io/en/articles/13842311-ai-llm-tracking-in-nightwatch"
            },
            {
              "url": "https://docs.nightwatch.io/en/articles/4894941-creating-and-customizing-reports",
              "type": "docs",
              "title": "Creating and customizing reports",
              "archive": null
            },
            {
              "url": "https://docs.nightwatch.io/en/articles/5366235-how-can-i-share-my-data-to-clients-without-adding-them-as-a-user",
              "type": "docs",
              "title": "How can I share my data to clients without adding them as a user?",
              "archive": null
            },
            {
              "url": "https://nightwatch.io/agency-rank-tracking/",
              "type": "other",
              "title": "Agency Rank Tracker | Nightwatch",
              "archive": "https://web.archive.org/web/20260620025325/https://nightwatch.io/agency-rank-tracking/"
            },
            {
              "url": "https://nightwatch.io/enterprise-rank-tracking/",
              "type": "other",
              "title": "Enterprise Rank Tracking | Nightwatch",
              "archive": null
            },
            {
              "url": "https://nightwatch.io/ai-brand-monitoring/",
              "type": "other",
              "title": "AI Brand Monitoring | Nightwatch",
              "archive": "https://web.archive.org/web/20260618135413/https://nightwatch.io/ai-brand-monitoring/"
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "vendor claim",
          "naReasons": {
            "api": "not published: a REST API exists on Professional+ but the public API reference documents no LLM/prompt/citation endpoints",
            "warehouseOrBigQuery": "not published"
          },
          "couldNotVerify": [
            "Whether AI-visibility data (prompts, mentions, citations) can be pulled through the REST API",
            "Whether the MCP server is available on Starter and during the trial (contradictory vendor pages)",
            "Whether AI-mention alerts are delivered by email, Slack or webhook, and on which plans",
            "Which AI-visibility fields the Looker Studio connector exposes"
          ]
        }
      },
      "businessFit": {
        "agencyMultiClient": "yes",
        "whiteLabel": "yes",
        "sso": "yes",
        "soc2": "yes",
        "iso27001": "n/a",
        "gdprStatement": "yes",
        "euDataResidency": "n/a",
        "uiLanguages": [
          "en"
        ],
        "prov": {
          "sources": [
            {
              "url": "https://nightwatch.io/pricing/",
              "type": "pricing",
              "title": "Nightwatch Pricing: Rank Tracking & AI Visibility Plans | No Per-Seat Fees",
              "archive": "https://web.archive.org/web/20260914095037/https://nightwatch.io/pricing/"
            },
            {
              "url": "https://nightwatch.io/agency-rank-tracking/",
              "type": "other",
              "title": "Agency Rank Tracker | Nightwatch",
              "archive": "https://web.archive.org/web/20260620025325/https://nightwatch.io/agency-rank-tracking/"
            },
            {
              "url": "https://nightwatch.io/enterprise-rank-tracking/",
              "type": "other",
              "title": "Enterprise Rank Tracking | Nightwatch",
              "archive": null
            },
            {
              "url": "https://docs.nightwatch.io/en/articles/4895355-using-white-label-to-rebrand-interface-and-customize-domain",
              "type": "docs",
              "title": "Using white-label to rebrand interface and customize domain",
              "archive": null
            },
            {
              "url": "https://docs.nightwatch.io/en/articles/4895365-adding-users-to-your-account",
              "type": "docs",
              "title": "Adding users to your account",
              "archive": null
            },
            {
              "url": "https://docs.nightwatch.io/en/articles/6638890-gdpr-compliance",
              "type": "docs",
              "title": "GDPR Compliance (help docs)",
              "archive": null
            },
            {
              "url": "https://docs.nightwatch.io/en/articles/4895535-privacy-policy",
              "type": "docs",
              "title": "Privacy Policy",
              "archive": null
            },
            {
              "url": "https://docs.nightwatch.io/en/articles/4895540-terms-of-service",
              "type": "docs",
              "title": "Terms of Service",
              "archive": null
            },
            {
              "url": "https://docs.nightwatch.io/en/articles/4894941-creating-and-customizing-reports",
              "type": "docs",
              "title": "Creating and customizing reports",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "vendor claim",
          "naReasons": {
            "iso27001": "not published",
            "euDataResidency": "not published: the company is in Slovenia (EU) but no hosting location or residency option is stated"
          },
          "couldNotVerify": [
            "SOC 2 report type, auditor and date (only a self-declared 'SOC 2 compliant' claim)",
            "Where customer and AI-tracking data is hosted, and whether EU residency is offered",
            "Whether white-label and client logins extend to the LLM Tracking dashboards (docs describe white-label generally)"
          ]
        }
      },
      "selection": {
        "roundups": 5,
        "probeAnswers": 5,
        "g2Reviews": 64,
        "g2Scope": "suite/parent listing",
        "presenceScore": 0.145,
        "passesGate": true,
        "shortlistedByRubric": false
      },
      "normalisation": {
        "plans": {
          "Starter": {
            "checksPerMonth": 1500,
            "basis": "evidence/nightwatch-ai-tracking/pricing-monthly.txt (same text in verify-pricing-monthly.txt and fix-pricing-default.txt), Starter card: \"AI answers / mo\" / \"Total AI responses collected for those prompts each month.\" / \"1,500\", next to \"50\" / \"AI prompts\" / \"Tracked daily, in any location or language\". One AI response = one prompt answered by one engine once, so the published allowance is the plan's answer checks per month (credits = answers). fix-pricing-page-component.js.txt computes the figure as 30*(llm_keyword_limit), i.e. one response per prompt per day; the published 1,500 is used instead of 50 x 30.4."
          },
          "Professional": {
            "checksPerMonth": 4500,
            "basis": "evidence/nightwatch-ai-tracking/pricing-monthly.txt (same text in verify-pricing-monthly.txt and fix-pricing-default.txt), Professional card: \"AI answers / mo\" / \"Total AI responses collected for those prompts each month.\" / \"4,500\", next to \"150\" / \"AI prompts\" / \"Tracked daily, in any location or language\". One AI response = one prompt answered by one engine once, so the published allowance is the plan's answer checks per month (credits = answers). fix-pricing-page-component.js.txt computes the figure as 30*(llm_keyword_limit), i.e. one response per prompt per day; the published 4,500 is used instead of 150 x 30.4."
          },
          "Agency": {
            "checksPerMonth": 15000,
            "basis": "evidence/nightwatch-ai-tracking/pricing-monthly.txt (same text in verify-pricing-monthly.txt and fix-pricing-default.txt), Agency card: \"AI answers / mo\" / \"Total AI responses collected for those prompts each month.\" / \"15,000\", next to \"500\" / \"AI prompts\" / \"Tracked daily, in any location or language\". One AI response = one prompt answered by one engine once, so the published allowance is the plan's answer checks per month (credits = answers). fix-pricing-page-component.js.txt computes the figure as 30*(llm_keyword_limit), i.e. one response per prompt per day; the published 15,000 is used instead of 500 x 30.4."
          }
        },
        "scenario": {
          "L": {
            "status": "not-supported",
            "reason": "L needs Grok, and no Nightwatch tier lists it. Every plan card, Enterprise included, shows \"SAME ON EVERY PLAN\" with \"AI platforms\" ChatGPT, Claude, Gemini, Perplexity, AI Mode, AI Overview, and the comparison grid repeats these six for Enterprise (evidence/nightwatch-ai-tracking/pricing-monthly.txt). The help FAQ \"Which AI models can I track?\" answers \"You can track across ChatGPT, Perplexity, Google AI Mode, and AI Overview. Gemini is supported for plans with 300 prompts +.\" (fix-docs-ai-llm-tracking.txt). Grok appears in none of the captured Nightwatch pages. The Enterprise card publishes custom volume, SSO, data retention, infrastructure and integrations, not extra AI platforms, so custom-quote would overstate what is sold. Copilot (also needed by L) is contradictory: product-page FAQs name it, but the pricing grid does not. engines.grok stays n/a in the record (silence, per SCHEMA)."
          }
        }
      },
      "derived": {
        "segment": "mid",
        "entryPriceUsd": 111.13,
        "entryPlan": "Starter",
        "entryBasis": null,
        "plans": {
          "Starter|monthly": {
            "usd": 111.13,
            "checks": 1500,
            "costPer1kUsd": 74.09
          },
          "Starter|annual": {
            "usd": 88.68,
            "checks": 1500,
            "costPer1kUsd": 59.12
          },
          "Professional|monthly": {
            "usd": 223.38,
            "checks": 4500,
            "costPer1kUsd": 49.64
          },
          "Professional|annual": {
            "usd": 178.48,
            "checks": 4500,
            "costPer1kUsd": 39.66
          },
          "Agency|monthly": {
            "usd": 560.13,
            "checks": 15000,
            "costPer1kUsd": 37.34
          },
          "Agency|annual": {
            "usd": 447.88,
            "checks": 15000,
            "costPer1kUsd": 29.86
          },
          "Enterprise|monthly": {
            "usd": null,
            "checks": null,
            "costPer1kUsd": null
          },
          "Enterprise|annual": {
            "usd": null,
            "checks": null,
            "costPer1kUsd": null
          }
        },
        "scenarios": {
          "S|monthly": {
            "status": "fits",
            "plan": "Professional",
            "costUsd": 223.38,
            "addOnsUsed": [],
            "reason": null,
            "detail": "prompt units needed = 150"
          },
          "S|annual": {
            "status": "fits",
            "plan": "Professional",
            "costUsd": 178.48,
            "addOnsUsed": [],
            "reason": null,
            "detail": "prompt units needed = 150"
          },
          "M|monthly": {
            "status": "custom-quote",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "Published plans fall short (too few prompts or credits); a sales-quoted plan exists.",
            "detail": "no published plan covers it; a sales-quoted plan exists. Published plans fall short — Starter: 50 prompts < 750 needed, no prompt pack; Professional: 150 prompts < 750 needed, no prompt pack; Agency: 500 prompts < 750 needed, no prompt pack."
          },
          "M|annual": {
            "status": "custom-quote",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "Published plans fall short (too few prompts or credits); a sales-quoted plan exists.",
            "detail": "no published plan covers it; a sales-quoted plan exists. Published plans fall short — Starter: 50 prompts < 750 needed, no prompt pack; Professional: 150 prompts < 750 needed, no prompt pack; Agency: 500 prompts < 750 needed, no prompt pack."
          },
          "L|monthly": {
            "status": "not-supported",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "No Nightwatch plan, Enterprise included, lists Grok.",
            "detail": "override: L needs Grok, and no Nightwatch tier lists it. Every plan card, Enterprise included, shows \"SAME ON EVERY PLAN\" with \"AI platforms\" ChatGPT, Claude, Gemini, Perplexity, AI Mode, AI Overview, and the comparison grid repeats these six for Enterprise (evidence/nightwatch-ai-tracking/pricing-monthly.txt). The help FAQ \"Which AI models can I track?\" answers \"You can track across ChatGPT, Perplexity, Google AI Mode, and AI Overview. Gemini is supported for plans with 300 prompts +.\" (fix-docs-ai-llm-tracking.txt). Grok appears in none of the captured Nightwatch pages. The Enterprise card publishes custom volume, SSO, data retention, infrastructure and integrations, not extra AI platforms, so custom-quote would overstate what is sold. Copilot (also needed by L) is contradictory: product-page FAQs name it, but the pricing grid does not. engines.grok stays n/a in the record (silence, per SCHEMA)."
          },
          "L|annual": {
            "status": "not-supported",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "No Nightwatch plan, Enterprise included, lists Grok.",
            "detail": "override: L needs Grok, and no Nightwatch tier lists it. Every plan card, Enterprise included, shows \"SAME ON EVERY PLAN\" with \"AI platforms\" ChatGPT, Claude, Gemini, Perplexity, AI Mode, AI Overview, and the comparison grid repeats these six for Enterprise (evidence/nightwatch-ai-tracking/pricing-monthly.txt). The help FAQ \"Which AI models can I track?\" answers \"You can track across ChatGPT, Perplexity, Google AI Mode, and AI Overview. Gemini is supported for plans with 300 prompts +.\" (fix-docs-ai-llm-tracking.txt). Grok appears in none of the captured Nightwatch pages. The Enterprise card publishes custom volume, SSO, data retention, infrastructure and integrations, not extra AI platforms, so custom-quote would overstate what is sold. Copilot (also needed by L) is contradictory: product-page FAQs name it, but the pricing grid does not. engines.grok stays n/a in the record (silence, per SCHEMA)."
          }
        },
        "bestRate": {
          "plan": "Agency",
          "usd": 560.13,
          "checks": 15000,
          "costPer1kUsd": 37.34
        },
        "largestPlan": {
          "plan": "Agency",
          "usd": 560.13,
          "native": 499,
          "currency": "EUR",
          "prompts": 500,
          "checks": 15000,
          "runFrequency": "daily"
        }
      },
      "flags": {
        "priceEstimate": false,
        "agencyRouteEligibilityUnconfirmed": false,
        "excludeFromAggregates": false,
        "note": null
      },
      "changesSince20260531": "Differences from the 2026-05-31 lead list, checked against vendor pages on 2026-10-03. Whether each one changed after 2026-05-31 was not checked (the Wayback Machine was unreachable: 504/429). (1) PRICE: the lead list said 'from $32/mo'. Today the cheapest plan is Starter at €99/mo billed monthly or €79/mo billed yearly (€948/yr), shown only in EUR, with 50 AI prompts and 1,500 AI answers/mo. The vendor's plan data records were created on 2026-04-17, so this price level probably predates 2026-05-31. (2) HQ: the lead list said USA. The vendor's Terms of Service and Privacy Policy name Kundi d.o.o., Slovenj Gradec, Slovenia, and LinkedIn says Ljubljana. (3) ENGINES: Google AI Mode is now listed on every plan next to ChatGPT, Claude, Gemini, Perplexity and AI Overview. The lead list said there was no Copilot; the product-page FAQs now claim Microsoft Copilot, but the pricing grid does not list it. (4) PRODUCT: the module now includes Prompt Research, Matrix Source Intelligence (beta, 2026-02-06; changelog says it will later be Enterprise-only), an SEO MCP server and Content Studio. These are bundled, with no add-ons."
    },
    {
      "id": "otterly-ai",
      "name": "Otterly.AI",
      "shortName": "Otterly.AI",
      "vendor": "OtterlyAI GmbH",
      "url": "https://otterly.ai/",
      "pricingUrl": "https://otterly.ai/pricing",
      "docsUrl": "https://help.otterly.ai/",
      "category": "native",
      "parentProduct": null,
      "status": "live",
      "summary": "Otterly.AI is a self-serve AI search monitoring platform from Austria's OtterlyAI GmbH. It runs user-defined prompts daily in ChatGPT, Google AI Overviews, Perplexity and Microsoft Copilot (Google AI Mode, Gemini and Claude are paid add-ons) and reports brand mentions, citations, share of voice and sentiment. It is aimed at solo marketers, SMEs and agencies, with plans from $29/month that include GEO audits and recommendations (Lite: 3 per week), while API/MCP access, the Looker Studio connector and AI-crawler log analytics start at the Standard plan.",
      "reviewed": true,
      "identity": {
        "hqCountry": "AT",
        "ownership": "independent",
        "funding": "No outside funding: 'the company was built without venture capital funding' and 'OtterlyAI is a bootstrapped company' (vendor press release on GlobeNewswire, 2026-05-21)",
        "fundingAsOf": "2026-05-21",
        "yearLaunched": 2024,
        "prov": {
          "sources": [
            {
              "url": "https://otterly.ai/imprint",
              "type": "other",
              "title": "OtterlyAI imprint",
              "archive": null
            },
            {
              "url": "https://otterly.ai/about",
              "type": "other",
              "title": "About Us - OtterlyAI",
              "archive": null
            },
            {
              "url": "https://otterly.ai/llm-info/",
              "type": "other",
              "title": "OtterlyAI LLM info page",
              "archive": null
            },
            {
              "url": "https://www.globenewswire.com/news-release/2026/05/21/3299632/0/en/otterlyai-wins-european-search-awards-2026-cementing-its-status-as-the-award-winning-ai-search-analytics-tool-for-the-generative-era.html",
              "type": "press",
              "title": "OtterlyAI Wins European Search Awards 2026 (GlobeNewswire, 2026-05-21)",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "third-party",
          "naReasons": {},
          "couldNotVerify": [
            "Revenue/ARR and headcount (only third-party estimates exist; not used)",
            "Whether any angel or incubator capital was taken (press release only says no venture capital)"
          ]
        }
      },
      "pricing": {
        "model": "per-prompt",
        "promptUnit": "One active search prompt in one country, monitored daily on every engine enabled in the account: 'A search prompt counts for one country. If you want to monitor the same search prompt for 4 countries, these count as 4 search prompts'",
        "promptUnitPerEngine": "no",
        "promptUnitPerCountry": "yes",
        "promptUnitPerRun": "no",
        "freePlan": {
          "available": "no",
          "limits": null
        },
        "freeTrial": {
          "available": "yes",
          "days": 7,
          "cardRequired": "no",
          "limits": "50 search prompts, 1,000 API calls, 1,000 MCP calls, 50,000 Agent Analytics events, 100 GEO audit URLs, unlimited workspaces and team members (help center, 2026-08-04 article); extension available on request via support"
        },
        "billingOptions": [
          "monthly",
          "annual"
        ],
        "annualDiscountNote": "Annually 15% off",
        "plans": [
          {
            "name": "Lite",
            "contactSales": false,
            "priceMonthly": 29,
            "priceAnnualPerMonth": 25,
            "currency": "USD",
            "promptsIncluded": 15,
            "creditsIncluded": null,
            "enginesIncluded": [
              "chatgpt",
              "googleAio",
              "perplexity",
              "copilot"
            ],
            "enginesSelectable": "no",
            "maxEngines": 7,
            "runFrequency": "daily",
            "brandsOrProjects": "unlimited",
            "seats": "unlimited",
            "countries": null,
            "languages": "unlimited",
            "addOns": [
              {
                "name": "Google AI Mode engine (monthly billing)",
                "price": 9,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "engine:googleAiMode"
              },
              {
                "name": "Google Gemini engine (monthly billing)",
                "price": 9,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "engine:gemini"
              },
              {
                "name": "Claude engine (monthly billing)",
                "price": 29,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "engine:claude"
              },
              {
                "name": "Google AI Mode engine (annual billing)",
                "price": 93,
                "currency": "USD",
                "unit": "per year",
                "appliesTo": "engine:googleAiMode"
              },
              {
                "name": "Google Gemini engine (annual billing)",
                "price": 93,
                "currency": "USD",
                "unit": "per year",
                "appliesTo": "engine:gemini"
              },
              {
                "name": "Claude engine (annual billing)",
                "price": 300,
                "currency": "USD",
                "unit": "per year",
                "appliesTo": "engine:claude"
              }
            ],
            "planSource": "https://otterly.ai/pricing"
          },
          {
            "name": "Standard",
            "contactSales": false,
            "priceMonthly": 189,
            "priceAnnualPerMonth": 160,
            "currency": "USD",
            "promptsIncluded": 100,
            "creditsIncluded": null,
            "enginesIncluded": [
              "chatgpt",
              "googleAio",
              "perplexity",
              "copilot"
            ],
            "enginesSelectable": "no",
            "maxEngines": 7,
            "runFrequency": "daily",
            "brandsOrProjects": "unlimited",
            "seats": "unlimited",
            "countries": null,
            "languages": "unlimited",
            "addOns": [
              {
                "name": "+100 extra search prompts (monthly billing)",
                "price": 99,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "prompts:+100"
              },
              {
                "name": "+100 extra search prompts (annual billing)",
                "price": 1020,
                "currency": "USD",
                "unit": "per year",
                "appliesTo": "prompts:+100"
              },
              {
                "name": "Google AI Mode engine (monthly billing)",
                "price": 59,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "engine:googleAiMode"
              },
              {
                "name": "Google Gemini engine (monthly billing)",
                "price": 59,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "engine:gemini"
              },
              {
                "name": "Claude engine (monthly billing)",
                "price": 109,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "engine:claude"
              },
              {
                "name": "Google AI Mode engine (annual billing)",
                "price": 610,
                "currency": "USD",
                "unit": "per year",
                "appliesTo": "engine:googleAiMode"
              },
              {
                "name": "Google Gemini engine (annual billing)",
                "price": 610,
                "currency": "USD",
                "unit": "per year",
                "appliesTo": "engine:gemini"
              },
              {
                "name": "Claude engine (annual billing)",
                "price": 1100,
                "currency": "USD",
                "unit": "per year",
                "appliesTo": "engine:claude"
              }
            ],
            "planSource": "https://otterly.ai/pricing"
          },
          {
            "name": "Premium",
            "contactSales": false,
            "priceMonthly": 489,
            "priceAnnualPerMonth": 422,
            "currency": "USD",
            "promptsIncluded": 400,
            "creditsIncluded": null,
            "enginesIncluded": [
              "chatgpt",
              "googleAio",
              "perplexity",
              "copilot"
            ],
            "enginesSelectable": "no",
            "maxEngines": 7,
            "runFrequency": "daily",
            "brandsOrProjects": "unlimited",
            "seats": "unlimited",
            "countries": null,
            "languages": "unlimited",
            "addOns": [
              {
                "name": "+100 extra search prompts (monthly billing)",
                "price": 99,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "prompts:+100"
              },
              {
                "name": "+100 extra search prompts (annual billing)",
                "price": 1020,
                "currency": "USD",
                "unit": "per year",
                "appliesTo": "prompts:+100"
              },
              {
                "name": "Google AI Mode engine (monthly billing)",
                "price": 149,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "engine:googleAiMode"
              },
              {
                "name": "Google Gemini engine (monthly billing)",
                "price": 149,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "engine:gemini"
              },
              {
                "name": "Claude engine (monthly billing)",
                "price": 439,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "engine:claude"
              },
              {
                "name": "Google AI Mode engine (annual billing)",
                "price": 1540,
                "currency": "USD",
                "unit": "per year",
                "appliesTo": "engine:googleAiMode"
              },
              {
                "name": "Google Gemini engine (annual billing)",
                "price": 1540,
                "currency": "USD",
                "unit": "per year",
                "appliesTo": "engine:gemini"
              },
              {
                "name": "Claude engine (annual billing)",
                "price": 4400,
                "currency": "USD",
                "unit": "per year",
                "appliesTo": "engine:claude"
              }
            ],
            "planSource": "https://otterly.ai/pricing"
          },
          {
            "name": "Enterprise",
            "contactSales": true,
            "priceMonthly": null,
            "priceAnnualPerMonth": null,
            "currency": "USD",
            "promptsIncluded": 1000,
            "creditsIncluded": null,
            "enginesIncluded": [
              "chatgpt",
              "googleAio",
              "perplexity",
              "copilot"
            ],
            "enginesSelectable": "n/a",
            "maxEngines": 7,
            "runFrequency": "daily",
            "brandsOrProjects": "unlimited",
            "seats": "unlimited",
            "countries": null,
            "languages": "unlimited",
            "addOns": [],
            "planSource": "https://otterly.ai/pricing"
          }
        ],
        "prov": {
          "sources": [
            {
              "url": "https://otterly.ai/pricing",
              "type": "pricing",
              "title": "OtterlyAI Pricing - Transparent & Simple",
              "archive": null
            },
            {
              "url": "https://help.otterly.ai/pricing-of-otterlyai",
              "type": "docs",
              "title": "What are the plans and the pricing of OtterlyAI?",
              "archive": "https://web.archive.org/web/20260924171532/https://help.otterly.ai/pricing-of-otterlyai"
            },
            {
              "url": "https://help.otterly.ai/amount-searchprompts",
              "type": "docs",
              "title": "How many search prompts / keywords can I track?",
              "archive": "https://web.archive.org/web/20260924171537/https://help.otterly.ai/amount-searchprompts"
            },
            {
              "url": "https://help.otterly.ai/amount-prompts-limit",
              "type": "docs",
              "title": "How many prompts can I add?",
              "archive": null
            },
            {
              "url": "https://help.otterly.ai/free-trial",
              "type": "docs",
              "title": "How long is the free trial and how many prompts are included?",
              "archive": null
            },
            {
              "url": "https://help.otterly.ai/how-can-i-purchase-extra-engines",
              "type": "docs",
              "title": "How can I purchase Google AI Mode/Gemini/Claude?",
              "archive": "https://web.archive.org/web/20260901080736/https://help.otterly.ai/how-can-i-purchase-extra-engines"
            },
            {
              "url": "https://help.otterly.ai/monitoring-interval",
              "type": "docs",
              "title": "How often does OtterlyAI check AI search engines?",
              "archive": "https://web.archive.org/web/20260924171453/https://help.otterly.ai/monitoring-interval"
            },
            {
              "url": "https://help.otterly.ai/number-seats",
              "type": "docs",
              "title": "How many seats can I have per subscription?",
              "archive": "https://web.archive.org/web/20260901080737/https://help.otterly.ai/number-seats"
            },
            {
              "url": "https://help.otterly.ai/languages",
              "type": "docs",
              "title": "Which languages in monitoring does OtterlyAI support?",
              "archive": "https://web.archive.org/web/20260924171610/https://help.otterly.ai/languages"
            },
            {
              "url": "https://help.otterly.ai/countries-otterlyai",
              "type": "docs",
              "title": "How many countries does OtterlyAI support?",
              "archive": "https://web.archive.org/web/20260924171415/https://help.otterly.ai/countries-otterlyai"
            },
            {
              "url": "https://help.otterly.ai/enterprise-pricing-options",
              "type": "docs",
              "title": "Are there enterprise pricing options?",
              "archive": "https://web.archive.org/web/20260422043025/https://help.otterly.ai/enterprise-pricing-options"
            },
            {
              "url": "https://otterly.ai/agencies",
              "type": "other",
              "title": "OtterlyAI for agencies",
              "archive": "https://web.archive.org/web/20260823101735/https://otterly.ai/agencies"
            },
            {
              "url": "https://help.otterly.ai/trial-extended",
              "type": "docs",
              "title": "Can I get my free trial extended?",
              "archive": "https://web.archive.org/web/20260422044230/https://help.otterly.ai/trial-extended"
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "plans.countries": "contradictory sources: pricing page '50+', help pricing article '65+', help country table '70+'",
            "Enterprise.priceMonthly": "contact sales: 'Custom' / 'Talk to us'",
            "Enterprise.priceAnnualPerMonth": "contact sales: 'Custom' / 'Talk to us'",
            "Lite.overage": "not applicable: extra prompt packs 'not available' on Lite",
            "freePlan.limits": "not applicable: no free plan"
          },
          "couldNotVerify": [
            "Which engines are active during the free trial (the trial article lists prompts and API/MCP limits but not engines)",
            "Engine add-on prices on Enterprise and for accounts above 1,000 prompts (contact support)",
            "EUR price amounts as charged to EU buyers (page swaps only the symbol; checkout not opened)",
            "Exact billing mechanics of annual add-ons when combined with a monthly plan"
          ]
        }
      },
      "engines": {
        "status": {
          "chatgpt": {
            "status": "included",
            "surface": "ui",
            "minPlan": "Lite"
          },
          "googleAio": {
            "status": "included",
            "surface": "ui",
            "minPlan": "Lite"
          },
          "googleAiMode": {
            "status": "add-on",
            "surface": "ui",
            "minPlan": "Lite"
          },
          "gemini": {
            "status": "add-on",
            "surface": "ui",
            "minPlan": "Lite"
          },
          "perplexity": {
            "status": "included",
            "surface": "ui",
            "minPlan": "Lite"
          },
          "claude": {
            "status": "add-on",
            "surface": "api",
            "minPlan": "Lite"
          },
          "copilot": {
            "status": "included",
            "surface": "ui",
            "minPlan": "Lite"
          },
          "grok": {
            "status": "no",
            "surface": "unknown",
            "minPlan": null
          },
          "deepseek": {
            "status": "no",
            "surface": "unknown",
            "minPlan": null
          },
          "metaAi": {
            "status": "no",
            "surface": "unknown",
            "minPlan": null
          }
        },
        "other": [],
        "settings": {
          "country": "yes",
          "language": "yes",
          "persona": "n/a"
        },
        "prov": {
          "sources": [
            {
              "url": "https://otterly.ai/pricing",
              "type": "pricing",
              "title": "OtterlyAI Pricing - Transparent & Simple",
              "archive": null
            },
            {
              "url": "https://help.otterly.ai/which-ai-searches-does-otterlyai-support",
              "type": "docs",
              "title": "Which AI searches does OtterlyAI support?",
              "archive": "https://web.archive.org/web/20261002235805/https://help.otterly.ai/which-ai-searches-does-otterlyai-support"
            },
            {
              "url": "https://help.otterly.ai/how-otterlyai-collects-data",
              "type": "docs",
              "title": "How OtterlyAI collects data?",
              "archive": "https://web.archive.org/web/20260511060400/https://help.otterly.ai/how-otterlyai-collects-data"
            },
            {
              "url": "https://help.otterly.ai/how-can-i-purchase-extra-engines",
              "type": "docs",
              "title": "How can I purchase Google AI Mode/Gemini/Claude?",
              "archive": "https://web.archive.org/web/20260901080736/https://help.otterly.ai/how-can-i-purchase-extra-engines"
            },
            {
              "url": "https://help.otterly.ai/countries-otterlyai",
              "type": "docs",
              "title": "How many countries does OtterlyAI support?",
              "archive": "https://web.archive.org/web/20260924171415/https://help.otterly.ai/countries-otterlyai"
            },
            {
              "url": "https://help.otterly.ai/languages",
              "type": "docs",
              "title": "Which languages in monitoring does OtterlyAI support?",
              "archive": "https://web.archive.org/web/20260924171610/https://help.otterly.ai/languages"
            },
            {
              "url": "https://help.otterly.ai/changelog",
              "type": "docs",
              "title": "Changelog: What's New in OtterlyAI",
              "archive": "https://web.archive.org/web/20260422050844/https://help.otterly.ai/changelog"
            },
            {
              "url": "https://help.otterly.ai/ads-shopping-tracking",
              "type": "docs",
              "title": "Can I see Ads & Shopping tracking?",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "settings.persona": "not published: no persona setting documented for monitoring"
          },
          "couldNotVerify": [
            "Whether ChatGPT is queried logged-in or logged-out, and with which model/search mode",
            "Proxy/location method behind 'as if a real user were searching from within each country'",
            "Whether any engine is available at all on Enterprise beyond the 7 listed"
          ]
        }
      },
      "method": {
        "value": "mixed",
        "quote": "Our data aggregation system interacts with AI search platforms programmatically, posting questions and prompts through the website of the AI search (like chatgpt.com etc) [...] *please note that we only use API for Claude tracking.",
        "detail": "The vendor queries ChatGPT, Google AI Overviews, Google AI Mode, Perplexity, Gemini and Copilot through their public web interfaces (UI rendering), and the Claude add-on through the API ('using Sonnet model with web search capabilities'). The method is therefore mixed, mostly UI.",
        "prov": {
          "sources": [
            {
              "url": "https://help.otterly.ai/how-otterlyai-collects-data",
              "type": "docs",
              "title": "How OtterlyAI collects data?",
              "archive": "https://web.archive.org/web/20260511060400/https://help.otterly.ai/how-otterlyai-collects-data"
            },
            {
              "url": "https://help.otterly.ai/which-ai-searches-does-otterlyai-support",
              "type": "docs",
              "title": "Which AI searches does OtterlyAI support?",
              "archive": "https://web.archive.org/web/20261002235805/https://help.otterly.ai/which-ai-searches-does-otterlyai-support"
            },
            {
              "url": "https://help.otterly.ai/countries-otterlyai",
              "type": "docs",
              "title": "How many countries does OtterlyAI support?",
              "archive": "https://web.archive.org/web/20260924171415/https://help.otterly.ai/countries-otterlyai"
            },
            {
              "url": "https://otterly.ai/",
              "type": "other",
              "title": "OtterlyAI homepage FAQ",
              "archive": "https://web.archive.org/web/20261002190800/https://otterly.ai/"
            },
            {
              "url": "https://help.otterly.ai/monitoring-interval",
              "type": "docs",
              "title": "How often does OtterlyAI check AI search engines?",
              "archive": "https://web.archive.org/web/20260924171453/https://help.otterly.ai/monitoring-interval"
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {},
          "couldNotVerify": [
            "Number of answer samples per prompt per engine per day (only 'daily' is stated)",
            "Whether real browsers or headless rendering are used, and session/account handling"
          ]
        }
      },
      "metrics": {
        "mentions": "yes",
        "citationsWithUrls": "yes",
        "shareOfVoice": "yes",
        "positionProminence": "yes",
        "sentiment": "yes",
        "accuracyHallucination": "n/a",
        "promptDiscoveryOrVolume": "yes",
        "crawlerLogAnalytics": "yes",
        "aiReferralAttribution": "yes",
        "prov": {
          "sources": [
            {
              "url": "https://help.otterly.ai/search-prompt-monitoring",
              "type": "docs",
              "title": "How does Prompt Monitoring with OtterlyAI work?",
              "archive": null
            },
            {
              "url": "https://help.otterly.ai/can-i-export-my-data-and-reports",
              "type": "docs",
              "title": "Can I export my data and reports?",
              "archive": null
            },
            {
              "url": "https://help.otterly.ai/sentiment-analysis",
              "type": "docs",
              "title": "Is there a sentiment analysis for brands?",
              "archive": null
            },
            {
              "url": "https://help.otterly.ai/intent-volume",
              "type": "docs",
              "title": "What is the intent volume of a search prompt?",
              "archive": null
            },
            {
              "url": "https://help.otterly.ai/agent-analytics",
              "type": "docs",
              "title": "What is Agent Analytics?",
              "archive": null
            },
            {
              "url": "https://help.otterly.ai/can-i-measure-the-traffic-that-is-coming-from-my-website-from-ai-searches-via-ga4",
              "type": "docs",
              "title": "Can I measure the traffic that is coming from my website from AI searches via GA4?",
              "archive": null
            },
            {
              "url": "https://otterly.ai/features/ai-search-analytics",
              "type": "other",
              "title": "AI Search Analytics feature page",
              "archive": null
            },
            {
              "url": "https://otterly.ai/features/agent-analytics",
              "type": "other",
              "title": "AI Agent Analytics feature page",
              "archive": null
            },
            {
              "url": "https://help.otterly.ai/brand-report-kpi-definition",
              "type": "docs",
              "title": "Brand Report KPI definitions",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "accuracyHallucination": "not published: no automated accuracy/hallucination flag documented (only manual review of stored responses)"
          },
          "couldNotVerify": [
            "Whether AI referral tracking in Agent Analytics covers Google AI Overviews/AI Mode clicks",
            "How the 'position' of a brand is determined when an answer is prose rather than a ranked list"
          ]
        }
      },
      "actionLayer": {
        "recommendations": "yes",
        "contentGeneration": "n/a",
        "technicalAudits": "yes",
        "citationOutreach": "yes",
        "prov": {
          "sources": [
            {
              "url": "https://help.otterly.ai/ai-recommendations",
              "type": "docs",
              "title": "How do Recommendations work in OtterlyAI?",
              "archive": null
            },
            {
              "url": "https://help.otterly.ai/what-does-the-geo-audit-do",
              "type": "docs",
              "title": "What is the GEO Audit and what it does?",
              "archive": null
            },
            {
              "url": "https://otterly.ai/features/ai-search-optimization",
              "type": "other",
              "title": "AI Search Optimization feature page",
              "archive": null
            },
            {
              "url": "https://geo.otterly.ai/geo/ai-content-creator/",
              "type": "other",
              "title": "GEO Content Creator (free GEO tool)",
              "archive": null
            },
            {
              "url": "https://otterly.ai/marketplace/",
              "type": "other",
              "title": "GEO Marketplace",
              "archive": null
            },
            {
              "url": "https://otterly.ai/geo-tools",
              "type": "other",
              "title": "Free GEO tools & resources",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "contentGeneration": "not published: no content generation in any plan's feature list, on the AI Search Optimization feature page or in the help center; only a standalone 'GEO Content Creator' on geo.otterly.ai, the site the pricing footer links under 'Free GEO Tools'"
          },
          "couldNotVerify": [
            "In-app placement-booking marketplace: scope, prices and partners (only one feature-page sentence; no help-center article found)",
            "Whether the free GEO Content Creator is integrated into the paid app or has usage limits (no help-center article; not in any plan's feature list)",
            "Whether the GEO Audit checks llms.txt and Schema.org JSON-LD specifically"
          ]
        }
      },
      "dataAccess": {
        "api": "yes",
        "csvExport": "yes",
        "lookerStudio": "yes",
        "warehouseOrBigQuery": "n/a",
        "slack": "n/a",
        "emailAlerts": "n/a",
        "mcp": "yes",
        "prov": {
          "sources": [
            {
              "url": "https://help.otterly.ai/do-you-provide-an-api-for-otterlyai",
              "type": "docs",
              "title": "Do you provide an API for OtterlyAI?",
              "archive": null
            },
            {
              "url": "https://docs.otterly.ai/introduction",
              "type": "docs",
              "title": "OtterlyAI Public API - Introduction",
              "archive": null
            },
            {
              "url": "https://help.otterly.ai/does-otterlyai-have-an-mcp",
              "type": "docs",
              "title": "Does OtterlyAI have an MCP?",
              "archive": null
            },
            {
              "url": "https://help.otterly.ai/can-i-export-my-data-and-reports",
              "type": "docs",
              "title": "Can I export my data and reports?",
              "archive": null
            },
            {
              "url": "https://help.otterly.ai/lookerstudio",
              "type": "docs",
              "title": "OtterlyAI Data (Looker) Studio Connector",
              "archive": null
            },
            {
              "url": "https://help.otterly.ai/semrush",
              "type": "docs",
              "title": "Is OtterlyAI available in Semrush?",
              "archive": null
            },
            {
              "url": "https://otterly.ai/",
              "type": "other",
              "title": "OtterlyAI homepage FAQ",
              "archive": "https://web.archive.org/web/20261002190800/https://otterly.ai/"
            },
            {
              "url": "https://otterly.ai/security",
              "type": "other",
              "title": "OtterlyAI Security",
              "archive": null
            },
            {
              "url": "https://help.otterly.ai/ai-recommendations",
              "type": "docs",
              "title": "How do Recommendations work in OtterlyAI?",
              "archive": null
            },
            {
              "url": "https://help.otterly.ai/turn-off-the-notifications",
              "type": "docs",
              "title": "How can I turn off the notifications?",
              "archive": null
            },
            {
              "url": "https://help.otterly.ai/generate-reports",
              "type": "docs",
              "title": "Can I generate reports for clients automatically?",
              "archive": null
            },
            {
              "url": "https://help.otterly.ai/changelog",
              "type": "docs",
              "title": "Changelog: What's New in OtterlyAI",
              "archive": "https://web.archive.org/web/20260422050844/https://help.otterly.ai/changelog"
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "warehouseOrBigQuery": "not published: no native warehouse/BigQuery export; only DIY via the Public API is suggested",
            "slack": "not published: no native Slack integration; only DIY via API + Zapier/Make is suggested",
            "emailAlerts": "not published: no help article documents email alerts or their triggers; the homepage FAQ only claims 'alerts when brand mentions change' with no channel"
          },
          "couldNotVerify": [
            "Whether brand-report notifications are delivered by email, and their triggers and thresholds (only a settings toggle, a MailerSend subprocessor entry and a marketing FAQ line exist)"
          ]
        }
      },
      "businessFit": {
        "agencyMultiClient": "yes",
        "whiteLabel": "no",
        "sso": "yes",
        "soc2": "no",
        "iso27001": "no",
        "gdprStatement": "yes",
        "euDataResidency": "no",
        "uiLanguages": [
          "en"
        ],
        "prov": {
          "sources": [
            {
              "url": "https://help.otterly.ai/can-i-manage-multiple-brands-under-one-account",
              "type": "docs",
              "title": "Can I manage multiple brands/clients under one account?",
              "archive": null
            },
            {
              "url": "https://otterly.ai/agencies",
              "type": "other",
              "title": "OtterlyAI for agencies",
              "archive": "https://web.archive.org/web/20260823101735/https://otterly.ai/agencies"
            },
            {
              "url": "https://help.otterly.ai/white-label",
              "type": "docs",
              "title": "Is there a white-label option?",
              "archive": null
            },
            {
              "url": "https://help.otterly.ai/sso",
              "type": "docs",
              "title": "Do you provide Single-Sign-On (SSO) for OtterlyAI?",
              "archive": null
            },
            {
              "url": "https://help.otterly.ai/compliance",
              "type": "docs",
              "title": "Is OtterlyAI ISO-27001 or SOC-2 compliant?",
              "archive": null
            },
            {
              "url": "https://help.otterly.ai/gdpr-and-other-regulations",
              "type": "docs",
              "title": "How do you comply with GDPR and other regulations?",
              "archive": null
            },
            {
              "url": "https://otterly.ai/security",
              "type": "other",
              "title": "OtterlyAI Security",
              "archive": null
            },
            {
              "url": "https://help.otterly.ai/dashboard-language",
              "type": "docs",
              "title": "Do you have the dashboard in a language other than English?",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {},
          "couldNotVerify": [
            "Whether an EU-only storage option for monitoring data is available on Enterprise",
            "Contents of the DPA and the full subprocessor list (DPA only on request)"
          ]
        }
      },
      "selection": {
        "roundups": 22,
        "probeAnswers": 80,
        "g2Reviews": 54,
        "g2Scope": "product listing",
        "presenceScore": 0.857,
        "passesGate": true,
        "shortlistedByRubric": true
      },
      "normalisation": {},
      "derived": {
        "segment": "budget",
        "entryPriceUsd": 29,
        "entryPlan": "Lite",
        "entryBasis": null,
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            "checks": 1824,
            "costPer1kUsd": 15.9
          },
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            "costPer1kUsd": 13.71
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          },
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            "checks": 48640,
            "costPer1kUsd": 10.05
          },
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            "costPer1kUsd": 8.68
          },
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            "checks": 121600,
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            "checks": 121600,
            "costPer1kUsd": null
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            "status": "fits",
            "plan": "Standard",
            "costUsd": 189,
            "addOnsUsed": [],
            "reason": null,
            "detail": "prompt units needed = 50"
          },
          "S|annual": {
            "status": "fits",
            "plan": "Standard",
            "costUsd": 160,
            "addOnsUsed": [],
            "reason": null,
            "detail": "prompt units needed = 50"
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          "M|monthly": {
            "status": "fits",
            "plan": "Standard",
            "costUsd": 406,
            "addOnsUsed": [
              "Google Gemini engine (monthly billing) (59 USD per month)",
              "Google AI Mode engine (monthly billing) (59 USD per month)",
              "1 × +100 extra search prompts (monthly billing)"
            ],
            "reason": null,
            "detail": "prompt units needed = 150"
          },
          "M|annual": {
            "status": "fits",
            "plan": "Standard",
            "costUsd": 346.67,
            "addOnsUsed": [
              "Google Gemini engine (annual billing) (610 USD per year)",
              "Google AI Mode engine (annual billing) (610 USD per year)",
              "1 × +100 extra search prompts (annual billing)"
            ],
            "reason": null,
            "detail": "prompt units needed = 150"
          },
          "L|monthly": {
            "status": "not-supported",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "The vendor does not support Grok.",
            "detail": "engine(s) not supported: grok"
          },
          "L|annual": {
            "status": "not-supported",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "The vendor does not support Grok.",
            "detail": "engine(s) not supported: grok"
          }
        },
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          "plan": "Premium",
          "usd": 489,
          "checks": 48640,
          "costPer1kUsd": 10.05
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          "plan": "Premium",
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          "native": 489,
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          "prompts": 400,
          "checks": 48640,
          "runFrequency": "daily"
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      "flags": {
        "priceEstimate": false,
        "agencyRouteEligibilityUnconfirmed": false,
        "excludeFromAggregates": false,
        "note": null
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      "changesSince20260531": "Verified on 2026-10-03 against the 2026-05-31 lead list. List prices are unchanged at $29 / $189 / $489 per month (annual $25 / $160 / $422). New since then, per the vendor changelog: (1) Claude added as a paid engine add-on (early access 2026-06-18, general 2026-06-22) at $29 / $109 / $439 per month by plan, giving 7 engines in total (4 included, 3 add-ons); (2) MCP server launched 2026-06-08, now on Standard and Premium; (3) ChatGPT Ads & Shopping Cards tracking added 2026-06-23, with ad reporting 'temporarily paused' since 2026-09-16; (4) Query Fan-Out added to the GEO Audit 2026-06-25; (5) Agent Analytics (AI-crawler log analytics) launched 2026-08-04 on Standard and up; (6) free trial set to 7 days (2026-06-30; 'no credit card required' per the free-trial help article); (7) country coverage expanded to '70+'; (8) on 2026-08-31 Agent Analytics became available via the API and MCP, and the Data (Looker) Studio connector gained engine/tag splits and Claude. The user claim rose to 40,000+ (lead list: 15-20k). The vendor dates its launch to October 2024 (lead list: founded 2023). Power BI is mentioned only as a DIY target via the API, not as a native integration."
    },
    {
      "id": "peec-ai",
      "name": "Peec AI",
      "shortName": "Peec AI",
      "vendor": "Peec AI GmbH",
      "url": "https://peec.ai/",
      "pricingUrl": "https://peec.ai/pricing",
      "docsUrl": "https://docs.peec.ai/intro-to-peec-ai",
      "category": "native",
      "parentProduct": null,
      "status": "live",
      "summary": "Peec AI is a Berlin-based AI search analytics platform that runs tracked prompts daily on AI assistants and Google's AI surfaces. It reports brand visibility, position, sentiment, share of voice and cited sources. It is sold as self-serve per-prompt plans to in-house marketing and SEO teams and as credit-based plans to agencies, with sales-led Enterprise and Comprehensive tiers.",
      "reviewed": true,
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        "ownership": "vc-backed",
        "funding": "$21M Series A led by Singular, with Antler, Combination VC, identity.vc and S20 (announced 2025-11-18 on the vendor blog; TechCrunch 2025-11-17); follows a seed round led by 20VC (2025-07); total funding $29M per vendor",
        "fundingAsOf": "2025-11-18",
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        "prov": {
          "sources": [
            {
              "url": "https://peec.ai/legal/imprint",
              "type": "other",
              "title": "Imprint",
              "archive": null
            },
            {
              "url": "https://peec.ai/blog/we-raised-21m-series-a-to-help-brands-win-in-ai-search",
              "type": "blog",
              "title": "We raised $21M Series A to help brands win in AI search",
              "archive": null
            },
            {
              "url": "https://peec.ai/pricing-agencies",
              "type": "pricing",
              "title": "Pricing for Agencies",
              "archive": "https://web.archive.org/web/20260901104217/https://peec.ai/pricing-agencies"
            },
            {
              "url": "https://peec.ai/legal/privacy-policy",
              "type": "other",
              "title": "Privacy Policy",
              "archive": null
            },
            {
              "url": "https://techcrunch.com/2025/11/17/as-consumers-ditch-google-for-chatgpt-peec-ai-raises-21m-to-help-brands-adapt/",
              "type": "press",
              "title": "TechCrunch: As consumers ditch Google for ChatGPT, Peec AI raises $21M to help brands adapt",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {},
          "couldNotVerify": [
            "Any funding after the November 2025 Series A (the vendor still states $29M total today)",
            "Current registered address (imprint and privacy policy give different Berlin addresses)"
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        "promptUnitPerEngine": "no",
        "promptUnitPerCountry": "yes",
        "promptUnitPerRun": "no",
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          "cardRequired": "n/a",
          "limits": null
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          "annual"
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        "annualDiscountNote": "We offer a 15% discount for customers who choose annual billing.",
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            "priceAnnualPerMonth": 80,
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            "brandsOrProjects": 1,
            "seats": "unlimited",
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                "unit": "per month, billed monthly",
                "appliesTo": "engine:any"
              },
              {
                "name": "Additional model, annual billing (same model list; 'Save $60')",
                "price": 30,
                "currency": "USD",
                "unit": "per month, billed annually",
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            ],
            "planSource": "https://peec.ai/pricing"
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              "googleAiMode",
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            "seats": "unlimited",
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            "languages": "unlimited",
            "addOns": [
              {
                "name": "Additional model, monthly billing (one extra model chosen from ChatGPT, AI Mode, AI Overviews, Microsoft Co-pilot, Perplexity, Gemini; the only way to get Perplexity on this plan)",
                "price": 85,
                "currency": "USD",
                "unit": "per month, billed monthly",
                "appliesTo": "engine:any"
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              {
                "name": "Additional model, annual billing (same model list; 'Save $180')",
                "price": 70,
                "currency": "USD",
                "unit": "per month, billed annually",
                "appliesTo": "engine:any"
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            "planSource": "https://peec.ai/pricing"
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            "priceAnnualPerMonth": 420,
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            "enginesIncluded": [
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            "seats": "unlimited",
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            "languages": "unlimited",
            "addOns": [
              {
                "name": "Additional model, monthly billing (one extra model chosen from ChatGPT, AI Mode, AI Overviews, Microsoft Co-pilot, Perplexity, Gemini; the only way to get Perplexity on this plan)",
                "price": 165,
                "currency": "USD",
                "unit": "per month, billed monthly",
                "appliesTo": "engine:any"
              },
              {
                "name": "Additional model, annual billing (same model list; 'Save $300')",
                "price": 140,
                "currency": "USD",
                "unit": "per month, billed annually",
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              "grok",
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            "runFrequency": "configurable",
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            "creditsIncluded": 10000,
            "enginesIncluded": [
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              "googleAio",
              "copilot",
              "gemini"
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            "runFrequency": "daily",
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            "seats": "unlimited",
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            "languages": "unlimited",
            "addOns": [],
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            "priceAnnualPerMonth": 290,
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            "enginesIncluded": [
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              "googleAio",
              "copilot",
              "gemini"
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            "enginesIncluded": [
              "chatgpt",
              "googleAiMode",
              "googleAio",
              "copilot",
              "gemini",
              "claude",
              "grok",
              "deepseek",
              "metaAi"
            ],
            "enginesSelectable": "yes",
            "maxEngines": null,
            "runFrequency": "configurable",
            "brandsOrProjects": 25,
            "seats": "unlimited",
            "countries": 3,
            "languages": "unlimited",
            "addOns": [],
            "planSource": "https://peec.ai/pricing-agencies"
          },
          {
            "name": "Agency Scale (85,000 credits)",
            "contactSales": false,
            "priceMonthly": 1195,
            "priceAnnualPerMonth": 1015,
            "currency": "USD",
            "promptsIncluded": null,
            "creditsIncluded": 85000,
            "enginesIncluded": [
              "chatgpt",
              "googleAiMode",
              "googleAio",
              "copilot",
              "gemini",
              "claude",
              "grok",
              "deepseek",
              "metaAi"
            ],
            "enginesSelectable": "yes",
            "maxEngines": null,
            "runFrequency": "configurable",
            "brandsOrProjects": 25,
            "seats": "unlimited",
            "countries": 3,
            "languages": "unlimited",
            "addOns": [],
            "planSource": "https://peec.ai/pricing-agencies"
          },
          {
            "name": "Agency Comprehensive",
            "contactSales": true,
            "priceMonthly": null,
            "priceAnnualPerMonth": null,
            "currency": "USD",
            "promptsIncluded": null,
            "creditsIncluded": null,
            "enginesIncluded": [
              "chatgpt",
              "googleAiMode",
              "googleAio",
              "copilot",
              "gemini",
              "claude",
              "grok",
              "deepseek",
              "metaAi",
              "perplexity"
            ],
            "enginesSelectable": "yes",
            "maxEngines": null,
            "runFrequency": "configurable",
            "brandsOrProjects": "unlimited",
            "seats": "unlimited",
            "countries": "unlimited",
            "languages": "unlimited",
            "addOns": [],
            "planSource": "https://peec.ai/pricing-agencies"
          }
        ],
        "prov": {
          "sources": [
            {
              "url": "https://peec.ai/pricing",
              "type": "pricing",
              "title": "Pricing for Brands (cards, Tracking Coverage grid, Add-ons, FAQ)",
              "archive": null
            },
            {
              "url": "https://peec.ai/pricing-agencies",
              "type": "pricing",
              "title": "Pricing for Agencies (cards, grid, credits FAQ)",
              "archive": "https://web.archive.org/web/20260901104217/https://peec.ai/pricing-agencies"
            },
            {
              "url": "https://docs.peec.ai/agencies/understanding_credits",
              "type": "docs",
              "title": "Understanding credits",
              "archive": null
            },
            {
              "url": "https://docs.peec.ai/setting-up-your-prompts",
              "type": "docs",
              "title": "Setting up your prompts",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "freePlan.available": "not published: no free plan listed on the brand or agency pricing pages",
            "freeTrial.days": "not published: 'Start free trial' CTA without length on pricing, agency pricing, homepage or docs",
            "freeTrial.cardRequired": "not published",
            "Enterprise.price": "contact sales: 'Custom', 'Talk to Sales'",
            "Agency Comprehensive.price": "contact sales: 'Custom', 'Let's talk'",
            "Enterprise.promptsIncluded": "contradictory sources: grid shows 350, card says 'Fully customizable prompt tracking'",
            "Agency plans.promptsIncluded": "not applicable: credit-based (10,000 / 15,000 / 25,000 / 35,000 / 65,000 / 85,000 credits)",
            "overage": "not published: prompt/credit top-ups mentioned in FAQs without prices"
          },
          "couldNotVerify": [
            "Free-trial length, whether a card is required, and which plan or limits the trial uses",
            "Maximum number of models a Starter/Pro/Advanced plan can run including paid model add-ons (only 'Add extra models anytime' is stated)",
            "Price of extra prompts on brand plans and of extra-credit add-ons on agency plans",
            "Whether Naver AI (and the API-badged models) can be bought as add-ons on Starter/Pro/Advanced; the add-on card lists only ChatGPT, AI Mode, AI Overviews, Copilot, Perplexity, Gemini",
            "Enterprise and Agency Comprehensive prices and prompt allowances",
            "Whether listed prices include VAT",
            "Whether the EUR or the USD list applies to buyers outside the vendor's European country list who pay in EUR (the page picks the currency by IP country)"
          ]
        }
      },
      "engines": {
        "status": {
          "chatgpt": {
            "status": "included",
            "surface": "both",
            "minPlan": "Starter (one of the 3 chosen models)"
          },
          "googleAio": {
            "status": "included",
            "surface": "ui",
            "minPlan": "Starter (one of the 3 chosen models)"
          },
          "googleAiMode": {
            "status": "included",
            "surface": "ui",
            "minPlan": "Starter (one of the 3 chosen models)"
          },
          "gemini": {
            "status": "included",
            "surface": "ui",
            "minPlan": "Starter (one of the 3 chosen models)"
          },
          "perplexity": {
            "status": "add-on",
            "surface": "unknown",
            "minPlan": "Starter (as paid add-on); included on Enterprise and Agency Comprehensive"
          },
          "claude": {
            "status": "included",
            "surface": "api",
            "minPlan": "Enterprise (brands) / Agency Scale (agencies)"
          },
          "copilot": {
            "status": "included",
            "surface": "ui",
            "minPlan": "Starter (one of the 3 chosen models)"
          },
          "grok": {
            "status": "included",
            "surface": "api",
            "minPlan": "Enterprise (brands) / Agency Scale (agencies)"
          },
          "deepseek": {
            "status": "included",
            "surface": "api",
            "minPlan": "Enterprise (brands) / Agency Scale (agencies)"
          },
          "metaAi": {
            "status": "n/a",
            "surface": "api",
            "minPlan": "Enterprise (brands) / Agency Scale (agencies)"
          }
        },
        "other": [
          {
            "name": "Naver AI",
            "status": "included"
          },
          {
            "name": "Qwen",
            "status": "included"
          },
          {
            "name": "Mistral",
            "status": "included"
          },
          {
            "name": "Amazon Rufus",
            "status": "n/a"
          }
        ],
        "settings": {
          "country": "yes",
          "language": "yes",
          "persona": "yes"
        },
        "prov": {
          "sources": [
            {
              "url": "https://peec.ai/pricing",
              "type": "pricing",
              "title": "Pricing for Brands, Tracking Coverage grid and Add-ons",
              "archive": null
            },
            {
              "url": "https://peec.ai/pricing-agencies",
              "type": "pricing",
              "title": "Pricing for Agencies, Tracking Coverage grid",
              "archive": "https://web.archive.org/web/20260901104217/https://peec.ai/pricing-agencies"
            },
            {
              "url": "https://docs.peec.ai/api/model-channels",
              "type": "docs",
              "title": "Model channels",
              "archive": "https://web.archive.org/web/20260511080516/https://docs.peec.ai/api/model-channels"
            },
            {
              "url": "https://docs.peec.ai/api-reference/project/list-model-channels",
              "type": "docs",
              "title": "List Model Channels (API reference)",
              "archive": null
            },
            {
              "url": "https://docs.peec.ai/setting-up-your-prompts",
              "type": "docs",
              "title": "Setting up your prompts",
              "archive": null
            },
            {
              "url": "https://peec.ai/changelog",
              "type": "other",
              "title": "Changelog",
              "archive": "https://web.archive.org/web/20260928044520/https://peec.ai/changelog"
            },
            {
              "url": "https://peec.ai/",
              "type": "other",
              "title": "Homepage FAQ",
              "archive": "https://web.archive.org/web/20260928044504/https://peec.ai/"
            },
            {
              "url": "https://docs.peec.ai/api-reference/project/list-models",
              "type": "docs",
              "title": "List Models (deprecated API reference)",
              "archive": "https://web.archive.org/web/20260419165249/https://docs.peec.ai/api-reference/project/list-models"
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "perplexity.surface": "contradictory sources: grid shows no API badge and the List Models example says 'perplexity-scraper', but the Model channels doc cites a 'Perplexity API' surface",
            "metaAi": "not published: grid lists \"Meta Spark\" (a Meta model via API), not the Meta AI consumer app"
          },
          "couldNotVerify": [
            "Whether the ChatGPT UI collection runs with web search forced on (docs: the platform decides whether it runs a web search, as for a logged-out user)",
            "Whether Perplexity is collected from the UI or an API channel",
            "Which Meta model 'Meta Spark' is, and the exact Gemini variant tracked in the UI pool",
            "Whether Amazon Rufus or other channels shown in API examples are sellable"
          ]
        }
      },
      "method": {
        "value": "mixed",
        "quote": "Unlike traditional analytics tools that rely on APIs, Peec AI uses UI scraping technology to interact with AI platforms exactly as real users do.",
        "detail": "Docs say Peec AI 'uses UI scraping technology' (browser automation of the web interfaces as a logged-out user) and name ChatGPT, Gemini and Copilot as examples; they do not state the method model by model. The pricing grids put an 'API' badge on seven models (Claude Sonnet 4, GPT 5 Search, Grok, Deepseek, Qwen, Mistral, Meta Spark) on Enterprise and Agency Scale+, and none on ChatGPT, AI Mode, AI Overviews, Microsoft Copilot, Gemini, Naver AI or Perplexity; Perplexity's surface is contradictory in the docs.",
        "prov": {
          "sources": [
            {
              "url": "https://docs.peec.ai/intro-to-peec-ai",
              "type": "docs",
              "title": "Welcome to Peec AI: How Peec AI collects data; UI scraping vs API access",
              "archive": null
            },
            {
              "url": "https://docs.peec.ai/api/model-channels",
              "type": "docs",
              "title": "Model channels",
              "archive": "https://web.archive.org/web/20260511080516/https://docs.peec.ai/api/model-channels"
            },
            {
              "url": "https://peec.ai/pricing",
              "type": "pricing",
              "title": "Tracking Coverage grid (API badges)",
              "archive": null
            },
            {
              "url": "https://peec.ai/changelog",
              "type": "other",
              "title": "Changelog, Aug 3, 2026",
              "archive": "https://web.archive.org/web/20260928044520/https://peec.ai/changelog"
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {},
          "couldNotVerify": [
            "How country/location is simulated for UI scraping (proxies, account state)",
            "Number of samples per prompt per day beyond 'once every 24 hours'",
            "Per-model collection method for AI Mode, AI Overviews, Naver AI and Perplexity (not named in the method docs)"
          ]
        }
      },
      "metrics": {
        "mentions": "yes",
        "citationsWithUrls": "yes",
        "shareOfVoice": "yes",
        "positionProminence": "yes",
        "sentiment": "yes",
        "accuracyHallucination": "yes",
        "promptDiscoveryOrVolume": "yes",
        "crawlerLogAnalytics": "yes",
        "aiReferralAttribution": "yes",
        "prov": {
          "sources": [
            {
              "url": "https://peec.ai/pricing",
              "type": "pricing",
              "title": "Feature grid: Discover, Measure, Report",
              "archive": null
            },
            {
              "url": "https://docs.peec.ai/understanding-chats",
              "type": "docs",
              "title": "Understanding chats",
              "archive": null
            },
            {
              "url": "https://docs.peec.ai/ai-referrals",
              "type": "docs",
              "title": "AI referrals",
              "archive": null
            },
            {
              "url": "https://peec.ai/",
              "type": "other",
              "title": "Homepage FAQ",
              "archive": "https://web.archive.org/web/20260928044504/https://peec.ai/"
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {},
          "couldNotVerify": [
            "Whether prompt volume is an absolute search-volume estimate (vendor shows only a relative 1–5 score)"
          ]
        }
      },
      "actionLayer": {
        "recommendations": "yes",
        "contentGeneration": "yes",
        "technicalAudits": "yes",
        "citationOutreach": "yes",
        "prov": {
          "sources": [
            {
              "url": "https://peec.ai/pricing",
              "type": "pricing",
              "title": "Feature grid: Act, Agent analytics, Peec agent",
              "archive": null
            },
            {
              "url": "https://docs.peec.ai/actions",
              "type": "docs",
              "title": "Actions",
              "archive": null
            },
            {
              "url": "https://docs.peec.ai/mcp/prompts",
              "type": "docs",
              "title": "MCP prompts (peec_optimize_content)",
              "archive": null
            },
            {
              "url": "https://docs.peec.ai/intro-to-peec-ai",
              "type": "docs",
              "title": "Welcome to Peec AI",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {},
          "couldNotVerify": [
            "Whether technical audits cover schema markup or llms.txt",
            "Whether content drafting is available on all plans or depends on the Agent/MCP usage budget"
          ]
        }
      },
      "dataAccess": {
        "api": "yes",
        "csvExport": "yes",
        "lookerStudio": "yes",
        "warehouseOrBigQuery": "n/a",
        "slack": "n/a",
        "emailAlerts": "n/a",
        "mcp": "yes",
        "prov": {
          "sources": [
            {
              "url": "https://peec.ai/pricing",
              "type": "pricing",
              "title": "Feature grid: Data access, Automated reporting",
              "archive": null
            },
            {
              "url": "https://peec.ai/pricing-agencies",
              "type": "pricing",
              "title": "Agency feature grid",
              "archive": "https://web.archive.org/web/20260901104217/https://peec.ai/pricing-agencies"
            },
            {
              "url": "https://docs.peec.ai/api/introduction",
              "type": "docs",
              "title": "Introduction to Peec API",
              "archive": null
            },
            {
              "url": "https://docs.peec.ai/looker/introduction",
              "type": "docs",
              "title": "Data Studio connector",
              "archive": null
            },
            {
              "url": "https://docs.peec.ai/mcp/introduction",
              "type": "docs",
              "title": "MCP Server",
              "archive": null
            },
            {
              "url": "https://peec.ai/",
              "type": "other",
              "title": "Homepage",
              "archive": "https://web.archive.org/web/20260928044504/https://peec.ai/"
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "warehouseOrBigQuery": "not published",
            "slack": "not published",
            "emailAlerts": "not published: only scheduled reports via MCP/Agent on agency plans are mentioned"
          },
          "couldNotVerify": [
            "Which plans really get API access (pricing grid: Pro and above; API docs: Enterprise only)",
            "Native email or Slack alerts",
            "Warehouse/BigQuery export"
          ]
        }
      },
      "businessFit": {
        "agencyMultiClient": "yes",
        "whiteLabel": "yes",
        "sso": "yes",
        "soc2": "n/a",
        "iso27001": "n/a",
        "gdprStatement": "yes",
        "euDataResidency": "n/a",
        "uiLanguages": null,
        "prov": {
          "sources": [
            {
              "url": "https://peec.ai/pricing-agencies",
              "type": "pricing",
              "title": "Pricing for Agencies",
              "archive": "https://web.archive.org/web/20260901104217/https://peec.ai/pricing-agencies"
            },
            {
              "url": "https://peec.ai/pricing",
              "type": "pricing",
              "title": "Pricing for Brands (SSO row)",
              "archive": null
            },
            {
              "url": "https://docs.peec.ai/sso",
              "type": "docs",
              "title": "Single sign-on (SSO)",
              "archive": null
            },
            {
              "url": "https://peec.ai/legal/privacy-policy",
              "type": "other",
              "title": "Privacy Policy",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "soc2": "not published: no security/trust page found (peec.ai/security and /trust 404)",
            "iso27001": "not published",
            "euDataResidency": "not published: privacy policy names Google Cloud via Google Ireland Ltd. but no hosting region, and mentions possible third-country transfers",
            "uiLanguages": "not published"
          },
          "couldNotVerify": [
            "SOC 2 / ISO 27001 status",
            "Hosting region of customer data (EU residency)",
            "Extent of white-labelling (logo, custom domain)",
            "UI languages of the app"
          ]
        }
      },
      "selection": {
        "roundups": 21,
        "probeAnswers": 75,
        "g2Reviews": 21,
        "g2Scope": "product listing",
        "presenceScore": 0.777,
        "passesGate": true,
        "shortlistedByRubric": true
      },
      "normalisation": {
        "plans": {
          "Agency Essential": {
            "checksPerMonth": 10000,
            "basis": "credits = answers per (30-day) month: evidence/peec-ai/fix-pricing-agencies-usd-monthly.txt FAQ '1 prompt x 1 model x 1 day = 1 credit. Running one prompt against one model for a full month costs 30 credits.' and 'They don't get spent or consumed'; card '10,000 credits'; grid 'Monthly AI answers' 9990 (sample 111 prompts x 3 models)"
          },
          "Agency Essential (15,000 credits)": {
            "checksPerMonth": 15000,
            "basis": "credits = answers per (30-day) month (same FAQ, also in evidence/peec-ai/fix-pricing-agencies-usd-credits-upper.txt); card '15,000 credits'; grid 'Monthly AI answers' 14940"
          },
          "Agency Growth": {
            "checksPerMonth": 25000,
            "basis": "credits = answers per (30-day) month (FAQ in evidence/peec-ai/fix-pricing-agencies-usd-monthly.txt); card '25,000 credits'; grid 'Monthly AI answers' 24930"
          },
          "Agency Growth (35,000 credits)": {
            "checksPerMonth": 35000,
            "basis": "credits = answers per (30-day) month (FAQ in evidence/peec-ai/fix-pricing-agencies-usd-credits-upper.txt); card '35,000 credits'; grid 'Monthly AI answers' 34920"
          },
          "Agency Scale": {
            "checksPerMonth": 65000,
            "basis": "credits = answers on daily tracking (FAQ in evidence/peec-ai/fix-pricing-agencies-usd-monthly.txt); evidence/peec-ai/docs-agency-credits.txt: weekly tracking 'uses one-third of the credits required for daily tracking', so daily gives the most answers per credit; card '65,000 credits'; grid 'Monthly AI answers' 64980"
          },
          "Agency Scale (85,000 credits)": {
            "checksPerMonth": 85000,
            "basis": "credits = answers on daily tracking (FAQ in evidence/peec-ai/fix-pricing-agencies-usd-credits-upper.txt; weekly 'uses one-third of the credits', evidence/peec-ai/docs-agency-credits.txt); card '85,000 credits'; grid 'Monthly AI answers' 84960"
          }
        }
      },
      "derived": {
        "segment": "budget",
        "entryPriceUsd": 95,
        "entryPlan": "Starter",
        "entryBasis": null,
        "plans": {
          "Starter|monthly": {
            "usd": 95,
            "checks": 4560,
            "costPer1kUsd": 20.83
          },
          "Starter|annual": {
            "usd": 80,
            "checks": 4560,
            "costPer1kUsd": 17.54
          },
          "Pro|monthly": {
            "usd": 245,
            "checks": 13680,
            "costPer1kUsd": 17.91
          },
          "Pro|annual": {
            "usd": 205,
            "checks": 13680,
            "costPer1kUsd": 14.99
          },
          "Advanced|monthly": {
            "usd": 495,
            "checks": 31920,
            "costPer1kUsd": 15.51
          },
          "Advanced|annual": {
            "usd": 420,
            "checks": 31920,
            "costPer1kUsd": 13.16
          },
          "Enterprise|monthly": {
            "usd": null,
            "checks": null,
            "costPer1kUsd": null
          },
          "Enterprise|annual": {
            "usd": null,
            "checks": null,
            "costPer1kUsd": null
          },
          "Agency Essential|monthly": {
            "usd": 245,
            "checks": 10000,
            "costPer1kUsd": 24.5
          },
          "Agency Essential|annual": {
            "usd": 205,
            "checks": 10000,
            "costPer1kUsd": 20.5
          },
          "Agency Essential (15,000 credits)|monthly": {
            "usd": 345,
            "checks": 15000,
            "costPer1kUsd": 23
          },
          "Agency Essential (15,000 credits)|annual": {
            "usd": 290,
            "checks": 15000,
            "costPer1kUsd": 19.33
          },
          "Agency Growth|monthly": {
            "usd": 495,
            "checks": 25000,
            "costPer1kUsd": 19.8
          },
          "Agency Growth|annual": {
            "usd": 420,
            "checks": 25000,
            "costPer1kUsd": 16.8
          },
          "Agency Growth (35,000 credits)|monthly": {
            "usd": 695,
            "checks": 35000,
            "costPer1kUsd": 19.86
          },
          "Agency Growth (35,000 credits)|annual": {
            "usd": 590,
            "checks": 35000,
            "costPer1kUsd": 16.86
          },
          "Agency Scale|monthly": {
            "usd": 795,
            "checks": 65000,
            "costPer1kUsd": 12.23
          },
          "Agency Scale|annual": {
            "usd": 675,
            "checks": 65000,
            "costPer1kUsd": 10.38
          },
          "Agency Scale (85,000 credits)|monthly": {
            "usd": 1195,
            "checks": 85000,
            "costPer1kUsd": 14.06
          },
          "Agency Scale (85,000 credits)|annual": {
            "usd": 1015,
            "checks": 85000,
            "costPer1kUsd": 11.94
          },
          "Agency Comprehensive|monthly": {
            "usd": null,
            "checks": null,
            "costPer1kUsd": null
          },
          "Agency Comprehensive|annual": {
            "usd": null,
            "checks": null,
            "costPer1kUsd": null
          }
        },
        "scenarios": {
          "S|monthly": {
            "status": "fits",
            "plan": "Starter",
            "costUsd": 130,
            "addOnsUsed": [
              "1 × Additional model, monthly billing (one extra model chosen from ChatGPT, AI Mode, AI Overviews, Microsoft Co-pilot, Perplexity, Gemini; the only way to get Perplexity on this plan) (35 USD per month, billed monthly)"
            ],
            "reason": null,
            "detail": "prompt units needed = 50"
          },
          "S|annual": {
            "status": "fits",
            "plan": "Starter",
            "costUsd": 110,
            "addOnsUsed": [
              "1 × Additional model, annual billing (same model list; 'Save $60') (30 USD per month, billed annually)"
            ],
            "reason": null,
            "detail": "prompt units needed = 50"
          },
          "M|monthly": {
            "status": "fits",
            "plan": "Pro",
            "costUsd": 415,
            "addOnsUsed": [
              "2 × Additional model, monthly billing (one extra model chosen from ChatGPT, AI Mode, AI Overviews, Microsoft Co-pilot, Perplexity, Gemini; the only way to get Perplexity on this plan) (85 USD per month, billed monthly)"
            ],
            "reason": null,
            "detail": "prompt units needed = 150"
          },
          "M|annual": {
            "status": "fits",
            "plan": "Pro",
            "costUsd": 345,
            "addOnsUsed": [
              "2 × Additional model, annual billing (same model list; 'Save $180') (70 USD per month, billed annually)"
            ],
            "reason": null,
            "detail": "prompt units needed = 150"
          },
          "L|monthly": {
            "status": "custom-quote",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "Published plans fall short (no Perplexity, Claude, Grok; country limits; too few prompts or credits); a sales-quoted plan exists.",
            "detail": "no published plan covers it; a sales-quoted plan exists. Published plans fall short — Starter: only 1 country/countries, no country add-on; Pro: 150 prompts < 1500 needed, no prompt pack; Advanced: 350 prompts < 1500 needed, no prompt pack; Agency Essential: not in plan: perplexity, claude, grok (no add-on for them); Agency Essential (15,000 credits): not in plan: perplexity, claude, grok (no add-on for them); Agency Growth: not in plan: perplexity, claude, grok (no add-on for them); Agency Growth (35,000 credits): not in plan: perplexity, claude, grok (no add-on for them); Agency Scale: not in plan: perplexity (no add-on for it); Agency Scale (85,000 credits): not in plan: perplexity (no add-on for it)."
          },
          "L|annual": {
            "status": "custom-quote",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "Published plans fall short (no Perplexity, Claude, Grok; country limits; too few prompts or credits); a sales-quoted plan exists.",
            "detail": "no published plan covers it; a sales-quoted plan exists. Published plans fall short — Starter: only 1 country/countries, no country add-on; Pro: 150 prompts < 1500 needed, no prompt pack; Advanced: 350 prompts < 1500 needed, no prompt pack; Agency Essential: not in plan: perplexity, claude, grok (no add-on for them); Agency Essential (15,000 credits): not in plan: perplexity, claude, grok (no add-on for them); Agency Growth: not in plan: perplexity, claude, grok (no add-on for them); Agency Growth (35,000 credits): not in plan: perplexity, claude, grok (no add-on for them); Agency Scale: not in plan: perplexity (no add-on for it); Agency Scale (85,000 credits): not in plan: perplexity (no add-on for it)."
          }
        },
        "bestRate": {
          "plan": "Agency Scale",
          "usd": 795,
          "checks": 65000,
          "costPer1kUsd": 12.23
        },
        "largestPlan": {
          "plan": "Agency Scale (85,000 credits)",
          "usd": 1195,
          "native": 1195,
          "currency": "USD",
          "prompts": null,
          "checks": 85000,
          "runFrequency": "configurable"
        }
      },
      "flags": {
        "priceEstimate": false,
        "agencyRouteEligibilityUnconfirmed": false,
        "excludeFromAggregates": false,
        "note": null
      },
      "changesSince20260531": "Brand pricing changed. The lead list quoted EUR, which the vendor still shows to European visitors: Starter is now €85/mo monthly (€70 annual), against €89; Pro €205 (€180 annual), against €199. The vendor also shows separate USD list prices to non-European visitors (Starter $95, Pro $245, Advanced $495 monthly), which this record now uses. A new Advanced tier costs $495/€425 monthly ($420/€360 annual) for 350 prompts and 5 projects. Enterprise now shows 'Custom' with no list price, against '€499+'. Model add-ons are €30/€70/€140 per month monthly (€25/€55/€115 annual), the same €30–140 range ($35/$85/$165 and $30/$70/$140 in USD). The agency entry plan is Essential at €205/mo monthly, the same as 'from €205' ($245 in USD). It is now credit-based (10,000 credits, or 15,000 at a higher price), with Growth, Scale (each with two credit levels) and custom Comprehensive. On self-serve brand plans, Perplexity is available only as a paid add-on. Claude, Grok, DeepSeek, Qwen, Mistral and Meta Spark are API-tracked models on Enterprise and Agency Scale and up. The changelog says 'API model selection is available on Scale and above' (2026-08-03). The customer claim is now 'Trusted by 3000+ brands and agencies', against 1,300+. Per the changelog, AI Shopping Analytics launched 2026-06-17 and Brand Perception became generally available on 2026-08-03, with a new Ads page. The lead list's '115+ languages' claim was not found on the pages opened today; the pricing grids show 'Languages: unlimited'."
    },
    {
      "id": "profound",
      "name": "Profound",
      "shortName": "Profound",
      "vendor": "Profound (tryprofound.com)",
      "url": "https://www.tryprofound.com/",
      "pricingUrl": "https://www.tryprofound.com/pricing",
      "docsUrl": "https://help.tryprofound.com/",
      "category": "native",
      "parentProduct": null,
      "status": "live",
      "summary": "Profound is a standalone AI-visibility and AI-marketing platform that tracks how brands appear, are cited and are described in answer engines such as ChatGPT, Google AI Overviews/AI Mode, Gemini, Perplexity, Claude and Copilot, and adds crawler analytics, prompt-volume data and content Agents. It is sold mainly as custom-priced Enterprise contracts to large brands and agencies, with a free 7-day trial and a $99/month self-serve agency plan that needs $399/month per client workspace.",
      "reviewed": true,
      "identity": {
        "hqCountry": "US",
        "ownership": "vc-backed",
        "funding": "$180M Series D at a $1.8B valuation, co-led by Sequoia Capital and Kleiner Perkins (2026-09-15, vendor press release). Earlier: $96M Series C at $1B valuation led by Lightspeed (2026-02-24; release says it brought total funding to 'more than $155 million'); $35M Series B led by Sequoia (2025-08-12; total then $58.5M); $20M Series A led by Kleiner Perkins (2025-06-18); $3.5M seed (2024-08-12). Implied total after Series D: more than $335M (sum of stated figures, not a vendor-stated total).",
        "fundingAsOf": "2026-09-15",
        "yearLaunched": 2024,
        "prov": {
          "sources": [
            {
              "url": "https://www.tryprofound.com/newsroom/profound-raises-usd180m-series-d-at-usd1-8b-valuation-to-build-the-ai-platform-for-marketing-teams",
              "type": "press",
              "title": "Profound Raises $180M Series D at $1.8B Valuation (2026-09-15, vendor newsroom / GlobeNewswire)",
              "archive": null
            },
            {
              "url": "https://www.tryprofound.com/newsroom/profound-raises-series-c-at-1b-valuation-to-lead-a-new-category-of-marketing",
              "type": "press",
              "title": "Profound Raises Series C at $1B Valuation (2026-02-24)",
              "archive": null
            },
            {
              "url": "https://www.tryprofound.com/newsroom/profound-raises-35m-series-b-as-ai-search-becomes-the-next-platform-shift",
              "type": "press",
              "title": "Profound Raises $35M Series B (2025-08-12)",
              "archive": null
            },
            {
              "url": "https://www.tryprofound.com/blog/series-a",
              "type": "blog",
              "title": "Series A announcement (2025-06-18)",
              "archive": null
            },
            {
              "url": "https://www.tryprofound.com/blog/profound-seed-round",
              "type": "blog",
              "title": "Profound closes $3.5 million seed round (2024-08-12)",
              "archive": null
            },
            {
              "url": "https://www.tryprofound.com/legal/privacy-policy",
              "type": "other",
              "title": "Privacy Policy (contact address: 5 Union Square West, 4th Floor, New York, NY 10003)",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {},
          "couldNotVerify": [
            "Vendor-stated cumulative total after the Series D (only the pre-Series-D 'more than $155 million' is stated)."
          ]
        }
      },
      "pricing": {
        "model": "custom",
        "promptUnit": "A unique tracked prompt: pricing grid lists 'Prompts tracked: 50 unique prompts'; glossary: prompts 'run once a day on each configured platform' and 'Execution: One run of a prompt against one platform.' Each Persona added to a prompt runs separately and counts toward prompt limits. On the agency tab the workspace allowance sits in a row labelled 'Responses Analyzed Per Month' whose values read '25 unique prompts' / '100 unique prompts' with 'Prompt Frequency: Daily' (label and value disagree; see pricing notes).",
        "promptUnitPerEngine": "no",
        "promptUnitPerCountry": "n/a",
        "promptUnitPerRun": "no",
        "freePlan": {
          "available": "no",
          "limits": null
        },
        "freeTrial": {
          "available": "yes",
          "days": 7,
          "cardRequired": "n/a",
          "limits": "'50 prompts run daily for 7 days' on ChatGPT, Gemini and Google AI Overviews; 1 region, 1 language; vendor-recommended prompt set that 'cannot customize'; 'Limited AI Marketer credits'; no history, no exports, no API, no SSO; unlimited seats."
        },
        "billingOptions": [
          "monthly",
          "custom"
        ],
        "annualDiscountNote": null,
        "plans": [
          {
            "name": "Agency Growth",
            "contactSales": false,
            "priceMonthly": 99,
            "priceAnnualPerMonth": null,
            "currency": "USD",
            "promptsIncluded": 0,
            "creditsIncluded": null,
            "enginesIncluded": [
              "chatgpt",
              "perplexity",
              "googleAio"
            ],
            "enginesSelectable": "n/a",
            "maxEngines": 3,
            "runFrequency": "daily",
            "brandsOrProjects": null,
            "seats": 5,
            "countries": null,
            "languages": 1,
            "addOns": [
              {
                "name": "+1 Client Workspace (full workspace for one client brand: 100 unique prompts, daily, ChatGPT/Perplexity/Google AI Overviews, 400 Agent credits/month)",
                "price": 399,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "prompts:+100"
              },
              {
                "name": "+5 Trial (pitch) Workspaces (25 unique prompts each, daily, 7 days with option to extend)",
                "price": 199,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "other"
              }
            ],
            "planSource": "https://www.tryprofound.com/pricing"
          },
          {
            "name": "Enterprise",
            "contactSales": true,
            "priceMonthly": null,
            "priceAnnualPerMonth": null,
            "currency": null,
            "promptsIncluded": null,
            "creditsIncluded": null,
            "enginesIncluded": [
              "chatgpt",
              "perplexity",
              "googleAiMode",
              "gemini",
              "copilot",
              "deepseek",
              "claude",
              "googleAio"
            ],
            "enginesSelectable": "n/a",
            "maxEngines": 9,
            "runFrequency": "daily",
            "brandsOrProjects": null,
            "seats": "unlimited",
            "countries": null,
            "languages": null,
            "addOns": [],
            "planSource": "https://www.tryprofound.com/pricing"
          },
          {
            "name": "Agency Enterprise",
            "contactSales": true,
            "priceMonthly": null,
            "priceAnnualPerMonth": null,
            "currency": null,
            "promptsIncluded": null,
            "creditsIncluded": null,
            "enginesIncluded": [
              "chatgpt",
              "perplexity",
              "googleAiMode",
              "gemini",
              "copilot",
              "deepseek",
              "claude",
              "googleAio"
            ],
            "enginesSelectable": "n/a",
            "maxEngines": null,
            "runFrequency": "daily",
            "brandsOrProjects": null,
            "seats": null,
            "countries": null,
            "languages": null,
            "addOns": [],
            "planSource": "https://www.tryprofound.com/pricing"
          }
        ],
        "prov": {
          "sources": [
            {
              "url": "https://www.tryprofound.com/pricing",
              "type": "pricing",
              "title": "Pricing - Profound (For brands tab, default)",
              "archive": null
            },
            {
              "url": "https://www.tryprofound.com/pricing",
              "type": "pricing",
              "title": "Pricing - Profound (For agencies tab, clicked) incl. comparison grid and FAQ",
              "archive": null
            },
            {
              "url": "https://help.tryprofound.com/articles/9363559589-profound-glossary",
              "type": "docs",
              "title": "Profound glossary (Prompt, Execution, Credits)",
              "archive": null
            },
            {
              "url": "https://help.tryprofound.com/articles/3588523772-personas-in-answer-engine-insights",
              "type": "docs",
              "title": "Personas in Answer Engine Insights",
              "archive": null
            },
            {
              "url": "https://help.tryprofound.com/articles/3730240593-create-manage-and-tag-prompts",
              "type": "docs",
              "title": "Create, manage, and tag prompts in Prompt Designer",
              "archive": null
            },
            {
              "url": "https://help.tryprofound.com/articles/8593548222-agency-mode-overview",
              "type": "docs",
              "title": "Agency Mode overview",
              "archive": null
            },
            {
              "url": "https://help.tryprofound.com/articles/9359511602-profound-agents-credits",
              "type": "docs",
              "title": "Agent pricing: credits",
              "archive": null
            },
            {
              "url": "https://www.tryprofound.com/features/answer-engine-insights",
              "type": "docs",
              "title": "Answer Engine Insights feature page FAQ ('How many prompts can I track?')",
              "archive": null
            },
            {
              "url": "https://web.archive.org/web/20260521044853/https://www.tryprofound.com/pricing",
              "type": "other",
              "title": "Wayback Machine snapshot of the pricing page, 2026-05-21 (historical context only: changesSince20260531 and the row-label note; not used for current prices)",
              "archive": null
            },
            {
              "url": "https://web.archive.org/web/20260831100249/https://www.tryprofound.com/pricing",
              "type": "other",
              "title": "Wayback Machine snapshot of the pricing page, 2026-08-31 (historical context only)",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "promptUnitPerCountry": "not published: Trial has 1 region; whether additional regions multiply prompt usage is not stated",
            "freePlan.limits": "not applicable: no free plan (only the time-limited 7-day Trial)",
            "freeTrial.cardRequired": "not published: sign-up page asks only for an email; card requirement not stated (sign-up not attempted)",
            "annualDiscountNote": "not published: no annual billing option shown on 2026-10-03 (archived 2026-05-21 page showed '2 months free')",
            "Agency Growth.priceAnnualPerMonth": "not published: no annual price or billing toggle on the current page",
            "Agency Growth.creditsIncluded": "not applicable: Agents credits come with each Client Workspace add-on ('400 credits per month per client workspace'); the base fee includes no client workspace and the pitch-workspace grid lists no Agents allowance",
            "Agency Growth.enginesSelectable": "not published",
            "Agency Growth.countries": "not published: agency grid has no Regions row",
            "Agency Growth.brandsOrProjects": "not applicable: 0 ongoing client workspaces in the base fee; 10 pitch workspaces/month",
            "Enterprise.priceMonthly": "contact sales: 'Custom' / 'Tailored packages'",
            "Enterprise.priceAnnualPerMonth": "contact sales: 'Custom' / 'Tailored packages'",
            "Enterprise.currency": "not applicable: no published price",
            "Enterprise.promptsIncluded": "contact sales: 'Tailored prompt tracking plan'",
            "Enterprise.creditsIncluded": "contact sales: AI Marketer credits 'Custom'",
            "Enterprise.enginesSelectable": "not published: 'Up to 9 Answer Engines tracked' / 'Capability for' implies a contract-specific subset; selection terms not stated",
            "Enterprise.brandsOrProjects": "contact sales: number of brands/workspaces not listed (tailored packages)",
            "Enterprise.countries": "contact sales: Regions 'Custom'",
            "Enterprise.languages": "contact sales: Languages 'Custom'",
            "Agency Enterprise.priceMonthly": "contact sales: 'Custom' / 'Tailored packages'",
            "Agency Enterprise.priceAnnualPerMonth": "contact sales: 'Tailored pricing terms'",
            "Agency Enterprise.currency": "not applicable: no published price",
            "Agency Enterprise.promptsIncluded": "contact sales",
            "Agency Enterprise.creditsIncluded": "contact sales: Agents credits 'Custom'",
            "Agency Enterprise.enginesSelectable": "not published",
            "Agency Enterprise.maxEngines": "contact sales: grid lists a nine-engine 'Capability for' set but gives no 'Up to N' figure for agencies",
            "Agency Enterprise.brandsOrProjects": "contact sales: 'Tailored Client and Trial Workspaces'",
            "Agency Enterprise.seats": "contact sales: Agency Seats 'Custom'",
            "Agency Enterprise.countries": "not published: agency grid has no Regions row",
            "Agency Enterprise.languages": "contact sales: Languages 'Custom'"
          },
          "couldNotVerify": [
            "Whether the agency 'Responses Analyzed Per Month' allowance (25 / 100 unique prompts) is a monthly cap or a prompt set run daily (label and values disagree).",
            "Price of a single pitch-workspace credit used to extend or reactivate a pitch workspace (only the '+5 Trial Workspaces for $199/month' pack is listed).",
            "Exact date between 2026-08-31 and 2026-10-03 when the brand Starter/Growth plans were removed from the pricing page (no later Wayback snapshot could be opened; the archive refused connections).",
            "Any Enterprise or Agency Enterprise price (sales-only; the 2026-05-31 lead list's '$2,000-5,000+/month' could not be confirmed on any public page).",
            "Whether the 'Starter' and 'Growth' self-serve brand plans still mentioned in the help center and AEI FAQ can still be bought, and at what price.",
            "Whether Agency Growth is billed monthly only or also annually, and whether it can be bought by a single brand rather than an agency.",
            "Whether a credit card is required for the 7-day Trial.",
            "Whether tracking extra regions or languages consumes additional prompt allowance.",
            "Price of additional Agent credits or prompts beyond plan allotments (Enterprise only, by quote).",
            "Whether buying Agency Growth requires an eligibility check: the Agency Mode help article says 'Agency Mode is available to agencies on supported plans. Contact your Profound account team to confirm eligibility or enable Agency Mode.', while the pricing page offers a self-serve 'Get Started' link (platform.tryprofound.com/welcome?agency=true)."
          ]
        }
      },
      "engines": {
        "status": {
          "chatgpt": {
            "status": "included",
            "surface": "ui",
            "minPlan": "Agency Growth"
          },
          "googleAio": {
            "status": "included",
            "surface": "ui",
            "minPlan": "Agency Growth"
          },
          "googleAiMode": {
            "status": "included",
            "surface": "ui",
            "minPlan": "Enterprise"
          },
          "gemini": {
            "status": "included",
            "surface": "ui",
            "minPlan": "Enterprise"
          },
          "perplexity": {
            "status": "included",
            "surface": "ui",
            "minPlan": "Agency Growth"
          },
          "claude": {
            "status": "included",
            "surface": "ui",
            "minPlan": "Enterprise"
          },
          "copilot": {
            "status": "included",
            "surface": "ui",
            "minPlan": "Enterprise"
          },
          "grok": {
            "status": "n/a",
            "surface": "ui",
            "minPlan": null
          },
          "deepseek": {
            "status": "included",
            "surface": "ui",
            "minPlan": "Enterprise"
          },
          "metaAi": {
            "status": "n/a",
            "surface": "ui",
            "minPlan": null
          }
        },
        "other": [
          {
            "name": "Exa Search",
            "status": "included"
          },
          {
            "name": "ChatGPT Shopping (product/merchant visibility)",
            "status": "included"
          }
        ],
        "settings": {
          "country": "yes",
          "language": "yes",
          "persona": "yes"
        },
        "prov": {
          "sources": [
            {
              "url": "https://www.tryprofound.com/pricing",
              "type": "pricing",
              "title": "Pricing grid: 'Answer Engines tracked' / 'Platforms tracked'",
              "archive": null
            },
            {
              "url": "https://www.tryprofound.com/features/answer-engine-insights",
              "type": "docs",
              "title": "AEI feature page FAQ: 'What models are you querying?', 'What regions can I track?'",
              "archive": null
            },
            {
              "url": "https://help.tryprofound.com/articles/3588523772-personas-in-answer-engine-insights",
              "type": "docs",
              "title": "Personas in Answer Engine Insights",
              "archive": null
            },
            {
              "url": "https://www.tryprofound.com/blog/introducing-meta-ai-support",
              "type": "blog",
              "title": "Introducing support for Meta AI (2025-07-18)",
              "archive": null
            },
            {
              "url": "https://www.tryprofound.com/blog/introducing-grok-support",
              "type": "blog",
              "title": "Introducing support for Grok (2025-07-07)",
              "archive": null
            },
            {
              "url": "https://www.tryprofound.com/blog/introducing-deepseek-support",
              "type": "blog",
              "title": "Introducing support for DeepSeek (2025-07-19)",
              "archive": null
            },
            {
              "url": "https://www.tryprofound.com/blog/introducing-claude-support",
              "type": "blog",
              "title": "Introducing support for Claude (2025-08-20)",
              "archive": null
            },
            {
              "url": "https://www.tryprofound.com/blog/google-ai-mode-support",
              "type": "blog",
              "title": "Introducing support for Google AI Mode (2025-06-15)",
              "archive": null
            },
            {
              "url": "https://www.tryprofound.com/blog/grok-4.5",
              "type": "blog",
              "title": "Introducing support for Grok 4.5 in Profound (2026-07-08; Agents/Aim)",
              "archive": null
            },
            {
              "url": "https://web.archive.org/web/20260521044853/https://www.tryprofound.com/pricing",
              "type": "other",
              "title": "Wayback Machine snapshot of the pricing page, 2026-05-21 (engine-list history only)",
              "archive": null
            },
            {
              "url": "https://web.archive.org/web/20260831100249/https://www.tryprofound.com/pricing",
              "type": "other",
              "title": "Wayback Machine snapshot of the pricing page, 2026-08-31 (engine-list history only)",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "grok": "contradictory sources: AEI FAQ lists Grok; pricing grid engine list omits it",
            "metaAi": "contradictory sources: 2025-07-18 launch post vs. absent from both current engine lists"
          },
          "couldNotVerify": [
            "Whether Grok and Meta AI can still be tracked on Enterprise today.",
            "Whether the Enterprise buyer chooses which of the up-to-9 engines are tracked and whether each engine is priced separately.",
            "Whether ChatGPT is tracked logged-out or logged-in, with or without search enabled, and which model version is used."
          ]
        }
      },
      "method": {
        "value": "ui-rendering",
        "quote": "Other tools pull AI responses from the API. We capture directly from the browser—what you see in Profound is what your customers see when they query AI.",
        "detail": "Profound states on its current Answer Engine Insights page and FAQ that it captures responses from the consumer front-end (browser) of each answer engine rather than via developer APIs, using geo-distributed servers and proxies for region-specific results. Its separate Prompt Volumes dataset (search-demand estimates, not visibility tracking) comes from licensed double opt-in consumer panels.",
        "prov": {
          "sources": [
            {
              "url": "https://www.tryprofound.com/features/answer-engine-insights",
              "type": "docs",
              "title": "Answer Engine Insights feature page ('Answers straight from the source'; FAQ 'What models are you querying?')",
              "archive": null
            },
            {
              "url": "https://www.tryprofound.com/blog/introducing-regions",
              "type": "blog",
              "title": "Introducing support for region-based prompting and analysis (2025-03-17)",
              "archive": null
            },
            {
              "url": "https://help.tryprofound.com/articles/4340126061-faq",
              "type": "docs",
              "title": "Prompt Volumes FAQ (panel data source)",
              "archive": null
            },
            {
              "url": "https://www.tryprofound.com/blog/is-once-a-day-enough",
              "type": "blog",
              "title": "Is once a day enough? (run-frequency methodology)",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {},
          "couldNotVerify": [
            "Session conditions of the browser capture (logged-in vs logged-out, account tier, model selection, search toggle) per engine."
          ]
        }
      },
      "metrics": {
        "mentions": "yes",
        "citationsWithUrls": "yes",
        "shareOfVoice": "yes",
        "positionProminence": "yes",
        "sentiment": "yes",
        "accuracyHallucination": "yes",
        "promptDiscoveryOrVolume": "yes",
        "crawlerLogAnalytics": "yes",
        "aiReferralAttribution": "yes",
        "prov": {
          "sources": [
            {
              "url": "https://help.tryprofound.com/articles/3443229936-answer-engine-insights-overview",
              "type": "docs",
              "title": "About Answer Engine Insights (Visibility score, Citations, Sentiment, FactCheck, Share of Voice, Average Position)",
              "archive": null
            },
            {
              "url": "https://help.tryprofound.com/articles/9363559589-profound-glossary",
              "type": "docs",
              "title": "Profound glossary (Citation Share/Coverage, Page, Accuracy Score)",
              "archive": null
            },
            {
              "url": "https://help.tryprofound.com/articles/4340126061-faq",
              "type": "docs",
              "title": "Prompt Volumes FAQ",
              "archive": null
            },
            {
              "url": "https://www.tryprofound.com/features/agent-analytics/crawlability",
              "type": "docs",
              "title": "AI Crawlability Tool / Agent Analytics",
              "archive": null
            },
            {
              "url": "https://www.tryprofound.com/features/agent-analytics",
              "type": "docs",
              "title": "Agent Analytics ('Attribution & Traffic Insights')",
              "archive": null
            },
            {
              "url": "https://www.tryprofound.com/pricing",
              "type": "pricing",
              "title": "Pricing grid (Agent Analytics, Prompt Volumes rows)",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {},
          "couldNotVerify": [
            "Which metrics (Sentiment, FactCheck, Shopping, query fan-outs) are included on Agency Growth vs Enterprise only — the grid does not list them per plan."
          ]
        }
      },
      "actionLayer": {
        "recommendations": "yes",
        "contentGeneration": "yes",
        "technicalAudits": "yes",
        "citationOutreach": "yes",
        "prov": {
          "sources": [
            {
              "url": "https://www.tryprofound.com/features/agents/content-optimization",
              "type": "docs",
              "title": "AEO Content Optimization (Agents)",
              "archive": null
            },
            {
              "url": "https://www.tryprofound.com/features/agents/content-creation",
              "type": "docs",
              "title": "AEO Content Creation (Agents)",
              "archive": null
            },
            {
              "url": "https://www.tryprofound.com/features/pages",
              "type": "docs",
              "title": "Pages (page scoring, recommendations, Bot View, Lighthouse page health, IndexNow)",
              "archive": null
            },
            {
              "url": "https://www.tryprofound.com/features/agent-analytics/crawlability",
              "type": "docs",
              "title": "AI Crawlability Tool",
              "archive": null
            },
            {
              "url": "https://www.tryprofound.com/integrations",
              "type": "docs",
              "title": "Integrations (Noble, PartnerStack nodes)",
              "archive": null
            },
            {
              "url": "https://www.tryprofound.com/pricing",
              "type": "pricing",
              "title": "Pricing grid (Agents, Opportunities)",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {},
          "couldNotVerify": [
            "Whether the Noble/PartnerStack citation-placement nodes carry separate third-party fees.",
            "Credit cost of typical content/optimization Agent runs (estimated per run in-app only)."
          ]
        }
      },
      "dataAccess": {
        "api": "yes",
        "csvExport": "yes",
        "lookerStudio": "n/a",
        "warehouseOrBigQuery": "n/a",
        "slack": "yes",
        "emailAlerts": "n/a",
        "mcp": "yes",
        "prov": {
          "sources": [
            {
              "url": "https://www.tryprofound.com/pricing",
              "type": "pricing",
              "title": "Pricing grid: Data (History, Exports, API) rows",
              "archive": null
            },
            {
              "url": "https://docs.tryprofound.com/rest-api/introduction",
              "type": "docs",
              "title": "REST API introduction",
              "archive": null
            },
            {
              "url": "https://docs.tryprofound.com/mcp/overview",
              "type": "docs",
              "title": "Profound MCP overview",
              "archive": null
            },
            {
              "url": "https://help.tryprofound.com/articles/7121289335-slack-integration",
              "type": "docs",
              "title": "Slack node",
              "archive": null
            },
            {
              "url": "https://help.tryprofound.com/articles/9051453436-export-prompts-and-topics",
              "type": "docs",
              "title": "Export prompts and topics",
              "archive": null
            },
            {
              "url": "https://help.tryprofound.com/articles/6324319245-about-dashboards",
              "type": "docs",
              "title": "About Dashboards (PDF export, public links)",
              "archive": null
            },
            {
              "url": "https://www.tryprofound.com/integrations",
              "type": "docs",
              "title": "Integrations directory",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "lookerStudio": "not published: only a 'Looker' (BI) integration for Agents is listed",
            "warehouseOrBigQuery": "not published",
            "emailAlerts": "not published: in-app notifications of limits are mentioned, not metric email alerts"
          },
          "couldNotVerify": [
            "Which plans include MCP access.",
            "Whether usage-limit or metric alerts can be delivered by email."
          ]
        }
      },
      "businessFit": {
        "agencyMultiClient": "yes",
        "whiteLabel": "n/a",
        "sso": "yes",
        "soc2": "yes",
        "iso27001": "n/a",
        "gdprStatement": "yes",
        "euDataResidency": "n/a",
        "uiLanguages": null,
        "prov": {
          "sources": [
            {
              "url": "https://trust.tryprofound.com/",
              "type": "other",
              "title": "Profound Trust Center (Compliance: SOC 2, HIPAA)",
              "archive": null
            },
            {
              "url": "https://www.tryprofound.com/enterprise",
              "type": "docs",
              "title": "Enterprise page (SOC 2 Type II, SSO SAML/OIDC, RBAC)",
              "archive": null
            },
            {
              "url": "https://docs.tryprofound.com/platform-config/authentication/sso-overview",
              "type": "docs",
              "title": "Enterprise SSO overview ('Available on: the Enterprise plan')",
              "archive": null
            },
            {
              "url": "https://www.tryprofound.com/legal/data-processing-agreement",
              "type": "other",
              "title": "Data Processing Agreement (last updated 2026-08-13)",
              "archive": null
            },
            {
              "url": "https://www.tryprofound.com/legal/privacy-policy",
              "type": "other",
              "title": "Privacy Policy (last updated 2026-07-14)",
              "archive": null
            },
            {
              "url": "https://help.tryprofound.com/articles/8593548222-agency-mode-overview",
              "type": "docs",
              "title": "Agency Mode overview",
              "archive": null
            },
            {
              "url": "https://www.tryprofound.com/blog/introducing-profound-s-new-app-language-selector",
              "type": "blog",
              "title": "Going global: Use Profound in your native language (2025-11-24)",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "whiteLabel": "not published",
            "iso27001": "not published: trust center compliance section lists only SOC 2 and HIPAA",
            "euDataResidency": "not published: privacy policy states services are hosted in the United States; no EU-hosting option mentioned",
            "uiLanguages": "not published: vendor says 'over 30 languages' (beta) without listing them"
          },
          "couldNotVerify": [
            "White-label or branded client reporting for agencies (public dashboard links exist, branding options not stated).",
            "Whether EU data residency can be contracted on Enterprise.",
            "The list of UI languages and whether Polish is among them."
          ]
        }
      },
      "selection": {
        "roundups": 22,
        "probeAnswers": 74,
        "g2Reviews": 1130,
        "g2Scope": "product listing",
        "presenceScore": 0.975,
        "passesGate": true,
        "shortlistedByRubric": true
      },
      "normalisation": {
        "entryPriceUsd": 498,
        "entryBasis": "Cheapest published way to track one brand on an ongoing basis: Agency Growth $99/month base (pitch workspaces only) + one Client Workspace add-on $399/month (100 unique prompts, daily, ChatGPT/Perplexity/Google AI Overviews). Brand-tab plans are Trial (free, 7 days) and Enterprise (custom). Evidence: evidence/profound/fix-pricing-agencies.txt ('+1 Client Workspaces for $399/month'), evidence/profound/pricing-dom-price-labels.txt (aria-label '$99/month + add-ons'). Whether a single brand may buy the agency plan is not stated (couldNotVerify)."
      },
      "derived": {
        "segment": "mid",
        "entryPriceUsd": 498,
        "entryPlan": "Agency Growth + 1 Client Workspace",
        "entryBasis": "Cheapest published way to track one brand on an ongoing basis: Agency Growth $99/month base (pitch workspaces only) + one Client Workspace add-on $399/month (100 unique prompts, daily, ChatGPT/Perplexity/Google AI Overviews). Brand-tab plans are Trial (free, 7 days) and Enterprise (custom). Evidence: evidence/profound/fix-pricing-agencies.txt ('+1 Client Workspaces for $399/month'), evidence/profound/pricing-dom-price-labels.txt (aria-label '$99/month + add-ons'). Whether a single brand may buy the agency plan is not stated (couldNotVerify).",
        "plans": {
          "Agency Growth|monthly": {
            "usd": 99,
            "checks": 0,
            "costPer1kUsd": null
          },
          "Enterprise|monthly": {
            "usd": null,
            "checks": null,
            "costPer1kUsd": null
          },
          "Enterprise|annual": {
            "usd": null,
            "checks": null,
            "costPer1kUsd": null
          },
          "Agency Enterprise|monthly": {
            "usd": null,
            "checks": null,
            "costPer1kUsd": null
          },
          "Agency Enterprise|annual": {
            "usd": null,
            "checks": null,
            "costPer1kUsd": null
          }
        },
        "scenarios": {
          "S|monthly": {
            "status": "fits",
            "plan": "Agency Growth",
            "costUsd": 498,
            "addOnsUsed": [
              "1 × +1 Client Workspace (full workspace for one client brand: 100 unique prompts, daily, ChatGPT/Perplexity/Google AI Overviews, 400 Agent credits/month)"
            ],
            "reason": null,
            "detail": "prompt units needed = 50"
          },
          "S|annual": {
            "status": "custom-quote",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "Sales-quoted plans only.",
            "detail": "no published plan covers it; a sales-quoted plan exists. No plan is published for annual billing."
          },
          "M|monthly": {
            "status": "custom-quote",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "Published plans fall short (no Gemini, Google AI Mode); a sales-quoted plan exists.",
            "detail": "no published plan covers it; a sales-quoted plan exists. Published plans fall short — Agency Growth: not in plan: gemini, googleAiMode (no add-on for them)."
          },
          "M|annual": {
            "status": "custom-quote",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "Sales-quoted plans only.",
            "detail": "no published plan covers it; a sales-quoted plan exists. No plan is published for annual billing."
          },
          "L|monthly": {
            "status": "custom-quote",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "Published plans fall short (no Grok); a sales-quoted plan exists.",
            "detail": "no published plan covers it; a sales-quoted plan exists. Published plans fall short — Agency Growth: engine grok not on this plan and no add-on for it."
          },
          "L|annual": {
            "status": "custom-quote",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "Sales-quoted plans only.",
            "detail": "no published plan covers it; a sales-quoted plan exists. No plan is published for annual billing."
          }
        },
        "bestRate": null,
        "largestPlan": {
          "plan": "Agency Growth + 1 Client Workspace",
          "usd": 498,
          "native": 498,
          "currency": "USD",
          "prompts": null,
          "checks": null,
          "runFrequency": "daily"
        }
      },
      "flags": {
        "priceEstimate": false,
        "agencyRouteEligibilityUnconfirmed": true,
        "excludeFromAggregates": true,
        "note": "Agency plan — brand eligibility unconfirmed. The cheapest ongoing tracking on the 2026-10-03 pricing page is the agency route (Agency Growth $99/month + one Client Workspace $399/month = $498/month); the page does not say whether a single brand may buy it, so it is excluded from aggregate statistics."
      },
      "changesSince20260531": "Current state was read on the live pages on 2026-10-03. The earlier state comes from Wayback Machine copies of the pricing page dated 2026-05-21 and 2026-08-31 (opened 2026-10-03); lead-list values are as recorded internally and cannot be checked on public pages. (1) Brand plans: the archived brand tab listed Starter $99/month (ChatGPT only, 50 prompts) and Growth $399/month (3 engines, 100 prompts, 'Try for free'), with a 'Billed yearly' / '2 months free' option. Both are still on the 2026-08-31 copy. On 2026-10-03 the tab shows only a free 7-day Trial and custom-priced Enterprise, so the change happened between 2026-08-31 and 2026-10-03. Help-center text still mentions Starter and Growth. (2) Agency pricing is unchanged in amount: Agency Growth '$99/month + add-ons', +1 Client Workspace $399/month and +5 Trial Workspaces $199/month were already on the agency tab on 2026-05-21, then with '2 months free'. No annual option is shown now. (3) Free trial: the lead list said there was none. The archived Growth card already had a 'Try for free' button. A standalone free 7-day Trial plan (50 prompts daily on ChatGPT, Gemini and Google AI Overviews) is now listed. (4) New funding: $180M Series D at a $1.8B valuation (2026-09-15), on top of the 'more than $155 million' total cited at the Series C. (5) Customer claims are now 'over 1,000 enterprise brands' / 'more than 2,500 brands', 'one third of the Fortune 100' and '16% of the Fortune 500'. The lead list had '>700 enterprise clients, >10% of Fortune 500' (internal values, not re-verifiable). (6) The pricing grid's engine 'Capability for' list changed: 10 engines including Meta AI and Grok on 2026-05-21 ('Up to 10'); 9 without Meta AI on 2026-08-31; 9 on 2026-10-03, with Grok replaced by Exa Search. (7) The product is now positioned as an 'AI marketing platform' built around an 'AI Marketer' (Aim) and credit-priced Agents."
    },
    {
      "id": "rankscale",
      "name": "Rankscale",
      "shortName": "Rankscale",
      "vendor": "Rankscale GmbH",
      "url": "https://rankscale.ai/",
      "pricingUrl": "https://rankscale.ai/pricing",
      "docsUrl": "https://rankscale.ai/docs/mcp",
      "category": "native",
      "parentProduct": null,
      "status": "live",
      "summary": "Rankscale is an AI visibility tracker from Vienna-based Rankscale GmbH. It runs user-defined prompts on a schedule across 17+ AI engines, through browser-rendered consumer interfaces and model APIs, and reports mentions, citations, position, sentiment and share of voice. It is sold on self-serve credit-based plans for SEO teams, brands and agencies, with a sales-led Custom plan for larger organisations.",
      "reviewed": false,
      "identity": {
        "hqCountry": "AT",
        "ownership": "independent",
        "funding": "No institutional (VC) funding disclosed. Founder interview (AFS-Akademie, published 2026-01-28, third-party) calls Rankscale bootstrapped and says a nearly closed VC round was abandoned for a seed round with operationally involved industry investors; amount not disclosed. The interview speaks of 2026 in the future tense, so these statements probably date from 2025. The vendor team page lists Lars Koppenhoefer as 'Investor'.",
        "fundingAsOf": "2026-01-28",
        "yearLaunched": 2025,
        "prov": {
          "sources": [
            {
              "url": "https://rankscale.ai/imprint",
              "type": "other",
              "title": "Imprint",
              "archive": null
            },
            {
              "url": "https://rankscale.ai/facts",
              "type": "other",
              "title": "Rankscale facts page",
              "archive": null
            },
            {
              "url": "https://rankscale.ai/team",
              "type": "other",
              "title": "Meet the Team",
              "archive": null
            },
            {
              "url": "https://rankscale.ai/",
              "type": "other",
              "title": "Homepage 'Our Journey' timeline",
              "archive": null
            },
            {
              "url": "https://www.afs-akademie.org/magazin/rankscale-ai/",
              "type": "press",
              "title": "AFS-Akademie: Rankscale.ai founder interview (German, 2026-01-28)",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "third-party",
          "naReasons": {},
          "couldNotVerify": [
            "Size, date and investors of the seed round mentioned in the founder interview",
            "Whether any funding was raised after January 2026",
            "Date the founder interview was given (only the publication date, 28.01.2026, is stated)"
          ]
        }
      },
      "pricing": {
        "model": "credits",
        "promptUnit": "A credit. Pricing FAQ: 'Each time Rankscale queries an AI engine on your behalf, it costs a fraction of a credit (typically 0.25 credits per engine per prompt).' GUI runs cost 0.25 credits, API runs 1 credit; the calculator shows DeepSeek 1, Claude 2, and the changelog says Muse Spark uses '4 credits per run'.",
        "promptUnitPerEngine": "yes",
        "promptUnitPerCountry": "n/a",
        "promptUnitPerRun": "yes",
        "freePlan": {
          "available": "n/a",
          "limits": null
        },
        "freeTrial": {
          "available": "yes",
          "days": 7,
          "cardRequired": "n/a",
          "limits": "Pro plan only, 'with a limited credit allowance'; 'converts to a paid Pro subscription only if you choose to continue'."
        },
        "billingOptions": [
          "monthly",
          "annual"
        ],
        "annualDiscountNote": "Yearly billing gives you a 15% discount compared to monthly billing.",
        "plans": [
          {
            "name": "Essentials",
            "contactSales": false,
            "priceMonthly": null,
            "priceAnnualPerMonth": 17,
            "currency": "USD",
            "promptsIncluded": null,
            "creditsIncluded": 120,
            "enginesIncluded": [
              "chatgpt",
              "googleAio",
              "googleAiMode",
              "gemini",
              "perplexity",
              "claude",
              "copilot",
              "grok",
              "deepseek",
              "metaAi"
            ],
            "enginesSelectable": "yes",
            "maxEngines": null,
            "runFrequency": "configurable",
            "brandsOrProjects": 2,
            "seats": null,
            "countries": "unlimited",
            "languages": null,
            "addOns": [],
            "planSource": "https://rankscale.ai/pricing"
          },
          {
            "name": "Pro",
            "contactSales": false,
            "priceMonthly": 99,
            "priceAnnualPerMonth": 84,
            "currency": "USD",
            "promptsIncluded": null,
            "creditsIncluded": 1200,
            "enginesIncluded": [
              "chatgpt",
              "googleAio",
              "googleAiMode",
              "gemini",
              "perplexity",
              "claude",
              "copilot",
              "grok",
              "deepseek",
              "metaAi"
            ],
            "enginesSelectable": "yes",
            "maxEngines": null,
            "runFrequency": "configurable",
            "brandsOrProjects": 10,
            "seats": "unlimited",
            "countries": "unlimited",
            "languages": null,
            "addOns": [],
            "planSource": "https://rankscale.ai/pricing"
          },
          {
            "name": "Pro+",
            "contactSales": false,
            "priceMonthly": 229,
            "priceAnnualPerMonth": 195,
            "currency": "USD",
            "promptsIncluded": null,
            "creditsIncluded": 3000,
            "enginesIncluded": [
              "chatgpt",
              "googleAio",
              "googleAiMode",
              "gemini",
              "perplexity",
              "claude",
              "copilot",
              "grok",
              "deepseek",
              "metaAi"
            ],
            "enginesSelectable": "yes",
            "maxEngines": null,
            "runFrequency": "configurable",
            "brandsOrProjects": 25,
            "seats": "unlimited",
            "countries": "unlimited",
            "languages": null,
            "addOns": [],
            "planSource": "https://rankscale.ai/pricing"
          },
          {
            "name": "Growth",
            "contactSales": false,
            "priceMonthly": 385,
            "priceAnnualPerMonth": 327,
            "currency": "USD",
            "promptsIncluded": null,
            "creditsIncluded": 5500,
            "enginesIncluded": [
              "chatgpt",
              "googleAio",
              "googleAiMode",
              "gemini",
              "perplexity",
              "claude",
              "copilot",
              "grok",
              "deepseek",
              "metaAi"
            ],
            "enginesSelectable": "yes",
            "maxEngines": null,
            "runFrequency": "configurable",
            "brandsOrProjects": 50,
            "seats": "unlimited",
            "countries": "unlimited",
            "languages": null,
            "addOns": [],
            "planSource": "https://rankscale.ai/pricing"
          },
          {
            "name": "Enterprise",
            "contactSales": false,
            "priceMonthly": 780,
            "priceAnnualPerMonth": 663,
            "currency": "USD",
            "promptsIncluded": null,
            "creditsIncluded": 12000,
            "enginesIncluded": [
              "chatgpt",
              "googleAio",
              "googleAiMode",
              "gemini",
              "perplexity",
              "claude",
              "copilot",
              "grok",
              "deepseek",
              "metaAi"
            ],
            "enginesSelectable": "yes",
            "maxEngines": null,
            "runFrequency": "configurable",
            "brandsOrProjects": 100,
            "seats": "unlimited",
            "countries": "unlimited",
            "languages": null,
            "addOns": [],
            "planSource": "https://rankscale.ai/pricing"
          },
          {
            "name": "Custom Plan",
            "contactSales": true,
            "priceMonthly": null,
            "priceAnnualPerMonth": null,
            "currency": null,
            "promptsIncluded": null,
            "creditsIncluded": null,
            "enginesIncluded": [
              "chatgpt",
              "googleAio",
              "googleAiMode",
              "gemini",
              "perplexity",
              "claude",
              "copilot",
              "grok",
              "deepseek",
              "metaAi"
            ],
            "enginesSelectable": "yes",
            "maxEngines": null,
            "runFrequency": "configurable",
            "brandsOrProjects": null,
            "seats": null,
            "countries": null,
            "languages": null,
            "addOns": [],
            "planSource": "https://rankscale.ai/pricing"
          }
        ],
        "prov": {
          "sources": [
            {
              "url": "https://rankscale.ai/pricing",
              "type": "pricing",
              "title": "Pricing (cards, Compare plans grid, credit calculator, FAQ, JSON-LD offers)",
              "archive": null
            },
            {
              "url": "https://rankscale.ai/",
              "type": "other",
              "title": "Homepage pricing teaser",
              "archive": null
            },
            {
              "url": "https://rankscale.ai/features/ai-rank-tracker/perplexity",
              "type": "docs",
              "title": "Perplexity tracker FAQ (GUI vs API credit cost)",
              "archive": null
            },
            {
              "url": "https://rankscale.ai/features/ai-rank-tracker",
              "type": "docs",
              "title": "AI Visibility Tracker FAQ (trial via Stripe)",
              "archive": null
            },
            {
              "url": "https://rankscale.ai/changelog",
              "type": "other",
              "title": "Changelog (credit costs, extra brand slots)",
              "archive": null
            },
            {
              "url": "https://rankscale.ai/facts",
              "type": "other",
              "title": "Facts page",
              "archive": null
            },
            {
              "url": "https://rankscale.ai/affiliate-program",
              "type": "other",
              "title": "Affiliate program (EUR example)",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "freePlan.available": "not published: the pricing page lists no free plan, only a 7-day Pro trial",
            "freeTrial.cardRequired": "not published: FAQ says the trial runs 'via Stripe' and 'If you cancel before the trial ends, you will not be charged', which implies but does not state a card requirement",
            "promptUnitPerCountry": "not published: each search term carries one region; the vendor does not say whether one prompt tracked in several regions is charged once per region",
            "Essentials.priceMonthly": "contradictory sources: pricing grid says 'Yearly only' ($20 struck through, $17/mo); homepage card says 'Essentials $20/mo' and the page JSON-LD has an 'Essentials – Monthly' offer at 20.00 USD",
            "Essentials.seats": "not published: grid shows 'Team workspaces (unlimited seats)' not included; no seat number given",
            "*.promptsIncluded": "not applicable: credit model; 'Search terms: unlimited', 'Creation unlimited · execution uses credits'",
            "*.maxEngines": "not published: plans include '17+' engines (no exact number); the credit calculator names 16 engines and Grok is not among them",
            "*.languages": "not published: grid lists only 'Regions: All'; marketing pages claim '240+ countries and all languages' without plan detail",
            "Custom Plan.priceMonthly": "contact sales",
            "Custom Plan.priceAnnualPerMonth": "contact sales",
            "Custom Plan.creditsIncluded": "contact sales: 'Individual credits'",
            "Custom Plan.brandsOrProjects": "contact sales",
            "Custom Plan.seats": "contact sales",
            "Custom Plan.countries": "contact sales",
            "*.addOns": "not published: extra brand slots and credit top-ups are sold in-app; no prices on public pages"
          },
          "couldNotVerify": [
            "Price of credit top-ups and of extra brand slots (in-app only)",
            "Whether Essentials can be bought monthly at $20 (grid says 'Yearly only'; homepage and JSON-LD show a monthly $20 offer)",
            "Whether a credit card is needed for the 7-day Pro trial, and the trial's credit allowance",
            "Whether tracking one prompt in several regions multiplies credit use",
            "Credit cost per run for Grok, AI Overviews/Copilot GUI and the Sonar/GPT-5/Gemini/Mistral API engines (calculator shows costs only for 6 engines)",
            "Exact number of engines per plan ('17+')",
            "Whether Pro+ can buy extra brand slots (plan card says yes; pricing FAQ and changelog 2026-08-26 omit Pro+)"
          ]
        }
      },
      "engines": {
        "status": {
          "chatgpt": {
            "status": "included",
            "surface": "both",
            "minPlan": "Essentials"
          },
          "googleAio": {
            "status": "included",
            "surface": "ui",
            "minPlan": "Essentials"
          },
          "googleAiMode": {
            "status": "included",
            "surface": "ui",
            "minPlan": "Essentials"
          },
          "gemini": {
            "status": "included",
            "surface": "both",
            "minPlan": "Essentials"
          },
          "perplexity": {
            "status": "included",
            "surface": "both",
            "minPlan": "Essentials"
          },
          "claude": {
            "status": "included",
            "surface": "api",
            "minPlan": "Essentials"
          },
          "copilot": {
            "status": "included",
            "surface": "ui",
            "minPlan": "Essentials"
          },
          "grok": {
            "status": "included",
            "surface": "ui",
            "minPlan": "Essentials"
          },
          "deepseek": {
            "status": "included",
            "surface": "api",
            "minPlan": "Essentials"
          },
          "metaAi": {
            "status": "included",
            "surface": "api",
            "minPlan": "Essentials"
          }
        },
        "other": [
          {
            "name": "Mistral (Mistral Large)",
            "status": "included"
          }
        ],
        "settings": {
          "country": "yes",
          "language": "n/a",
          "persona": "n/a"
        },
        "prov": {
          "sources": [
            {
              "url": "https://rankscale.ai/pricing",
              "type": "pricing",
              "title": "Pricing grid ('AI engines 17+') and credit calculator engine list",
              "archive": null
            },
            {
              "url": "https://rankscale.ai/facts",
              "type": "other",
              "title": "Facts: Supported AI architectures (as of January 2026)",
              "archive": null
            },
            {
              "url": "https://rankscale.ai/changelog",
              "type": "other",
              "title": "Changelog",
              "archive": null
            },
            {
              "url": "https://rankscale.ai/features/ai-rank-tracker",
              "type": "docs",
              "title": "AI Visibility Tracker",
              "archive": null
            },
            {
              "url": "https://rankscale.ai/features/ai-rank-tracker/meta-muse-spark",
              "type": "docs",
              "title": "Meta Muse Spark tracker",
              "archive": null
            },
            {
              "url": "https://rankscale.ai/enterprise-ai-visibility-platform",
              "type": "other",
              "title": "Enterprise AI visibility platform",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "settings.language": "not published",
            "settings.persona": "not published"
          },
          "couldNotVerify": [
            "Whether GUI runs are logged-in or logged-out sessions and how the region is simulated",
            "Grok's surface today (only the facts page, labelled 'as of January 2026', lists a GUI; no current page confirms it) and its credit cost",
            "Whether a language can be set separately from the region",
            "Whether ad analytics covers Google AI Overviews (changelog 2026-06-17 says yes; pricing grid lists only ChatGPT, AI Mode and Copilot)"
          ]
        }
      },
      "method": {
        "value": "mixed",
        "quote": "GUI executions (0.25 credits) use our automated browser interface to interact with AI search engines, while API executions (1 credit) use direct API connections for faster, more reliable results.",
        "detail": "Rankscale runs each tracked prompt per engine either through an automated browser on the consumer interface (GUI engines: ChatGPT, AI Overviews, AI Mode, Gemini, Perplexity, Copilot, Grok) or through model APIs (Claude, DeepSeek, Mistral, Muse Spark, Sonar, GPT-5, Gemini models). The buyer picks the engine per search term.",
        "prov": {
          "sources": [
            {
              "url": "https://rankscale.ai/features/ai-rank-tracker/perplexity",
              "type": "docs",
              "title": "Perplexity tracker FAQ: GUI vs API executions",
              "archive": null
            },
            {
              "url": "https://rankscale.ai/facts",
              "type": "other",
              "title": "Facts: Supported AI architectures",
              "archive": null
            },
            {
              "url": "https://rankscale.ai/features/ai-rank-tracker/meta-muse-spark",
              "type": "docs",
              "title": "Meta Muse Spark tracker",
              "archive": null
            },
            {
              "url": "https://rankscale.ai/pricing",
              "type": "pricing",
              "title": "Credit calculator (GUI engines / API engines)",
              "archive": null
            },
            {
              "url": "https://rankscale.ai/changelog",
              "type": "other",
              "title": "Changelog 2026-03-11 (live rendered AI Overview snapshots)",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {},
          "couldNotVerify": [
            "Proxy/location method and account state for GUI runs",
            "Number of samples per prompt per run"
          ]
        }
      },
      "metrics": {
        "mentions": "yes",
        "citationsWithUrls": "yes",
        "shareOfVoice": "yes",
        "positionProminence": "yes",
        "sentiment": "yes",
        "accuracyHallucination": "n/a",
        "promptDiscoveryOrVolume": "yes",
        "crawlerLogAnalytics": "n/a",
        "aiReferralAttribution": "yes",
        "prov": {
          "sources": [
            {
              "url": "https://rankscale.ai/pricing",
              "type": "pricing",
              "title": "Compare plans grid",
              "archive": null
            },
            {
              "url": "https://rankscale.ai/features/ai-rank-tracker",
              "type": "docs",
              "title": "AI Visibility Tracker",
              "archive": null
            },
            {
              "url": "https://rankscale.ai/features/ai-rank-tracker/chatgpt",
              "type": "docs",
              "title": "ChatGPT tracker",
              "archive": null
            },
            {
              "url": "https://rankscale.ai/features/prompt-research",
              "type": "docs",
              "title": "Prompt Research",
              "archive": null
            },
            {
              "url": "https://rankscale.ai/integrations/google-looker-studio",
              "type": "docs",
              "title": "Data Studio connector (metric list)",
              "archive": null
            },
            {
              "url": "https://rankscale.ai/changelog",
              "type": "other",
              "title": "Changelog",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "accuracyHallucination": "not published",
            "crawlerLogAnalytics": "not published: vendor says its GA4/GSC integration is not AI-bot crawler monitoring; no crawler-log feature found"
          },
          "couldNotVerify": [
            "Whether any accuracy or fact-check feature exists",
            "Whether AI referral attribution is out of beta and on which plans"
          ]
        }
      },
      "actionLayer": {
        "recommendations": "yes",
        "contentGeneration": "no",
        "technicalAudits": "yes",
        "citationOutreach": "n/a",
        "prov": {
          "sources": [
            {
              "url": "https://rankscale.ai/pricing",
              "type": "pricing",
              "title": "Compare plans grid: Rankscale Scout recommendations, page audits",
              "archive": null
            },
            {
              "url": "https://rankscale.ai/resources/glossary/rankscale-scout",
              "type": "docs",
              "title": "Rankscale Scout glossary",
              "archive": null
            },
            {
              "url": "https://rankscale.ai/features/page-audit",
              "type": "docs",
              "title": "Page Audit",
              "archive": null
            },
            {
              "url": "https://rankscale.ai/facts",
              "type": "other",
              "title": "Facts: What Rankscale is not",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "citationOutreach": "not published"
          },
          "couldNotVerify": [
            "Whether the page audit checks llms.txt"
          ]
        }
      },
      "dataAccess": {
        "api": "yes",
        "csvExport": "yes",
        "lookerStudio": "yes",
        "warehouseOrBigQuery": "n/a",
        "slack": "n/a",
        "emailAlerts": "yes",
        "mcp": "yes",
        "prov": {
          "sources": [
            {
              "url": "https://rankscale.ai/pricing",
              "type": "pricing",
              "title": "Compare plans grid: Collaboration & exports",
              "archive": null
            },
            {
              "url": "https://rankscale.ai/api",
              "type": "docs",
              "title": "API overview",
              "archive": null
            },
            {
              "url": "https://rankscale.ai/integrations/google-looker-studio",
              "type": "docs",
              "title": "Google Data Studio Connector",
              "archive": null
            },
            {
              "url": "https://rankscale.ai/docs/mcp",
              "type": "docs",
              "title": "Rankscale MCP server docs",
              "archive": null
            },
            {
              "url": "https://rankscale.ai/features/ai-rank-tracker/perplexity",
              "type": "docs",
              "title": "Perplexity tracker FAQ (email notifications)",
              "archive": null
            },
            {
              "url": "https://rankscale.ai/changelog",
              "type": "other",
              "title": "Changelog",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "warehouseOrBigQuery": "not published",
            "slack": "not published: Slack appears only as a support channel, not as an alert/data integration"
          },
          "couldNotVerify": [
            "Public API reference, rate limits and data coverage",
            "Warehouse/BigQuery export",
            "Slack alert integration"
          ]
        }
      },
      "businessFit": {
        "agencyMultiClient": "yes",
        "whiteLabel": "yes",
        "sso": "yes",
        "soc2": "n/a",
        "iso27001": "n/a",
        "gdprStatement": "yes",
        "euDataResidency": "no",
        "uiLanguages": null,
        "prov": {
          "sources": [
            {
              "url": "https://rankscale.ai/pricing",
              "type": "pricing",
              "title": "Compare plans grid and Custom Plan",
              "archive": null
            },
            {
              "url": "https://rankscale.ai/changelog",
              "type": "other",
              "title": "Changelog (SSO, white-label logo, agency tools)",
              "archive": null
            },
            {
              "url": "https://rankscale.ai/privacy",
              "type": "other",
              "title": "Privacy Policy (last updated 21.09.2026)",
              "archive": null
            },
            {
              "url": "https://rankscale.ai/enterprise-ai-visibility-platform",
              "type": "other",
              "title": "Enterprise AI visibility platform",
              "archive": null
            },
            {
              "url": "https://rankscale.ai/security",
              "type": "other",
              "title": "/security (404)",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "soc2": "not published: privacy policy cites only Google Cloud's SOC 2; no Rankscale attestation or trust page (/security, /trust 404)",
            "iso27001": "not published: only Google Cloud's ISO 27001 is cited",
            "uiLanguages": "not published"
          },
          "couldNotVerify": [
            "Rankscale's own SOC 2 / ISO 27001 status",
            "SSO protocol and which plans get it (pricing lists it under Custom)",
            "Whether an EU hosting region is available on Custom plans",
            "UI languages"
          ]
        }
      },
      "selection": {
        "roundups": 8,
        "probeAnswers": 17,
        "g2Reviews": 2,
        "g2Scope": "product listing",
        "presenceScore": 0.244,
        "passesGate": true,
        "shortlistedByRubric": false
      },
      "normalisation": {
        "maxFrequency": "daily",
        "creditsPerCheck": 0.25
      },
      "derived": {
        "segment": "budget",
        "entryPriceUsd": 99,
        "entryPlan": "Pro",
        "entryBasis": null,
        "plans": {
          "Essentials|annual": {
            "usd": 17,
            "checks": 480,
            "costPer1kUsd": 35.42
          },
          "Pro|monthly": {
            "usd": 99,
            "checks": 4800,
            "costPer1kUsd": 20.63
          },
          "Pro|annual": {
            "usd": 84,
            "checks": 4800,
            "costPer1kUsd": 17.5
          },
          "Pro+|monthly": {
            "usd": 229,
            "checks": 12000,
            "costPer1kUsd": 19.08
          },
          "Pro+|annual": {
            "usd": 195,
            "checks": 12000,
            "costPer1kUsd": 16.25
          },
          "Growth|monthly": {
            "usd": 385,
            "checks": 22000,
            "costPer1kUsd": 17.5
          },
          "Growth|annual": {
            "usd": 327,
            "checks": 22000,
            "costPer1kUsd": 14.86
          },
          "Enterprise|monthly": {
            "usd": 780,
            "checks": 48000,
            "costPer1kUsd": 16.25
          },
          "Enterprise|annual": {
            "usd": 663,
            "checks": 48000,
            "costPer1kUsd": 13.81
          },
          "Custom Plan|monthly": {
            "usd": null,
            "checks": null,
            "costPer1kUsd": null
          },
          "Custom Plan|annual": {
            "usd": null,
            "checks": null,
            "costPer1kUsd": null
          }
        },
        "scenarios": {
          "S|monthly": {
            "status": "fits",
            "plan": "Pro",
            "costUsd": 99,
            "addOnsUsed": [],
            "reason": null,
            "detail": "credits needed ≈ 164"
          },
          "S|annual": {
            "status": "fits",
            "plan": "Pro",
            "costUsd": 84,
            "addOnsUsed": [],
            "reason": null,
            "detail": "credits needed ≈ 164"
          },
          "M|monthly": {
            "status": "fits",
            "plan": "Enterprise",
            "costUsd": 780,
            "addOnsUsed": [],
            "reason": null,
            "detail": "credits needed ≈ 5700"
          },
          "M|annual": {
            "status": "fits",
            "plan": "Enterprise",
            "costUsd": 663,
            "addOnsUsed": [],
            "reason": null,
            "detail": "credits needed ≈ 5700"
          },
          "L|monthly": {
            "status": "custom-quote",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "Published plans fall short (too few prompts or credits); a sales-quoted plan exists.",
            "detail": "no published plan covers it; a sales-quoted plan exists. Published plans fall short — Pro: 1200 credits < needed, no credit pack; Pro+: 3000 credits < needed, no credit pack; Growth: 5500 credits < needed, no credit pack; Enterprise: 12000 credits < needed, no credit pack."
          },
          "L|annual": {
            "status": "custom-quote",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "Published plans fall short (too few prompts or credits); a sales-quoted plan exists.",
            "detail": "no published plan covers it; a sales-quoted plan exists. Published plans fall short — Essentials: 120 credits < needed, no credit pack; Pro: 1200 credits < needed, no credit pack; Pro+: 3000 credits < needed, no credit pack; Growth: 5500 credits < needed, no credit pack; Enterprise: 12000 credits < needed, no credit pack."
          }
        },
        "bestRate": {
          "plan": "Enterprise",
          "usd": 780,
          "checks": 48000,
          "costPer1kUsd": 16.25
        },
        "largestPlan": {
          "plan": "Enterprise",
          "usd": 780,
          "native": 780,
          "currency": "USD",
          "prompts": null,
          "checks": 48000,
          "runFrequency": "configurable"
        }
      },
      "flags": {
        "priceEstimate": false,
        "agencyRouteEligibilityUnconfirmed": false,
        "excludeFromAggregates": false,
        "note": null
      },
      "changesSince20260531": "Entry pricing changed. Essentials now appears only in the comparison grid, as 'Yearly only' at $17/mo ($20 struck through; $204/yr in JSON-LD), against '$20/mc' in the lead list. The homepage still says 'Essentials $20/mo'. Pro is still $99/mo ($84/mo annual). The ladder now also lists Pro+ $229, Growth (agency) $385 and Enterprise $780 per month, 15% off annually, plus a sales-led Custom plan. Feature gating found today: REST API from Pro+, white-label dashboard links only on Growth and Enterprise, unlimited seats from Pro (not on Essentials), Data Studio connector from Pro. The free trial is 7 days on Pro. The vendor timeline says the team reached 13 in August 2026, against '2 osoby' in the lead list. Changelog additions after 2026-05-31: MCP server (2026-06-11), ad tracking (2026-06-17), enterprise SSO (2026-07-01), Query Fanout insights (2026-09-03), Meta Muse Spark engine (2026-09-27) and Local Results for AI map listings (2026-10-01). The '17+ engines' claim is unchanged."
    },
    {
      "id": "scrunch",
      "name": "Scrunch",
      "shortName": "Scrunch",
      "vendor": "Scrunch (scrunch.com), a Sitecore company; legal entity Sitecore USA, Inc. (dba Scrunch AI)",
      "url": "https://scrunch.com/",
      "pricingUrl": "https://scrunch.com/pricing/",
      "docsUrl": "https://helpcenter.scrunchai.com/en/",
      "category": "native",
      "parentProduct": null,
      "status": "live",
      "summary": "Scrunch, now a Sitecore company that still runs as a standalone product, tracks brand mentions, citations, position and sentiment across up to nine AI platforms. It also has an optimization layer: site audits, content recommendations and generation, AI-bot traffic logs, and AXP/Agent Pages delivery of AI-optimized pages. It is sold self-serve to in-house teams ($250/mo) and agencies ($500/mo), with sales-led Enterprise tiers that unlock the full engine list, API and SAML SSO.",
      "reviewed": true,
      "identity": {
        "hqCountry": "US",
        "ownership": "subsidiary-of:Sitecore",
        "funding": "$26M total raised before acquisition: $4M led by Mayfield (2024, at exit from stealth; the vendor does not name the round) and a $15M Series A led by Decibel (July 2025). Further investment from GTM Capital and others brought the total to $26M. Acquired by Sitecore, announced 2026-06-03; no deal value published. Sources: vendor About page and funding FAQ; acquisition date from Sitecore's press release.",
        "fundingAsOf": "2026-10-03",
        "yearLaunched": 2024,
        "prov": {
          "sources": [
            {
              "url": "https://scrunch.com/about/",
              "type": "other",
              "title": "About Scrunch (timeline 2023-2026)",
              "archive": null
            },
            {
              "url": "https://scrunch.com/faqs/how-much-funding-has-scrunch-raised",
              "type": "docs",
              "title": "How much funding has Scrunch raised?",
              "archive": null
            },
            {
              "url": "https://scrunch.com/blog/ai-search-q2-2026",
              "type": "blog",
              "title": "AI search digest Q2 2026",
              "archive": null
            },
            {
              "url": "https://scrunch.com/terms/",
              "type": "other",
              "title": "Terms of service",
              "archive": null
            },
            {
              "url": "https://scrunch.com/privacy/",
              "type": "other",
              "title": "Privacy policy",
              "archive": null
            },
            {
              "url": "https://www.sitecore.com/company/newsroom/press-releases/2026/06/sitecore-acquires-scrunch-to-help-brands-influence-discovery--and-buying-decisions",
              "type": "press",
              "title": "Sitecore press release: Sitecore acquires Scrunch (2026-06-03)",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {},
          "couldNotVerify": [
            "Deal value and terms of the Sitecore acquisition (not disclosed in the Sitecore press release or on vendor pages)",
            "Funding amounts and the label of the 2024 $4M round were not cross-checked against independent press or filings (vendor-site figures only; web search was unavailable during the 2026-10-03 verification)"
          ]
        }
      },
      "pricing": {
        "model": "per-prompt",
        "promptUnit": "Plans meter 'unique prompts' (Core 125). A prompt is 'a question or query that people might ask AI platforms'. There is a separate cap, '5,000 responses / month' (Core); one response = one AI platform's answer to one prompt variant on one collection run.",
        "promptUnitPerEngine": "yes",
        "promptUnitPerCountry": "yes",
        "promptUnitPerRun": "no",
        "freePlan": {
          "available": "no",
          "limits": "No free plan. The pricing FAQ lists only paid tiers ('two pricing tiers for brands: Core ($250 per month) and Enterprise (custom pricing)'). A free one-off 'AI visibility audit' tool ('See results in 30 seconds / No credit card required') is offered, but it is not a monitoring plan."
        },
        "freeTrial": {
          "available": "yes",
          "days": 7,
          "cardRequired": "yes",
          "limits": "Covers the Core plan only (or Agency Core on the agency tab): 125 unique prompts, one brand ('Create Brand' disabled), and ChatGPT, Perplexity, Google AI Overviews and Copilot. FAQ: 'Users will automatically be upgraded to a paid subscription after the end of the trial unless they cancel.'"
        },
        "billingOptions": [
          "monthly",
          "annual"
        ],
        "annualDiscountNote": "Annual agreements paid upfront receive a discount equivalent to two months free. (Pricing FAQ: 'We offer annual discounts for Enterprise clients.')",
        "plans": [
          {
            "name": "Core",
            "contactSales": false,
            "priceMonthly": 250,
            "priceAnnualPerMonth": 250,
            "currency": "USD",
            "promptsIncluded": 125,
            "creditsIncluded": null,
            "enginesIncluded": [
              "chatgpt",
              "perplexity",
              "googleAio",
              "copilot"
            ],
            "enginesSelectable": "no",
            "maxEngines": 4,
            "runFrequency": "weekly",
            "brandsOrProjects": 1,
            "seats": 5,
            "countries": 1,
            "languages": 1,
            "addOns": [
              {
                "name": "Additional user licence",
                "price": 25,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "seats:+1"
              },
              {
                "name": "Additional 5 user licences",
                "price": 75,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "seats:+5"
              }
            ],
            "planSource": "https://scrunch.com/pricing/"
          },
          {
            "name": "Enterprise",
            "contactSales": true,
            "priceMonthly": null,
            "priceAnnualPerMonth": null,
            "currency": null,
            "promptsIncluded": null,
            "creditsIncluded": null,
            "enginesIncluded": [
              "chatgpt",
              "claude",
              "perplexity",
              "gemini",
              "metaAi",
              "googleAiMode",
              "googleAio",
              "copilot",
              "grok"
            ],
            "enginesSelectable": "n/a",
            "maxEngines": 9,
            "runFrequency": "n/a",
            "brandsOrProjects": null,
            "seats": null,
            "countries": "unlimited",
            "languages": null,
            "addOns": [],
            "planSource": "https://scrunch.com/pricing/"
          },
          {
            "name": "Agency Core",
            "contactSales": false,
            "priceMonthly": 500,
            "priceAnnualPerMonth": null,
            "currency": "USD",
            "promptsIncluded": 250,
            "creditsIncluded": null,
            "enginesIncluded": [
              "chatgpt",
              "perplexity",
              "googleAio",
              "copilot"
            ],
            "enginesSelectable": "no",
            "maxEngines": 4,
            "runFrequency": "weekly",
            "brandsOrProjects": 3,
            "seats": "unlimited",
            "countries": 1,
            "languages": 1,
            "addOns": [],
            "planSource": "https://scrunch.com/pricing/"
          },
          {
            "name": "Agency Enterprise",
            "contactSales": true,
            "priceMonthly": null,
            "priceAnnualPerMonth": null,
            "currency": null,
            "promptsIncluded": null,
            "creditsIncluded": null,
            "enginesIncluded": [
              "chatgpt",
              "claude",
              "perplexity",
              "gemini",
              "metaAi",
              "googleAiMode",
              "googleAio",
              "copilot",
              "grok"
            ],
            "enginesSelectable": "n/a",
            "maxEngines": 9,
            "runFrequency": "n/a",
            "brandsOrProjects": null,
            "seats": null,
            "countries": "unlimited",
            "languages": null,
            "addOns": [],
            "planSource": "https://scrunch.com/pricing/"
          }
        ],
        "prov": {
          "sources": [
            {
              "url": "https://scrunch.com/pricing/",
              "type": "pricing",
              "title": "Scrunch | Pricing (For brands / For agencies tabs, comparison grid, FAQ)",
              "archive": null
            },
            {
              "url": "https://scrunch.com/faqs/what-is-the-pricing-for-scrunch-plans",
              "type": "docs",
              "title": "What is the pricing for Scrunch plans?",
              "archive": null
            },
            {
              "url": "https://scrunch.com/faqs/what-features-are-included-in-scrunchs-free-trial",
              "type": "docs",
              "title": "What features are included in Scrunch's free trial?",
              "archive": null
            },
            {
              "url": "https://scrunch.com/faqs/does-scrunch-pay-agencies-commissions-on-customer-referrals",
              "type": "docs",
              "title": "Agency referral commissions (Core billed annually example)",
              "archive": null
            },
            {
              "url": "https://helpcenter.scrunchai.com/en/articles/11635909-the-unabridged-scrunch-ai-glossary",
              "type": "docs",
              "title": "The Unabridged Scrunch AI Glossary",
              "archive": null
            },
            {
              "url": "https://helpcenter.scrunchai.com/en/articles/11943981-how-to-add-prompts-in-scrunch",
              "type": "docs",
              "title": "How to Add Prompts in Scrunch",
              "archive": null
            },
            {
              "url": "https://helpcenter.scrunchai.com/en/articles/16240586-understanding-prompt-templates-in-scrunch",
              "type": "docs",
              "title": "Understanding Prompt Templates in Scrunch",
              "archive": null
            },
            {
              "url": "https://helpcenter.scrunchai.com/en/articles/16220604-countries-supported-in-scrunch",
              "type": "docs",
              "title": "Countries Supported in Scrunch",
              "archive": null
            },
            {
              "url": "https://helpcenter.scrunchai.com/en/articles/13563748-data-faqs",
              "type": "docs",
              "title": "Data FAQs (refresh cadence)",
              "archive": null
            },
            {
              "url": "https://helpcenter.scrunchai.com/en/articles/12834147-scrunch-free-trials-what-are-the-limitations-and-options-for-managing-brands",
              "type": "docs",
              "title": "Free trial limitations",
              "archive": null
            },
            {
              "url": "https://helpcenter.scrunchai.com/en/articles/11691389-scrunch-ai-billing-subscription-everything-you-need-to-know",
              "type": "docs",
              "title": "Billing & Subscription",
              "archive": null
            },
            {
              "url": "https://helpcenter.scrunchai.com/en/articles/12872036-scrunch-prompt-strategy-guide",
              "type": "docs",
              "title": "Scrunch Prompt Strategy Guide (prompt variants count per platform)",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "Agency Core.priceAnnualPerMonth": "not published",
            "Enterprise.priceMonthly": "contact sales",
            "Enterprise.priceAnnualPerMonth": "contact sales",
            "Enterprise.promptsIncluded": "contact sales: 'Custom # of unique prompts'",
            "Enterprise.seats": "contact sales: 'Custom # of user licenses'",
            "Enterprise.brandsOrProjects": "contact sales: 'Custom # of brand workspaces'",
            "Enterprise.languages": "contact sales: grid shows 'Custom'",
            "Agency Enterprise.priceMonthly": "contact sales",
            "Agency Enterprise.priceAnnualPerMonth": "contact sales",
            "Agency Enterprise.promptsIncluded": "contact sales",
            "Agency Enterprise.seats": "contact sales",
            "Agency Enterprise.brandsOrProjects": "contact sales",
            "Agency Enterprise.languages": "contact sales",
            "Enterprise.runFrequency": "contact sales: prompts and responses are custom; the help-center default cadence (daily for 14 days, then every 72 hours) is encoded only on the self-serve plans",
            "Agency Enterprise.runFrequency": "contact sales: prompts and responses are custom; the help-center default cadence (daily for 14 days, then every 72 hours) is encoded only on the self-serve plans"
          },
          "couldNotVerify": [
            "Whether the 125/250 'unique prompts' allowance really counts once per platform. The record follows three billing-specific help articles that say it does. The glossary's 'Prompts' entry ('still counts once toward your unique prompt total') and the 'unique prompts' label on the pricing page read the other way, and the vendor has not reconciled them.",
            "Whether Agency Core can be billed annually and at what price",
            "Whether the engines missing from Core (Claude, Gemini, Meta AI, Google AI Mode, Grok) can be bought as add-ons without moving to Enterprise",
            "Prices for extra prompts or responses on self-serve plans (FAQ only says the team will suggest a plan change)",
            "Whether the seat add-ons ($25/user, $75/5 seats) also apply to Agency Core (it already has unlimited licences)",
            "Any Enterprise price band or minimum contract",
            "Why the pricing page served to AI user agents (Starter $300/mo, Growth $500/mo, no-card trial, 17% annual discount) differs from the page shown to people; the record follows the human page"
          ]
        }
      },
      "engines": {
        "status": {
          "chatgpt": {
            "status": "included",
            "surface": "unknown",
            "minPlan": "Core"
          },
          "googleAio": {
            "status": "included",
            "surface": "unknown",
            "minPlan": "Core"
          },
          "googleAiMode": {
            "status": "included",
            "surface": "unknown",
            "minPlan": "Enterprise"
          },
          "gemini": {
            "status": "included",
            "surface": "unknown",
            "minPlan": "Enterprise"
          },
          "perplexity": {
            "status": "included",
            "surface": "unknown",
            "minPlan": "Core"
          },
          "claude": {
            "status": "included",
            "surface": "unknown",
            "minPlan": "Enterprise"
          },
          "copilot": {
            "status": "included",
            "surface": "unknown",
            "minPlan": "Core"
          },
          "grok": {
            "status": "included",
            "surface": "unknown",
            "minPlan": "Enterprise"
          },
          "deepseek": {
            "status": "no",
            "surface": "unknown",
            "minPlan": null
          },
          "metaAi": {
            "status": "included",
            "surface": "unknown",
            "minPlan": "Enterprise"
          }
        },
        "other": [],
        "settings": {
          "country": "yes",
          "language": "yes",
          "persona": "yes"
        },
        "prov": {
          "sources": [
            {
              "url": "https://scrunch.com/pricing/",
              "type": "pricing",
              "title": "Scrunch | Pricing ('LLMs Supported' row)",
              "archive": null
            },
            {
              "url": "https://scrunch.com/faqs/which-ai-platforms-and-llms-can-scrunch-track-and-monitor",
              "type": "docs",
              "title": "Which AI platforms and LLMs can Scrunch track and monitor?",
              "archive": null
            },
            {
              "url": "https://helpcenter.scrunchai.com/en/articles/15863866-what-platforms-does-scrunch-monitor",
              "type": "docs",
              "title": "What platforms does Scrunch monitor?",
              "archive": null
            },
            {
              "url": "https://scrunch.com/faqs/does-scrunch-support-international-prompt-tracking-and-multiple-languages",
              "type": "docs",
              "title": "International prompt tracking and languages",
              "archive": null
            },
            {
              "url": "https://helpcenter.scrunchai.com/en/articles/16220604-countries-supported-in-scrunch",
              "type": "docs",
              "title": "Countries Supported in Scrunch",
              "archive": null
            },
            {
              "url": "https://scrunch.com/faqs/how-do-i-create-and-use-customer-personas-in-scrunch",
              "type": "docs",
              "title": "Customer personas",
              "archive": null
            },
            {
              "url": "https://helpcenter.scrunchai.com/en/articles/12845826-understanding-the-optimizer-in-scrunch",
              "type": "docs",
              "title": "Understanding the Optimizer",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {},
          "couldNotVerify": [
            "Per-engine collection surface (consumer UI vs API) for any of the nine platforms",
            "Whether ChatGPT is tracked logged-out, with search on, or on a specific model",
            "Whether Core buyers can add any Enterprise-only engine as a paid add-on"
          ]
        }
      },
      "method": {
        "value": "mixed",
        "quote": "Scrunch uses multiple methodologies to collect data from AI platforms like ChatGPT, Perplexity, Gemini, Claude, and others, including browser automation and official platform APIs.",
        "detail": "The vendor says it uses 'the appropriate methodology for each AI platform': browser automation that 'replicate[s] what a clean, logged out user would see' plus official platform APIs. That makes it mixed, but which engines use which method is not disclosed. Topic-level AI search volume comes separately from 'a large-scale panel dataset' from third-party providers.",
        "prov": {
          "sources": [
            {
              "url": "https://scrunch.com/faqs/what-methods-does-scrunch-use-to-collect-data-from-ai-platforms",
              "type": "docs",
              "title": "What methods does Scrunch use to collect data from AI platforms?",
              "archive": null
            },
            {
              "url": "https://helpcenter.scrunchai.com/en/articles/12947524-languages-in-scrunch",
              "type": "docs",
              "title": "Languages in Scrunch",
              "archive": null
            },
            {
              "url": "https://scrunch.com/faqs/does-scrunch-use-ai-in-its-platform",
              "type": "docs",
              "title": "Does Scrunch use AI in its platform?",
              "archive": null
            },
            {
              "url": "https://scrunch.com/faqs/does-scrunch-collect-personal-information-from-people-using-ai-platforms-like-chatgpt",
              "type": "docs",
              "title": "Does Scrunch collect personal information...?",
              "archive": null
            },
            {
              "url": "https://scrunch.com/faqs/how-does-scrunch-estimate-ai-search-volume-metrics",
              "type": "docs",
              "title": "How does Scrunch estimate AI search volume metrics?",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {},
          "couldNotVerify": [
            "Which platforms use browser automation and which use official APIs",
            "Whether answers come from logged-out sessions for every platform, or which model or version is queried"
          ]
        }
      },
      "metrics": {
        "mentions": "yes",
        "citationsWithUrls": "yes",
        "shareOfVoice": "yes",
        "positionProminence": "yes",
        "sentiment": "yes",
        "accuracyHallucination": "yes",
        "promptDiscoveryOrVolume": "yes",
        "crawlerLogAnalytics": "yes",
        "aiReferralAttribution": "yes",
        "prov": {
          "sources": [
            {
              "url": "https://scrunch.com/pricing/",
              "type": "pricing",
              "title": "Scrunch | Pricing (comparison grid)",
              "archive": null
            },
            {
              "url": "https://scrunch.com/faqs/can-scrunch-show-what-sources-are-being-cited-by-ai-models-in-their-responses",
              "type": "docs",
              "title": "Citations",
              "archive": null
            },
            {
              "url": "https://scrunch.com/faqs/how-does-scrunch-measure-ai-share-of-voice",
              "type": "docs",
              "title": "AI share of voice",
              "archive": null
            },
            {
              "url": "https://scrunch.com/faqs/does-scrunch-track-placement-in-ai-responses",
              "type": "docs",
              "title": "Placement in AI responses",
              "archive": null
            },
            {
              "url": "https://scrunch.com/faqs/does-scrunch-track-sentiment-about-my-brand-in-ai-responses",
              "type": "docs",
              "title": "Sentiment",
              "archive": null
            },
            {
              "url": "https://helpcenter.scrunchai.com/en/articles/15459991-knowledge-studio",
              "type": "docs",
              "title": "Knowledge Studio (Fact Check Agent)",
              "archive": null
            },
            {
              "url": "https://scrunch.com/faqs/how-does-scrunch-estimate-ai-search-volume-metrics",
              "type": "docs",
              "title": "AI search volume",
              "archive": null
            },
            {
              "url": "https://scrunch.com/faqs/how-does-scrunch-detect-ai-bot-traffic-visiting-my-site",
              "type": "docs",
              "title": "AI bot traffic detection",
              "archive": null
            },
            {
              "url": "https://scrunch.com/faqs/does-scrunch-track-ai-referral-traffic-to-my-website",
              "type": "docs",
              "title": "AI referral traffic",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {},
          "couldNotVerify": [
            "Whether AI Referrals (GA4/Adobe) is available on Core (it is not a row in the pricing grid)",
            "Whether the Knowledge Studio hallucination/fact-check feature will reach non-Enterprise plans"
          ]
        }
      },
      "actionLayer": {
        "recommendations": "yes",
        "contentGeneration": "yes",
        "technicalAudits": "yes",
        "citationOutreach": "n/a",
        "prov": {
          "sources": [
            {
              "url": "https://scrunch.com/pricing/",
              "type": "pricing",
              "title": "Scrunch | Pricing (Analyze / Optimize rows)",
              "archive": null
            },
            {
              "url": "https://helpcenter.scrunchai.com/en/articles/15879296-understanding-the-signals-tab",
              "type": "docs",
              "title": "Understanding the Signals Tab",
              "archive": null
            },
            {
              "url": "https://helpcenter.scrunchai.com/en/articles/11833527-understanding-the-site-audit-tool-in-scrunch",
              "type": "docs",
              "title": "Site Audit tool",
              "archive": null
            },
            {
              "url": "https://scrunch.com/faqs/how-does-scrunch-help-improve-brand-visibility-across-ai-platforms",
              "type": "docs",
              "title": "How does Scrunch help improve brand visibility?",
              "archive": null
            },
            {
              "url": "https://scrunch.com/faqs/how-do-i-get-my-brand-mentioned-by-external-sources-that-ai-platforms-cite",
              "type": "docs",
              "title": "Getting mentioned by external sources",
              "archive": null
            },
            {
              "url": "https://helpcenter.scrunchai.com/en/articles/13656392-agent-experience-platform-axp",
              "type": "docs",
              "title": "Agent Experience Platform (AXP)",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "citationOutreach": "not published: vendor ranks citation sources but refers outreach to third-party tools (Noble, Stacker); no in-product outreach described"
          },
          "couldNotVerify": [
            "Whether the site audit checks Schema.org markup or llms.txt",
            "What 'Basic' vs 'Advanced' content generation includes in practice"
          ]
        }
      },
      "dataAccess": {
        "api": "yes",
        "csvExport": "yes",
        "lookerStudio": "yes",
        "warehouseOrBigQuery": "n/a",
        "slack": "n/a",
        "emailAlerts": "n/a",
        "mcp": "yes",
        "prov": {
          "sources": [
            {
              "url": "https://scrunch.com/pricing/",
              "type": "pricing",
              "title": "Scrunch | Pricing (Data Integrations rows)",
              "archive": null
            },
            {
              "url": "https://developers.scrunch.com/",
              "type": "docs",
              "title": "Scrunch API Docs",
              "archive": null
            },
            {
              "url": "https://scrunch.com/faqs/what-apis-does-scrunch-offer-and-how-do-they-work",
              "type": "docs",
              "title": "What APIs does Scrunch offer?",
              "archive": null
            },
            {
              "url": "https://helpcenter.scrunchai.com/en/articles/13225029-exporting-data-from-scrunch",
              "type": "docs",
              "title": "Exporting Data from Scrunch",
              "archive": null
            },
            {
              "url": "https://helpcenter.scrunchai.com/en/articles/13165667-loading-scrunch-data-into-your-data-warehouse",
              "type": "docs",
              "title": "Loading Scrunch data into your data warehouse",
              "archive": null
            },
            {
              "url": "https://helpcenter.scrunchai.com/en/articles/17274851-using-scrunch-with-zapier-integrations",
              "type": "docs",
              "title": "Using Scrunch with Zapier Integrations",
              "archive": null
            },
            {
              "url": "https://helpcenter.scrunchai.com/en/articles/11971956-data-studio-connector-documentation-for-scrunch-ai",
              "type": "docs",
              "title": "Data Studio connector",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "emailAlerts": "not published: no native email alert documented; Zapier Signal triggers can route to 'Slack, email, spreadsheets' as a generic Zapier action (needs a Scrunch API key)",
            "warehouseOrBigQuery": "not published: no native warehouse connector; docs describe loading Query/Responses API data into custom warehouses, coded n/a to match Otterly.AI (API-only routes)",
            "slack": "not published: no native Slack app; Slack only via Zapier, coded n/a to match Otterly.AI (Zapier-only routes)"
          },
          "couldNotVerify": [
            "Whether Agency Core includes the Query API by default (help-center API FAQ, Dec 2025) or only for partners (current pricing grid: 'Partner Only')",
            "Whether CSV/Excel export is available on Core",
            "Whether Zapier (and thus Slack/email alerts) works on Core, which has no Query API access",
            "Native in-app email alert notifications (none found; only Zapier-based and automated billing emails)"
          ]
        }
      },
      "businessFit": {
        "agencyMultiClient": "yes",
        "whiteLabel": "yes",
        "sso": "yes",
        "soc2": "yes",
        "iso27001": "n/a",
        "gdprStatement": "yes",
        "euDataResidency": "n/a",
        "uiLanguages": null,
        "prov": {
          "sources": [
            {
              "url": "https://scrunch.com/pricing/",
              "type": "pricing",
              "title": "Scrunch | Pricing (agency tab, Security rows)",
              "archive": null
            },
            {
              "url": "https://scrunch.com/agencies/",
              "type": "other",
              "title": "Scrunch for Agencies",
              "archive": null
            },
            {
              "url": "https://scrunch.com/faqs/does-scrunch-offer-special-pricing-for-agencies",
              "type": "docs",
              "title": "Agency pricing and partner program",
              "archive": null
            },
            {
              "url": "https://scrunch.com/faqs/is-scrunch-soc-2-type-ii-compliant-and-what-security-standards-does-it-meet",
              "type": "docs",
              "title": "SOC 2 Type II and security standards",
              "archive": null
            },
            {
              "url": "https://scrunch.com/faqs/what-single-sign-on-sso-providers-does-scrunch-support",
              "type": "docs",
              "title": "SSO providers",
              "archive": null
            },
            {
              "url": "https://trust.scrunchai.com/",
              "type": "other",
              "title": "Scrunch AI Trust Center",
              "archive": null
            },
            {
              "url": "https://scrunch.com/privacy/",
              "type": "other",
              "title": "Privacy policy",
              "archive": null
            },
            {
              "url": "https://scrunch.com/enterprise/",
              "type": "other",
              "title": "Scrunch for Enterprise",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "iso27001": "not published: Trust Center compliance section lists SOC 2 only",
            "euDataResidency": "not published: subprocessor list shows GCP (US) for customer data storage; no EU-hosting option mentioned",
            "uiLanguages": "not published"
          },
          "couldNotVerify": [
            "Whether a white-label client-facing UI or custom domain exists (only API/headless white-labelling is described)",
            "UI languages of the app",
            "EU data residency option for Enterprise",
            "Whether the Sitecore acquisition changed security certifications or data hosting"
          ]
        }
      },
      "selection": {
        "roundups": 18,
        "probeAnswers": 40,
        "g2Reviews": 73,
        "g2Scope": "product listing",
        "presenceScore": 0.643,
        "passesGate": true,
        "shortlistedByRubric": true
      },
      "normalisation": {
        "plans": {
          "Core": {
            "checksPerMonth": 5000,
            "basis": "The published response allowance counts answer checks. evidence/scrunch/pricing-brands.txt Core card: \"5,000 responses / month\"; grid: \"Responses Collected\" \"5,000 monthly\". help-glossary.txt: each prompt runs across platforms, \"generating a separate response per platform\", so 1 response = 1 prompt x 1 engine x 1 run. faq-apis.txt: \"Scrunch charges based on the number of AI responses collected\". The cadence alone cannot be converted: help-data-faqs.txt says prompts are \"collected every 72 hours (3 days) thereafter\" and \"You can manually trigger a new response collection anytime\"."
          },
          "Agency Core": {
            "checksPerMonth": 10000,
            "basis": "The published response allowance counts answer checks. evidence/scrunch/fix-pricing-agencies.txt Agency Core card: \"10,000 responses / month\"; grid: \"Responses Collected\" \"10,000 monthly\". faq-apis.txt: \"Scrunch charges based on the number of AI responses collected\"."
          }
        }
      },
      "derived": {
        "segment": "mid",
        "entryPriceUsd": 250,
        "entryPlan": "Core",
        "entryBasis": null,
        "plans": {
          "Core|monthly": {
            "usd": 250,
            "checks": 5000,
            "costPer1kUsd": 50
          },
          "Core|annual": {
            "usd": 250,
            "checks": 5000,
            "costPer1kUsd": 50
          },
          "Enterprise|monthly": {
            "usd": null,
            "checks": null,
            "costPer1kUsd": null
          },
          "Enterprise|annual": {
            "usd": null,
            "checks": null,
            "costPer1kUsd": null
          },
          "Agency Core|monthly": {
            "usd": 500,
            "checks": 10000,
            "costPer1kUsd": 50
          },
          "Agency Enterprise|monthly": {
            "usd": null,
            "checks": null,
            "costPer1kUsd": null
          },
          "Agency Enterprise|annual": {
            "usd": null,
            "checks": null,
            "costPer1kUsd": null
          }
        },
        "scenarios": {
          "S|monthly": {
            "status": "fits",
            "plan": "Agency Core",
            "costUsd": 500,
            "addOnsUsed": [],
            "reason": null,
            "detail": "prompt units needed = 150"
          },
          "S|annual": {
            "status": "custom-quote",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "Published plans fall short (too few prompts or credits); a sales-quoted plan exists.",
            "detail": "no published plan covers it; a sales-quoted plan exists. Published plans fall short — Core: 125 prompts < 150 needed, no prompt pack."
          },
          "M|monthly": {
            "status": "custom-quote",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "Published plans fall short (no Gemini, Google AI Mode); a sales-quoted plan exists.",
            "detail": "no published plan covers it; a sales-quoted plan exists. Published plans fall short — Core: not in plan: gemini, googleAiMode (no add-on for them); Agency Core: not in plan: gemini, googleAiMode (no add-on for them)."
          },
          "M|annual": {
            "status": "custom-quote",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "Published plans fall short (no Gemini, Google AI Mode); a sales-quoted plan exists.",
            "detail": "no published plan covers it; a sales-quoted plan exists. Published plans fall short — Core: not in plan: gemini, googleAiMode (no add-on for them)."
          },
          "L|monthly": {
            "status": "custom-quote",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "Published plans fall short (no Gemini, Google AI Mode, Claude, Grok); a sales-quoted plan exists.",
            "detail": "no published plan covers it; a sales-quoted plan exists. Published plans fall short — Core: not in plan: gemini, googleAiMode, claude, grok (no add-on for them); Agency Core: not in plan: gemini, googleAiMode, claude, grok (no add-on for them)."
          },
          "L|annual": {
            "status": "custom-quote",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "Published plans fall short (no Gemini, Google AI Mode, Claude, Grok); a sales-quoted plan exists.",
            "detail": "no published plan covers it; a sales-quoted plan exists. Published plans fall short — Core: not in plan: gemini, googleAiMode, claude, grok (no add-on for them)."
          }
        },
        "bestRate": {
          "plan": "Core",
          "usd": 250,
          "checks": 5000,
          "costPer1kUsd": 50
        },
        "largestPlan": {
          "plan": "Agency Core",
          "usd": 500,
          "native": 500,
          "currency": "USD",
          "prompts": 250,
          "checks": 10000,
          "runFrequency": "weekly"
        }
      },
      "flags": {
        "priceEstimate": false,
        "agencyRouteEligibilityUnconfirmed": false,
        "excludeFromAggregates": false,
        "note": null
      },
      "changesSince20260531": "Compared with the 2026-05-31 lead list, verified today:\n1. Scrunch was acquired by Sitecore (Sitecore press release dated 2026-06-03). The site now says 'Scrunch, a Sitecore Company', and the contracting entity is Sitecore USA, Inc. (dba Scrunch AI). The lead list showed it as independent with about $26M of VC funding. The vendor says it still runs as a standalone platform, and a SitecoreAI CMS integration launched on 2026-10-01.\n2. Prices are unchanged: Core $250/mo and Agency Core $500/mo, with custom Enterprise tiers.\n3. Self-serve plans now cover only 4 platforms (ChatGPT, Perplexity, Google AIO, Copilot). Claude, Gemini, Meta AI, Google AI Mode and the newly added Grok are Enterprise-only, for 9 in total. The lead list gave one undifferentiated engine list. Grok no longer contributes citation data.\n4. A 7-day free trial (credit card required) is now offered.\n5. New product surface: 'Agent Pages' in the navigation alongside AXP, Knowledge Studio (Enterprise beta), MCP, Zapier triggers and Adobe Analytics referrals. GA4 and Looker Studio (renamed Data Studio) were already in the lead list."
    },
    {
      "id": "se-ranking-ai-search-toolkit",
      "name": "SE Ranking AI Search Toolkit",
      "shortName": "SE Ranking AI Search Toolkit",
      "vendor": "SE Ranking",
      "url": "https://seranking.com/ai-visibility-tracker.html",
      "pricingUrl": "https://seranking.com/subscription.html",
      "docsUrl": "https://help.seranking.com/hc/en-us/articles/16335384225948-What-is-the-AI-Results-Tracker",
      "category": "suite-module",
      "parentProduct": "SE Ranking",
      "status": "live",
      "summary": "SE Ranking's AI Search Toolkit is the AI-visibility module of the SE Ranking SEO suite. It tracks brand mentions, links, positions and cited sources for user-defined prompts in Google AI Overviews, AI Mode, ChatGPT, Gemini and Perplexity, and adds AI competitive research on any domain. It comes with the Core and Growth 'SEO + GEO' plans, with a paid AI Search add-on for more AI checks and SE Visible access, and is aimed at SEO teams and agencies who want AI tracking next to rank tracking, audits and reporting.",
      "reviewed": true,
      "identity": {
        "hqCountry": "US",
        "ownership": null,
        "funding": null,
        "fundingAsOf": null,
        "yearLaunched": 2024,
        "prov": {
          "sources": [
            {
              "url": "https://seranking.com/legal/terms-of-service.html",
              "type": "other",
              "title": "Terms of Service (Provider Details, Specific Terms)",
              "archive": null
            },
            {
              "url": "https://seranking.com/legal/privacy-statement.html",
              "type": "other",
              "title": "Privacy Statement (joint controllers, corporate group)",
              "archive": null
            },
            {
              "url": "https://seranking.com/about-us.html",
              "type": "other",
              "title": "About us (history since 2013)",
              "archive": null
            },
            {
              "url": "https://seranking.com/whats-new.html",
              "type": "other",
              "title": "What's New release timeline",
              "archive": null
            },
            {
              "url": "https://planable.io/about/",
              "type": "other",
              "title": "Planable About (sister company in the SE Ranking group)",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "ownership": "not published: vendor pages name the legal entities and a corporate group with Planable Inc., but no owners or investors",
            "funding": "not published: no funding information on vendor pages; third-party sources not checked (web search budget exhausted in this session)",
            "fundingAsOf": "not applicable: funding unknown"
          },
          "couldNotVerify": [
            "Who owns SE Ranking / SER Acquisition Inc. and whether it has outside investors",
            "Exact launch dates of the AI Results Tracker (2024) and the AI Search Toolkit (2025); the release posts return 404"
          ]
        }
      },
      "pricing": {
        "model": "bundle",
        "promptUnit": "Two separate units. (1) Prompt list: the plan's 'Prompts, daily' figure (tooltip 'Daily AI prompts available for GEO tracking and research.') is a count of prompts, a 'plan-dependent maximum number of prompts, counted account-wide across all projects'; engines are a separate limit ('LLMs to track' 5). (2) Monthly checks: 'your plan and AI Search Add-on package each include a set number of checks per month, where 1 check = 1 prompt tracked on 1 AI engine'. The plans' check allowance is not published; the AI Search add-on is sold in checks (200/450/1000 'CHECKS PER MONTH').",
        "promptUnitPerEngine": "yes",
        "promptUnitPerCountry": "n/a",
        "promptUnitPerRun": "n/a",
        "freePlan": {
          "available": "n/a",
          "limits": "No free plan on the pricing page. The product page offers a free one-off AI visibility checker for a domain and up to 5 competitors ('You get 5 free checks per day')."
        },
        "freeTrial": {
          "available": "yes",
          "days": 14,
          "cardRequired": "no",
          "limits": "Pricing FAQ: 'The free 14-day trial is fully functional and includes starter usage: up to 10 projects, 750 tracked keywords per day, 20 AI prompts per day, and AI competitive research for up to 3 domains (with unlimited reports).' Help (trial limits): 'LLMs to Track 5', 3 manager seats, 100,000 API credits, AI Search add-on and Agency Pack accessible; MCP access not available on trial."
        },
        "billingOptions": [
          "monthly",
          "annual"
        ],
        "annualDiscountNote": "Annually Save 20%",
        "plans": [
          {
            "name": "Core",
            "contactSales": false,
            "priceMonthly": 95,
            "priceAnnualPerMonth": 76,
            "currency": "GBP",
            "promptsIncluded": 100,
            "creditsIncluded": null,
            "enginesIncluded": [
              "googleAio",
              "googleAiMode",
              "chatgpt",
              "gemini",
              "perplexity"
            ],
            "enginesSelectable": "yes",
            "maxEngines": 5,
            "runFrequency": "daily",
            "brandsOrProjects": 10,
            "seats": 1,
            "countries": null,
            "languages": null,
            "addOns": [
              {
                "name": "AI Search add-on, 200 package, monthly billing: 200 checks per month (help: 'CHECKS PER MONTH', '1 check = 1 prompt + 1 AI platform'; the pricing card labels it '200 prompts'); includes SE Visible access. Not a prompt pack: unit and per-refresh consumption are contradictory, see pricing notes",
                "price": 89,
                "currency": "USD",
                "unit": "per month, billed monthly",
                "appliesTo": "other"
              },
              {
                "name": "AI Search add-on, 200 package, annual billing (-20%): 200 checks per month",
                "price": 71.2,
                "currency": "USD",
                "unit": "per month, billed annually",
                "appliesTo": "other"
              },
              {
                "name": "AI Search add-on, 450 package, monthly billing: 450 checks per month (pricing card: '450 prompts')",
                "price": 179,
                "currency": "USD",
                "unit": "per month, billed monthly",
                "appliesTo": "other"
              },
              {
                "name": "AI Search add-on, 450 package, annual billing (-20%): 450 checks per month",
                "price": 143.2,
                "currency": "USD",
                "unit": "per month, billed annually",
                "appliesTo": "other"
              },
              {
                "name": "AI Search add-on, 1000 package, monthly billing: 1000 checks per month (pricing card: '1000 prompts')",
                "price": 345,
                "currency": "USD",
                "unit": "per month, billed monthly",
                "appliesTo": "other"
              },
              {
                "name": "AI Search add-on, 1000 package, annual billing (-20%): 1000 checks per month",
                "price": 276,
                "currency": "USD",
                "unit": "per month, billed annually",
                "appliesTo": "other"
              },
              {
                "name": "Agency Pack, 30 projects tier (white label for platform and reporting, 30 projects, 30 client seats, unlimited scheduled reports with AI summaries, Agency Catalog placement, Lead Generator; 'Annual billing only')",
                "price": 49,
                "currency": "GBP",
                "unit": "per month, annual billing only",
                "appliesTo": "other"
              },
              {
                "name": "Agency Pack, 50 projects tier (50 projects, 50 client seats; 'Annual billing only')",
                "price": 75,
                "currency": "GBP",
                "unit": "per month, annual billing only",
                "appliesTo": "other"
              },
              {
                "name": "Agency Pack, 100 projects tier (100 projects, 100 client seats; 'Annual billing only')",
                "price": 95,
                "currency": "GBP",
                "unit": "per month, annual billing only",
                "appliesTo": "other"
              }
            ],
            "planSource": "https://seranking.com/subscription.html"
          },
          {
            "name": "Growth",
            "contactSales": false,
            "priceMonthly": 209,
            "priceAnnualPerMonth": 167.2,
            "currency": "GBP",
            "promptsIncluded": 250,
            "creditsIncluded": null,
            "enginesIncluded": [
              "googleAio",
              "googleAiMode",
              "chatgpt",
              "gemini",
              "perplexity"
            ],
            "enginesSelectable": "yes",
            "maxEngines": 5,
            "runFrequency": "daily",
            "brandsOrProjects": 30,
            "seats": 3,
            "countries": null,
            "languages": null,
            "addOns": [
              {
                "name": "AI Search add-on, 200 package, monthly billing: 200 checks per month (help: 'CHECKS PER MONTH', '1 check = 1 prompt + 1 AI platform'; the pricing card labels it '200 prompts'); includes SE Visible access. Not a prompt pack: unit and per-refresh consumption are contradictory, see pricing notes",
                "price": 89,
                "currency": "USD",
                "unit": "per month, billed monthly",
                "appliesTo": "other"
              },
              {
                "name": "AI Search add-on, 200 package, annual billing (-20%): 200 checks per month",
                "price": 71.2,
                "currency": "USD",
                "unit": "per month, billed annually",
                "appliesTo": "other"
              },
              {
                "name": "AI Search add-on, 450 package, monthly billing: 450 checks per month (pricing card: '450 prompts')",
                "price": 179,
                "currency": "USD",
                "unit": "per month, billed monthly",
                "appliesTo": "other"
              },
              {
                "name": "AI Search add-on, 450 package, annual billing (-20%): 450 checks per month",
                "price": 143.2,
                "currency": "USD",
                "unit": "per month, billed annually",
                "appliesTo": "other"
              },
              {
                "name": "AI Search add-on, 1000 package, monthly billing: 1000 checks per month (pricing card: '1000 prompts')",
                "price": 345,
                "currency": "USD",
                "unit": "per month, billed monthly",
                "appliesTo": "other"
              },
              {
                "name": "AI Search add-on, 1000 package, annual billing (-20%): 1000 checks per month",
                "price": 276,
                "currency": "USD",
                "unit": "per month, billed annually",
                "appliesTo": "other"
              },
              {
                "name": "Agency Pack, 30 projects tier (white label for platform and reporting, 30 projects, 30 client seats, unlimited scheduled reports with AI summaries, Agency Catalog placement, Lead Generator; 'Annual billing only')",
                "price": 49,
                "currency": "GBP",
                "unit": "per month, annual billing only",
                "appliesTo": "other"
              },
              {
                "name": "Agency Pack, 50 projects tier (50 projects, 50 client seats; 'Annual billing only')",
                "price": 75,
                "currency": "GBP",
                "unit": "per month, annual billing only",
                "appliesTo": "other"
              },
              {
                "name": "Agency Pack, 100 projects tier (100 projects, 100 client seats; 'Annual billing only')",
                "price": 95,
                "currency": "GBP",
                "unit": "per month, annual billing only",
                "appliesTo": "other"
              }
            ],
            "planSource": "https://seranking.com/subscription.html"
          },
          {
            "name": "Enterprise",
            "contactSales": true,
            "priceMonthly": null,
            "priceAnnualPerMonth": null,
            "currency": null,
            "promptsIncluded": null,
            "creditsIncluded": null,
            "enginesIncluded": [
              "googleAio",
              "googleAiMode",
              "chatgpt",
              "gemini",
              "perplexity"
            ],
            "enginesSelectable": "yes",
            "maxEngines": 5,
            "runFrequency": "n/a",
            "brandsOrProjects": null,
            "seats": null,
            "countries": null,
            "languages": null,
            "addOns": [],
            "planSource": "https://seranking.com/subscription.html"
          }
        ],
        "prov": {
          "sources": [
            {
              "url": "https://seranking.com/subscription.html",
              "type": "pricing",
              "title": "Pricing: plan cards, Compare plans grid, add-on cards, FAQ",
              "archive": null
            },
            {
              "url": "https://help.seranking.com/hc/en-us/articles/22120452776476-AI-Search-Add-on",
              "type": "docs",
              "title": "AI Search Add-on (USD pricing table)",
              "archive": null
            },
            {
              "url": "https://help.seranking.com/hc/en-us/articles/29392630403356-AI-Results-Tracker-FAQ",
              "type": "docs",
              "title": "AI Results Tracker FAQ (prompt limits and checks)",
              "archive": null
            },
            {
              "url": "https://help.seranking.com/hc/en-us/articles/16332657221276-Account-and-project-settings-FAQ",
              "type": "docs",
              "title": "Account and project settings FAQ (trial limits)",
              "archive": null
            },
            {
              "url": "https://help.seranking.com/hc/en-us/articles/16332687136924-Payment-and-billing-details-FAQ",
              "type": "docs",
              "title": "Payment and billing details FAQ (legacy plans, Agency Pack, VAT)",
              "archive": null
            },
            {
              "url": "https://help.seranking.com/hc/en-us/articles/16333590268572-Agency-Pack-Overview",
              "type": "docs",
              "title": "Agency Pack Overview",
              "archive": null
            },
            {
              "url": "https://seranking.com/ai-visibility-tracker.html",
              "type": "other",
              "title": "AI Visibility Tracker product page (free checker)",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "promptUnitPerCountry": "not published: each AI engine is added to a project with its own country and location, and keyword limits count per search-engine target, but the AI docs do not say whether one prompt in two countries uses two checks",
            "promptUnitPerRun": "contradictory sources: help FAQ counts '60 checks per refresh' against a monthly checks allowance, while the pricing page sells plans and add-on as prompts tracked daily",
            "freePlan.available": "not published: no free plan on the pricing page; only a free AI visibility checker (5 checks/day)",
            "Core.countries": "not published: country is set per AI engine; the number of supported countries for the AI Results Tracker is not stated",
            "Core.languages": "not published",
            "Enterprise.price": "contact sales: 'Custom limits and pricing', 'Talk to sales'",
            "Enterprise.limits": "contact sales",
            "Core.priceUSD": "not published: no USD variant of Core/Growth found; GBP shown to our IP (country_code 'uk')",
            "Core.checksPerMonth": "not published: help FAQ says each plan includes 'a set number of checks per month' but no plan states the number (same for Growth)",
            "addOns.AI Search.appliesTo": "contradictory sources: pricing card '200 prompts' vs help '200 CHECKS PER MONTH' with 1 check = 1 prompt on 1 engine; recorded as 'other' so it is not normalised as a prompt pack"
          },
          "couldNotVerify": [
            "USD list prices for Core and Growth (only GBP obtainable from our IP; no currency selector)",
            "Monthly check allowance of Core and Growth (help FAQ says plans include a set number of checks per month; the number is not published). The 100 / 250 'prompts to track daily' are the prompt-list cap, not checks",
            "Whether the AI Search add-on's 200/450/1000 units are prompts (pricing card) or prompt-engine checks per month (help article)",
            "Whether add-on checks are a standing daily allocation or a monthly budget used by each refresh",
            "Whether tracking one prompt in several countries uses one check per country",
            "Number of countries and languages supported by the AI Results Tracker",
            "Whether displayed prices include VAT"
          ]
        }
      },
      "engines": {
        "status": {
          "chatgpt": {
            "status": "included",
            "surface": "ui",
            "minPlan": "Core (also on trial)"
          },
          "googleAio": {
            "status": "included",
            "surface": "ui",
            "minPlan": "Core (also on trial)"
          },
          "googleAiMode": {
            "status": "included",
            "surface": "ui",
            "minPlan": "Core (also on trial)"
          },
          "gemini": {
            "status": "included",
            "surface": "ui",
            "minPlan": "Core (also on trial)"
          },
          "perplexity": {
            "status": "included",
            "surface": "ui",
            "minPlan": "Core (also on trial)"
          },
          "claude": {
            "status": "no",
            "surface": "unknown",
            "minPlan": null
          },
          "copilot": {
            "status": "no",
            "surface": "unknown",
            "minPlan": null
          },
          "grok": {
            "status": "no",
            "surface": "unknown",
            "minPlan": null
          },
          "deepseek": {
            "status": "no",
            "surface": "unknown",
            "minPlan": null
          },
          "metaAi": {
            "status": "no",
            "surface": "unknown",
            "minPlan": null
          }
        },
        "other": [],
        "settings": {
          "country": "yes",
          "language": "yes",
          "persona": "n/a"
        },
        "prov": {
          "sources": [
            {
              "url": "https://help.seranking.com/hc/en-us/articles/29392630403356-AI-Results-Tracker-FAQ",
              "type": "docs",
              "title": "AI Results Tracker FAQ (engine list)",
              "archive": null
            },
            {
              "url": "https://help.seranking.com/hc/en-us/articles/25486292948764-Setting-up-a-project-for-AI-Results-Tracker",
              "type": "docs",
              "title": "Setting up a project for AI Results Tracker",
              "archive": null
            },
            {
              "url": "https://help.seranking.com/hc/en-us/articles/28962631461404-How-to-choose-which-prompts-to-track",
              "type": "docs",
              "title": "How to choose which prompts to track (selected language)",
              "archive": null
            },
            {
              "url": "https://help.seranking.com/hc/en-us/articles/16335399186460-How-to-use-AI-Results-Tracker-Rankings",
              "type": "docs",
              "title": "How to use AI Results Tracker: Rankings",
              "archive": null
            },
            {
              "url": "https://help.seranking.com/hc/en-us/articles/22449302486428-AI-Search-in-Competitive-Research",
              "type": "docs",
              "title": "AI Search in Competitive Research (ads)",
              "archive": null
            },
            {
              "url": "https://seranking.com/subscription.html",
              "type": "pricing",
              "title": "Compare plans grid ('LLMs to track 5') and AI Search add-on card",
              "archive": null
            },
            {
              "url": "https://seranking.com/ai-visibility-tracker.html",
              "type": "other",
              "title": "AI Visibility Tracker product page",
              "archive": null
            },
            {
              "url": "https://seranking.com/chatgpt-visibility-tracker.html",
              "type": "other",
              "title": "ChatGPT Visibility Tracker (countries and languages)",
              "archive": null
            },
            {
              "url": "https://seranking.com/gemini-visibility-tracker.html",
              "type": "other",
              "title": "Gemini Visibility Tracker",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "vendor claim",
          "naReasons": {
            "settings.persona": "not published"
          },
          "couldNotVerify": [
            "Whether ChatGPT is queried with web search on, and which Gemini/Perplexity mode is used",
            "Which countries and languages each AI engine supports in the AI Results Tracker",
            "Whether the AI Search add-on covers Gemini (card omits it; help article includes it)"
          ]
        }
      },
      "method": {
        "value": "ui-rendering",
        "quote": "SE Ranking’s AI Search Toolkit retrieves results through direct UI-based monitoring. It sends queries to AI platforms and captures the responses as a real user would see them.",
        "detail": "The vendor's product FAQ ('Does the tool use API or UI to get the results?') says the AI Search Toolkit as a whole monitors the engines' user interfaces rather than calling APIs, and the classification follows that wording. It is flagged as unresolved. The vendor's own Terms of Service define the 'AI Search Toolkit' as including SE Visible, and say SE Visible 'operates through an external aggregator service (currently OpenRouter...)', an API route; the SE Visible FAQ says 'browser interface'. If the ToS are right, the toolkit is mixed (AI Results Tracker via UI, SE Visible via aggregator). No detail is published on browser automation, proxies or location simulation.",
        "prov": {
          "sources": [
            {
              "url": "https://seranking.com/ai-visibility-tracker.html",
              "type": "other",
              "title": "AI Visibility Tracker FAQ: 'Does the tool use API or UI to get the results?'",
              "archive": null
            },
            {
              "url": "https://seranking.com/legal/terms-of-service.html",
              "type": "other",
              "title": "Terms of Service, Specific Terms (AI Results Tracker; SE Visible; definition of 'AI Search' / 'AI Search Toolkit')",
              "archive": null
            },
            {
              "url": "https://help.seranking.com/hc/en-us/articles/22266372506524-SE-Visible-FAQ",
              "type": "docs",
              "title": "SE Visible FAQ ('Is SE Visible data accurate?')",
              "archive": null
            },
            {
              "url": "https://help.seranking.com/hc/en-us/articles/29392630403356-AI-Results-Tracker-FAQ",
              "type": "docs",
              "title": "AI Results Tracker FAQ (volatility of AI answers)",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "vendor claim",
          "naReasons": {},
          "couldNotVerify": [
            "How the UI monitoring is done (browser automation, logged-in or logged-out sessions, proxies per country)",
            "Number of samples per prompt per check",
            "Whether SE Visible, part of the AI Search Toolkit by the ToS definition, uses OpenRouter API access (ToS) or a browser interface (FAQ); if the ToS are right, the toolkit's method is mixed, not purely UI",
            "Whether the AI Results Tracker and AI Research use the same collection route as SE Visible"
          ]
        }
      },
      "metrics": {
        "mentions": "yes",
        "citationsWithUrls": "yes",
        "shareOfVoice": "yes",
        "positionProminence": "yes",
        "sentiment": "yes",
        "accuracyHallucination": "n/a",
        "promptDiscoveryOrVolume": "yes",
        "crawlerLogAnalytics": "n/a",
        "aiReferralAttribution": "n/a",
        "prov": {
          "sources": [
            {
              "url": "https://help.seranking.com/hc/en-us/articles/16335399186460-How-to-use-AI-Results-Tracker-Rankings",
              "type": "docs",
              "title": "AI Results Tracker: Rankings",
              "archive": null
            },
            {
              "url": "https://help.seranking.com/hc/en-us/articles/23364915854364-How-to-use-AI-Results-Tracker-Sources",
              "type": "docs",
              "title": "AI Results Tracker: Sources",
              "archive": null
            },
            {
              "url": "https://help.seranking.com/hc/en-us/articles/23364631141404-How-to-use-AI-Results-Tracker-Competitors",
              "type": "docs",
              "title": "AI Results Tracker: Competitors",
              "archive": null
            },
            {
              "url": "https://help.seranking.com/hc/en-us/articles/22449302486428-AI-Search-in-Competitive-Research",
              "type": "docs",
              "title": "AI Search in Competitive Research",
              "archive": null
            },
            {
              "url": "https://help.seranking.com/hc/en-us/articles/26158575790620-Know-how-your-brand-appears-in-AI-search-across-all-engines-at-scale",
              "type": "docs",
              "title": "API use case: AI search visibility (share of voice, prompt volume)",
              "archive": null
            },
            {
              "url": "https://help.seranking.com/hc/en-us/articles/22120452776476-AI-Search-Add-on",
              "type": "docs",
              "title": "AI Search Add-on (SE Visible access)",
              "archive": null
            },
            {
              "url": "https://help.seranking.com/hc/en-us/articles/22266372506524-SE-Visible-FAQ",
              "type": "docs",
              "title": "SE Visible FAQ (sentiment, share of voice)",
              "archive": null
            },
            {
              "url": "https://seranking.com/ai-visibility-tracker.html",
              "type": "other",
              "title": "AI Visibility Tracker product page FAQ",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "accuracyHallucination": "not published",
            "crawlerLogAnalytics": "not published",
            "aiReferralAttribution": "not published: FAQ mentions 'traffic driven by AIOs' but no AI-referral analytics feature is documented; GA4 integration exists without an AI-referral report"
          },
          "couldNotVerify": [
            "Whether 'traffic driven by AIOs' is an estimate or measured AI referral traffic",
            "Whether prompt volumes in the AI Search API are shown in the app UI",
            "Sentiment inside SE Ranking itself (only SE Visible documents sentiment)"
          ]
        }
      },
      "actionLayer": {
        "recommendations": "yes",
        "contentGeneration": "yes",
        "technicalAudits": "yes",
        "citationOutreach": "yes",
        "prov": {
          "sources": [
            {
              "url": "https://help.seranking.com/hc/en-us/articles/25730674517404-AI-Results-Tracker-Insights-recommendations",
              "type": "docs",
              "title": "AI Results Tracker: Insights & recommendations",
              "archive": null
            },
            {
              "url": "https://help.seranking.com/hc/en-us/articles/23364915854364-How-to-use-AI-Results-Tracker-Sources",
              "type": "docs",
              "title": "AI Results Tracker: Sources",
              "archive": null
            },
            {
              "url": "https://seranking.com/subscription.html",
              "type": "pricing",
              "title": "Compare plans grid (Content Marketing, Audit)",
              "archive": null
            },
            {
              "url": "https://seranking.com/website-audit.html",
              "type": "other",
              "title": "Website Audit",
              "archive": null
            },
            {
              "url": "https://help.seranking.com/hc/en-us/articles/30203777895068-What-is-SE-Ranking",
              "type": "docs",
              "title": "What is SE Ranking?",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {},
          "couldNotVerify": [
            "Whether Website Audit checks llms.txt, structured data or AI-crawler access"
          ]
        }
      },
      "dataAccess": {
        "api": "yes",
        "csvExport": "yes",
        "lookerStudio": "yes",
        "warehouseOrBigQuery": "n/a",
        "slack": "n/a",
        "emailAlerts": "n/a",
        "mcp": "yes",
        "prov": {
          "sources": [
            {
              "url": "https://help.seranking.com/hc/en-us/articles/28449005578012-SE-Ranking-API-Comparison-Project-API-vs-Data-API",
              "type": "docs",
              "title": "Project API vs Data API",
              "archive": null
            },
            {
              "url": "https://help.seranking.com/hc/en-us/articles/21487397355420-API-pricing",
              "type": "docs",
              "title": "API pricing",
              "archive": null
            },
            {
              "url": "https://help.seranking.com/hc/en-us/articles/16332556274844-Integrations-Overview",
              "type": "docs",
              "title": "Integrations Overview",
              "archive": null
            },
            {
              "url": "https://help.seranking.com/hc/en-us/articles/16332602702236-Google-Looker-Studio-Integration-Guide",
              "type": "docs",
              "title": "Google Looker Studio Integration Guide",
              "archive": null
            },
            {
              "url": "https://help.seranking.com/hc/en-us/articles/22903914755100-Prompt-library",
              "type": "docs",
              "title": "MCP Prompt library",
              "archive": null
            },
            {
              "url": "https://seranking.com/subscription.html",
              "type": "pricing",
              "title": "Compare plans grid (API & Integrations)",
              "archive": null
            },
            {
              "url": "https://seranking.com/whats-new.html",
              "type": "other",
              "title": "What's New (AIRT in Report Builder)",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "warehouseOrBigQuery": "not published",
            "slack": "not published: no native Slack integration; only via third-party automation (Make.com, Appy Pie Automate)",
            "emailAlerts": "not published: scheduled Report Builder reports exist, but no alerting on AI visibility changes is documented"
          },
          "couldNotVerify": [
            "Whether the Looker Studio connector itself exposes AI Results Tracker data",
            "Native alerts (email or Slack) on AI visibility changes"
          ]
        }
      },
      "businessFit": {
        "agencyMultiClient": "yes",
        "whiteLabel": "yes",
        "sso": "n/a",
        "soc2": "n/a",
        "iso27001": "n/a",
        "gdprStatement": "yes",
        "euDataResidency": "n/a",
        "uiLanguages": null,
        "prov": {
          "sources": [
            {
              "url": "https://seranking.com/subscription.html",
              "type": "pricing",
              "title": "Agency Pack add-on card; Growth 'multi-client SEO + GEO'",
              "archive": null
            },
            {
              "url": "https://help.seranking.com/hc/en-us/articles/16333590268572-Agency-Pack-Overview",
              "type": "docs",
              "title": "Agency Pack Overview",
              "archive": null
            },
            {
              "url": "https://help.seranking.com/hc/en-us/articles/16332607371804-Customizing-the-SE-Ranking-Interface-for-Your-Brand",
              "type": "docs",
              "title": "Customizing the SE Ranking Interface for Your Brand (white label)",
              "archive": null
            },
            {
              "url": "https://seranking.com/legal/privacy-statement.html",
              "type": "other",
              "title": "Privacy Statement",
              "archive": null
            },
            {
              "url": "https://seranking.com/se-ranking-for-enterprises.html",
              "type": "other",
              "title": "SE Ranking for enterprises",
              "archive": null
            },
            {
              "url": "https://seranking.com/legal.html",
              "type": "other",
              "title": "Legal information index",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "sso": "not published",
            "soc2": "not published: no security/trust page (security.html, trust.html 404)",
            "iso27001": "not published",
            "euDataResidency": "not published: privacy statement relies on the EU-U.S. Data Privacy Framework; no hosting region stated",
            "uiLanguages": "not published: website has 10 language versions, app interface languages not documented"
          },
          "couldNotVerify": [
            "SSO/SAML availability (possibly Enterprise)",
            "SOC 2 / ISO 27001 status",
            "Hosting region of customer data",
            "App interface languages"
          ]
        }
      },
      "selection": {
        "roundups": 15,
        "probeAnswers": 41,
        "g2Reviews": 1608,
        "g2Scope": "suite/parent listing",
        "presenceScore": 0.597,
        "passesGate": true,
        "shortlistedByRubric": true
      },
      "normalisation": {
        "plans": {
          "Core": {
            "checksPerMonth": null,
            "basis": "check allowance not published: plans have a separate monthly check allowance that SE Ranking does not publish (evidence/se-ranking-ai-search-toolkit/fix-help-ai-results-tracker-faq.txt: \"Two separate limits apply\" ... \"Monthly checks — your plan and AI Search Add-on package each include a set number of checks per month\"); the 100/250 daily prompts are the prompt-list cap, not checks (records/se-ranking-ai-search-toolkit.json pricing._prov.notes NORMALISATION CAVEAT). Added 2026-10-03 after the article fact-check (prompt 34 §4.2) so no cost per 1,000 checks is computed from an interpretation."
          },
          "Growth": {
            "checksPerMonth": null,
            "basis": "check allowance not published: plans have a separate monthly check allowance that SE Ranking does not publish (evidence/se-ranking-ai-search-toolkit/fix-help-ai-results-tracker-faq.txt: \"Two separate limits apply\" ... \"Monthly checks — your plan and AI Search Add-on package each include a set number of checks per month\"); the 100/250 daily prompts are the prompt-list cap, not checks (records/se-ranking-ai-search-toolkit.json pricing._prov.notes NORMALISATION CAVEAT). Added 2026-10-03 after the article fact-check (prompt 34 §4.2) so no cost per 1,000 checks is computed from an interpretation."
          }
        },
        "scenario": {
          "S": {
            "status": "n/a",
            "reason": "plans include an unpublished monthly check allowance: evidence/se-ranking-ai-search-toolkit/fix-help-ai-results-tracker-faq.txt \"Two separate limits apply:\" ... \"Prompt list — a plan-dependent maximum number of prompts, counted account-wide across all projects\" ... \"Monthly checks — your plan and AI Search Add-on package each include a set number of checks per month, where 1 check = 1 prompt tracked on 1 AI engine\" and \"20 prompts tracked on 3 engines each = 60 checks per refresh\"; no Core/Growth check number is published, and the add-on unit is contradictory (fix-pricing-monthly.txt card \"200 prompts\" vs fix-help-ai-search-addon.txt \"CHECKS PER MONTH\"), so no published plan can be shown to cover 50 prompts x 3 engines weekly (the prompt list alone, fix-pricing-monthly.txt \"100 prompts to track daily\", would)"
          },
          "M": {
            "status": "n/a",
            "reason": "same unpublished plan check allowance (fix-help-ai-results-tracker-faq.txt \"your plan and AI Search Add-on package each include a set number of checks per month\"); 150 prompts x 5 engines daily = 750 prompt-engine pairs, 22,800 answer checks/month; Growth's prompt list covers 150 prompts (fix-pricing-monthly.txt \"250 prompts to track daily\"), but whether its checks plus a published pack cover the rest depends on the unpublished allowance and on whether checks are used per refresh (\"60 checks per refresh\") or held as slots; largest published pack fix-help-ai-search-addon.txt \"1000 $345 $276\", \"Need more than 1000 checks? Contact our SE Ranking Team to discuss a volume-based package.\""
          }
        }
      },
      "derived": {
        "segment": "mid",
        "entryPriceUsd": 125.41,
        "entryPlan": "Core",
        "entryBasis": null,
        "plans": {
          "Core|monthly": {
            "usd": 125.41,
            "checks": null,
            "costPer1kUsd": null
          },
          "Core|annual": {
            "usd": 100.33,
            "checks": null,
            "costPer1kUsd": null
          },
          "Growth|monthly": {
            "usd": 275.9,
            "checks": null,
            "costPer1kUsd": null
          },
          "Growth|annual": {
            "usd": 220.72,
            "checks": null,
            "costPer1kUsd": null
          },
          "Enterprise|monthly": {
            "usd": null,
            "checks": null,
            "costPer1kUsd": null
          },
          "Enterprise|annual": {
            "usd": null,
            "checks": null,
            "costPer1kUsd": null
          }
        },
        "scenarios": {
          "S|monthly": {
            "status": "n/a",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "Each plan includes a monthly check allowance that SE Ranking does not publish.",
            "detail": "override: plans include an unpublished monthly check allowance: evidence/se-ranking-ai-search-toolkit/fix-help-ai-results-tracker-faq.txt \"Two separate limits apply:\" ... \"Prompt list — a plan-dependent maximum number of prompts, counted account-wide across all projects\" ... \"Monthly checks — your plan and AI Search Add-on package each include a set number of checks per month, where 1 check = 1 prompt tracked on 1 AI engine\" and \"20 prompts tracked on 3 engines each = 60 checks per refresh\"; no Core/Growth check number is published, and the add-on unit is contradictory (fix-pricing-monthly.txt card \"200 prompts\" vs fix-help-ai-search-addon.txt \"CHECKS PER MONTH\"), so no published plan can be shown to cover 50 prompts x 3 engines weekly (the prompt list alone, fix-pricing-monthly.txt \"100 prompts to track daily\", would)"
          },
          "S|annual": {
            "status": "n/a",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "Each plan includes a monthly check allowance that SE Ranking does not publish.",
            "detail": "override: plans include an unpublished monthly check allowance: evidence/se-ranking-ai-search-toolkit/fix-help-ai-results-tracker-faq.txt \"Two separate limits apply:\" ... \"Prompt list — a plan-dependent maximum number of prompts, counted account-wide across all projects\" ... \"Monthly checks — your plan and AI Search Add-on package each include a set number of checks per month, where 1 check = 1 prompt tracked on 1 AI engine\" and \"20 prompts tracked on 3 engines each = 60 checks per refresh\"; no Core/Growth check number is published, and the add-on unit is contradictory (fix-pricing-monthly.txt card \"200 prompts\" vs fix-help-ai-search-addon.txt \"CHECKS PER MONTH\"), so no published plan can be shown to cover 50 prompts x 3 engines weekly (the prompt list alone, fix-pricing-monthly.txt \"100 prompts to track daily\", would)"
          },
          "M|monthly": {
            "status": "n/a",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "Each plan includes a monthly check allowance that SE Ranking does not publish.",
            "detail": "override: same unpublished plan check allowance (fix-help-ai-results-tracker-faq.txt \"your plan and AI Search Add-on package each include a set number of checks per month\"); 150 prompts x 5 engines daily = 750 prompt-engine pairs, 22,800 answer checks/month; Growth's prompt list covers 150 prompts (fix-pricing-monthly.txt \"250 prompts to track daily\"), but whether its checks plus a published pack cover the rest depends on the unpublished allowance and on whether checks are used per refresh (\"60 checks per refresh\") or held as slots; largest published pack fix-help-ai-search-addon.txt \"1000 $345 $276\", \"Need more than 1000 checks? Contact our SE Ranking Team to discuss a volume-based package.\""
          },
          "M|annual": {
            "status": "n/a",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "Each plan includes a monthly check allowance that SE Ranking does not publish.",
            "detail": "override: same unpublished plan check allowance (fix-help-ai-results-tracker-faq.txt \"your plan and AI Search Add-on package each include a set number of checks per month\"); 150 prompts x 5 engines daily = 750 prompt-engine pairs, 22,800 answer checks/month; Growth's prompt list covers 150 prompts (fix-pricing-monthly.txt \"250 prompts to track daily\"), but whether its checks plus a published pack cover the rest depends on the unpublished allowance and on whether checks are used per refresh (\"60 checks per refresh\") or held as slots; largest published pack fix-help-ai-search-addon.txt \"1000 $345 $276\", \"Need more than 1000 checks? Contact our SE Ranking Team to discuss a volume-based package.\""
          },
          "L|monthly": {
            "status": "not-supported",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "The vendor does not support Claude, Microsoft Copilot, Grok.",
            "detail": "engine(s) not supported: claude, copilot, grok"
          },
          "L|annual": {
            "status": "not-supported",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "The vendor does not support Claude, Microsoft Copilot, Grok.",
            "detail": "engine(s) not supported: claude, copilot, grok"
          }
        },
        "bestRate": null,
        "largestPlan": {
          "plan": "Growth",
          "usd": 275.9,
          "native": 209,
          "currency": "GBP",
          "prompts": 250,
          "checks": null,
          "runFrequency": "daily"
        }
      },
      "flags": {
        "priceEstimate": false,
        "agencyRouteEligibilityUnconfirmed": false,
        "excludeFromAggregates": false,
        "note": null
      },
      "changesSince20260531": "Plans changed. The lead list put the AI Search Toolkit in plan 'Pro $95/mo'. Today Pro is a legacy plan closed to new subscribers ('Legacy plans (Essential, Pro, and Business) are no longer available for new subscriptions'). The current plans are Core and Growth, both 'SEO + GEO', plus Enterprise (custom). Core costs £95.00 monthly / £76.00 per month annual, with 100 daily prompts and 5 LLMs; Growth £209.00 / £167.20, with 250 prompts. Prices show in GBP to our IP, so there is no direct USD comparison. A new paid AI Search add-on extends AI limits and includes SE Visible access: packages of 200/450/1000 checks per month (the pricing card calls them 'prompts') at $89/$179/$345 per month monthly or $71.20/$143.20/$276 annual (help center), shown as £69/£139/£259 on the pricing page. Engines: the lead list counted 6 platforms including a separate 'ChatGPT Search'. The vendor now lists five ('Google AI Overviews, Google AI Mode, Gemini, ChatGPT, and Perplexity') with no separate ChatGPT Search. The lead list said the AI layer has no Polish (SE Visible '7 countries without PL'). Today the SE Visible FAQ lists 42 countries including Poland, and SE Visible comes with the AI Search add-on. Country coverage of the in-suite AI Results Tracker is still not published. New since the lead list or not in it: the vendor states UI-based collection; prompt groups, CSV import and AI sections in Report Builder (2026-07-03); ads detection in AI Mode and ChatGPT answers; AI Search API and hosted MCP access on all plans. The lead list's G2 figure (4.7/5, 2,396 reviews) could not be re-checked (G2 blocked on 2026-10-03). The same-day discovery file discovery/g2-signals.json holds a different whole-suite figure (1,608 reviews, 4.7), so the two need reconciling when G2 is patched in."
    },
    {
      "id": "se-visible",
      "name": "SE Visible",
      "shortName": "SE Visible",
      "vendor": "SE Ranking",
      "url": "https://visible.seranking.com/",
      "pricingUrl": "https://visible.seranking.com/#pricing",
      "docsUrl": "https://help.seranking.com/hc/en-us/articles/22256519555356-Get-Started-with-SE-Visible",
      "category": "native",
      "parentProduct": null,
      "status": "live",
      "summary": "SE Visible is SE Ranking's standalone AI-visibility tracker. It checks a pooled set of prompts daily in ChatGPT, Gemini, Perplexity, Google AI Mode and Google AI Overviews, and reports brand visibility, share of voice, position, sentiment and cited sources against competitors. Self-serve plans run from $99/month (200 prompts, 3 projects), and it is aimed at business owners, marketing teams and agencies tracking several brands, but without white label.",
      "reviewed": true,
      "identity": {
        "hqCountry": "US",
        "ownership": null,
        "funding": null,
        "fundingAsOf": null,
        "yearLaunched": 2025,
        "prov": {
          "sources": [
            {
              "url": "https://seranking.com/legal/terms-of-service.html",
              "type": "other",
              "title": "SE Ranking Terms of Service (Last Updated: June 25, 2026), section 13 and section 14 'SE Visible'",
              "archive": null
            },
            {
              "url": "https://seranking.com/legal/privacy-statement.html",
              "type": "other",
              "title": "SE Ranking Privacy Statement (Last Updated: June 25, 2026)",
              "archive": null
            },
            {
              "url": "https://seranking.com/about-us.html",
              "type": "other",
              "title": "SE Ranking About Us",
              "archive": null
            },
            {
              "url": "https://visible.seranking.com/blog/sevisible-plans-for-2026/",
              "type": "blog",
              "title": "What's coming to SE Visible and why it matters for your brand (2026-02-04)",
              "archive": null
            },
            {
              "url": "https://seranking.com/blog/seranking-plans-for-2026/",
              "type": "blog",
              "title": "SE Ranking Family: 2025 recap and 2026 roadmap (2026-02-04)",
              "archive": null
            },
            {
              "url": "https://seranking.com/blog/win-ai-search-with-seranking-and-planable/",
              "type": "blog",
              "title": "SE Ranking acquires Planable to help brands stay visible in the AI search era (2025-08-04)",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "ownership": "not published: no investor, parent or ownership statement on SE Ranking / SE Visible pages",
            "funding": "not published: no funding round disclosed on vendor pages",
            "fundingAsOf": "not published"
          },
          "couldNotVerify": [
            "Whether SE Ranking (SER Acquisition Inc.) has outside investors or is founder-owned",
            "Exact SE Visible launch month in 2025 (vendor says only 'in 2025')",
            "Where the operating headquarters is, as opposed to the legal domicile (Delaware entity, UK branch, hubs in Kyiv/Wroclaw/Warsaw)"
          ]
        }
      },
      "pricing": {
        "model": "per-prompt",
        "promptUnit": "One added prompt in one project location and language, checked in every engine switched on, on every check cycle: 'Every prompt you track counts toward your limit once per location' and 'AI engines don't affect the count'.",
        "promptUnitPerEngine": "no",
        "promptUnitPerCountry": "yes",
        "promptUnitPerRun": "no",
        "freePlan": {
          "available": "n/a",
          "limits": null
        },
        "freeTrial": {
          "available": "yes",
          "days": 10,
          "cardRequired": "n/a",
          "limits": null
        },
        "billingOptions": [
          "monthly",
          "annual"
        ],
        "annualDiscountNote": "Save 20%",
        "plans": [
          {
            "name": "Basic",
            "contactSales": false,
            "priceMonthly": 99,
            "priceAnnualPerMonth": 79,
            "currency": "USD",
            "promptsIncluded": 200,
            "creditsIncluded": null,
            "enginesIncluded": [
              "chatgpt",
              "gemini",
              "googleAiMode",
              "perplexity",
              "googleAio"
            ],
            "enginesSelectable": "yes",
            "maxEngines": 5,
            "runFrequency": "daily",
            "brandsOrProjects": 3,
            "seats": null,
            "countries": null,
            "languages": null,
            "addOns": [],
            "planSource": "https://visible.seranking.com/#pricing"
          },
          {
            "name": "Core",
            "contactSales": false,
            "priceMonthly": 189,
            "priceAnnualPerMonth": 151,
            "currency": "USD",
            "promptsIncluded": 450,
            "creditsIncluded": null,
            "enginesIncluded": [
              "chatgpt",
              "gemini",
              "googleAiMode",
              "perplexity",
              "googleAio"
            ],
            "enginesSelectable": "yes",
            "maxEngines": 5,
            "runFrequency": "daily",
            "brandsOrProjects": 5,
            "seats": null,
            "countries": null,
            "languages": null,
            "addOns": [],
            "planSource": "https://visible.seranking.com/#pricing"
          },
          {
            "name": "Plus",
            "contactSales": false,
            "priceMonthly": 355,
            "priceAnnualPerMonth": 284,
            "currency": "USD",
            "promptsIncluded": 1000,
            "creditsIncluded": null,
            "enginesIncluded": [
              "chatgpt",
              "gemini",
              "googleAiMode",
              "perplexity",
              "googleAio"
            ],
            "enginesSelectable": "yes",
            "maxEngines": 5,
            "runFrequency": "daily",
            "brandsOrProjects": 10,
            "seats": null,
            "countries": null,
            "languages": null,
            "addOns": [],
            "planSource": "https://visible.seranking.com/#pricing"
          },
          {
            "name": "Custom",
            "contactSales": true,
            "priceMonthly": null,
            "priceAnnualPerMonth": null,
            "currency": null,
            "promptsIncluded": null,
            "creditsIncluded": null,
            "enginesIncluded": [],
            "enginesSelectable": "n/a",
            "maxEngines": null,
            "runFrequency": "n/a",
            "brandsOrProjects": null,
            "seats": null,
            "countries": null,
            "languages": null,
            "addOns": [],
            "planSource": "https://visible.seranking.com/#pricing"
          }
        ],
        "prov": {
          "sources": [
            {
              "url": "https://visible.seranking.com/#pricing",
              "type": "pricing",
              "title": "SE Visible homepage #pricing section (Monthly / Annually toggle) and pricing FAQ",
              "archive": null
            },
            {
              "url": "https://help.seranking.com/hc/en-us/articles/30180030798492-Prompts-tracking",
              "type": "docs",
              "title": "Prompts tracking – How prompts count toward your limit",
              "archive": null
            },
            {
              "url": "https://help.seranking.com/hc/en-us/articles/30116327256988-How-to-create-your-first-project-in-SE-Visible",
              "type": "docs",
              "title": "How to create your first project in SE Visible",
              "archive": null
            },
            {
              "url": "https://help.seranking.com/hc/en-us/articles/22266372506524-SE-Visible-FAQ",
              "type": "docs",
              "title": "SE Visible FAQ",
              "archive": null
            },
            {
              "url": "https://visible.seranking.com/blog/how-se-visible-works/",
              "type": "blog",
              "title": "Inside SE Visible: What you see and where the data comes from (2026-09-29)",
              "archive": null
            },
            {
              "url": "https://seranking.com/legal/terms-of-service.html",
              "type": "other",
              "title": "SE Ranking Terms of Service §14 'SE Visible' (free trial, subscription options, user seats)",
              "archive": null
            },
            {
              "url": "https://seranking.com/subscription.html",
              "type": "pricing",
              "title": "SE Ranking Plans & Pricing (AI Search add-on, which includes SE Visible access)",
              "archive": null
            },
            {
              "url": "https://seranking.com/api/se-visible/subscription/",
              "type": "docs",
              "title": "SE Visible API — Subscription (plan limits: projects, prompts, user seats)",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "freePlan.available": "not published: no free plan appears in the pricing section; only paid plans plus a 10-day trial",
            "freePlan.limits": "not published",
            "freeTrial.cardRequired": "not published: SE Visible pages and the sign-up page do not say (SE Ranking's separate 14-day trial says 'No credit card required')",
            "freeTrial.limits": "not published",
            "plans.countries": "contradictory sources: homepage names 7 countries and agency page says 'Track visibility across 7 countries and 5 languages'; help FAQ, 2026-09-29 blog and API reference list 42 countries; blog adds 'What you can set up depends on your plan'",
            "plans.languages": "contradictory sources: homepage/agency page say 5 languages (English, French, German, Dutch, Spanish); API reference accepts 29 lang_code values; help says the language list follows the selected country",
            "plans.overage": "not published: no overage, extra-prompt or extra-project price published",
            "Custom.priceMonthly": "contact sales: 'Contact our team to build a package'",
            "Custom.priceAnnualPerMonth": "contact sales",
            "Custom.promptsIncluded": "contact sales",
            "Custom.brandsOrProjects": "contact sales",
            "Custom.seats": "contact sales",
            "Custom.runFrequency": "contact sales",
            "plans.seats": "contradictory sources: homepage 'Invite unlimited users' and ToS §14(l) 'do not include seat-based limitations' vs Subscription API 'limits.user_seats.max' ('Maximum number of user seats allowed by the plan') and the help FAQ 'user seats' usage meter"
          },
          "couldNotVerify": [
            "Whether the 10-day trial requires a payment card, and which plan limits apply during the trial",
            "Price of extra prompts or projects, overage rules, and what the 'From' wording on each plan price can scale with",
            "Which plans may switch projects to weekly checks or use city-level locations (blog: 'Depending on your plan')",
            "How many of the 42 listed countries / 29 language codes each plan can use (marketing pages still say 7 countries and 5 languages)",
            "Price as shown to a US visitor (USD was shown to our EU IP with no selector; not observed from a US IP)",
            "USD price of the SE Ranking 'AI Search' add-on path (only GBP observed)",
            "Seat limit per plan: homepage and ToS §14(l) say no seat limits, but the Subscription API documents a plan-level 'user_seats.max' (response example: 3), the app shows a seat meter, and 'Additional user seats' are 'coming soon'",
            "Whether, and at what thresholds, the ToS §14(f) 'polling frequency constraints, and fair use controls' are applied in practice"
          ]
        }
      },
      "engines": {
        "status": {
          "chatgpt": {
            "status": "included",
            "surface": "ui",
            "minPlan": "Basic"
          },
          "googleAio": {
            "status": "included",
            "surface": "ui",
            "minPlan": "Basic"
          },
          "googleAiMode": {
            "status": "included",
            "surface": "ui",
            "minPlan": "Basic"
          },
          "gemini": {
            "status": "included",
            "surface": "ui",
            "minPlan": "Basic"
          },
          "perplexity": {
            "status": "included",
            "surface": "ui",
            "minPlan": "Basic"
          },
          "claude": {
            "status": "no",
            "surface": "unknown",
            "minPlan": null
          },
          "copilot": {
            "status": "no",
            "surface": "unknown",
            "minPlan": null
          },
          "grok": {
            "status": "no",
            "surface": "unknown",
            "minPlan": null
          },
          "deepseek": {
            "status": "no",
            "surface": "unknown",
            "minPlan": null
          },
          "metaAi": {
            "status": "no",
            "surface": "unknown",
            "minPlan": null
          }
        },
        "other": [],
        "settings": {
          "country": "yes",
          "language": "yes",
          "persona": "n/a"
        },
        "prov": {
          "sources": [
            {
              "url": "https://visible.seranking.com/#pricing",
              "type": "pricing",
              "title": "SE Visible pricing cards ('Answer engines tracked') and FAQ",
              "archive": null
            },
            {
              "url": "https://help.seranking.com/hc/en-us/articles/22266372506524-SE-Visible-FAQ",
              "type": "docs",
              "title": "SE Visible FAQ (engines, regions)",
              "archive": null
            },
            {
              "url": "https://help.seranking.com/hc/en-us/articles/30116327256988-How-to-create-your-first-project-in-SE-Visible",
              "type": "docs",
              "title": "How to create your first project in SE Visible (country, language, city/region, engines)",
              "archive": null
            },
            {
              "url": "https://visible.seranking.com/blog/how-se-visible-works/",
              "type": "blog",
              "title": "Inside SE Visible: What you see and where the data comes from (2026-09-29)",
              "archive": null
            },
            {
              "url": "https://seranking.com/api/se-visible/reference/",
              "type": "docs",
              "title": "SE Visible API Reference (AI models, country codes, language codes)",
              "archive": null
            },
            {
              "url": "https://seranking.com/legal/terms-of-service.html",
              "type": "other",
              "title": "SE Ranking Terms of Service §14(a) 'SE Visible'",
              "archive": null
            },
            {
              "url": "https://visible.seranking.com/local-ai-visibility/",
              "type": "other",
              "title": "SE Visible — Local AI Visibility Tracking (page marked 'COMING SOON')",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "vendor claim",
          "naReasons": {
            "settings.persona": "not published"
          },
          "couldNotVerify": [
            "Whether ChatGPT, Gemini and Perplexity answers come from the consumer UI (vendor marketing/help) or through the OpenRouter aggregator (vendor ToS)",
            "Whether ChatGPT is queried logged-in or logged-out and with web search on",
            "Launch dates for Claude and Copilot (only 'soon' / 'Planned next')",
            "Whether city/region-level tracking is live (help docs, blog) or still 'coming soon' (homepage menu badge, /local-ai-visibility/ page)"
          ]
        }
      },
      "method": {
        "value": "ui-rendering",
        "quote": "SE Visible collects answers through a real browser session in each engine's user interface, the same place your buyers see them, instead of through an API.",
        "detail": "The homepage FAQ, the help centre and a 2026-09-29 methodology post all say answers are captured through a browser on each engine's consumer interface, not via APIs. The vendor's own Terms of Service (updated 2026-06-25) contradict this, saying SE Visible 'operates through an external aggregator service (currently OpenRouter by OpenRouter, Inc.)'. The classification follows the vendor's explicit methodology wording and is flagged as unresolved.",
        "prov": {
          "sources": [
            {
              "url": "https://visible.seranking.com/blog/how-se-visible-works/",
              "type": "blog",
              "title": "Inside SE Visible: What you see and where the data comes from (2026-09-29) — 'How does SE Visible collect AI answers?'",
              "archive": null
            },
            {
              "url": "https://visible.seranking.com/",
              "type": "other",
              "title": "SE Visible homepage FAQ 'How does SE Visible collect AI answers?'",
              "archive": null
            },
            {
              "url": "https://help.seranking.com/hc/en-us/articles/22266372506524-SE-Visible-FAQ",
              "type": "docs",
              "title": "SE Visible FAQ 'Is SE Visible data accurate?'",
              "archive": null
            },
            {
              "url": "https://help.seranking.com/hc/en-us/articles/22256519555356-Get-Started-with-SE-Visible",
              "type": "docs",
              "title": "Get Started with SE Visible",
              "archive": null
            },
            {
              "url": "https://seranking.com/legal/terms-of-service.html",
              "type": "other",
              "title": "SE Ranking Terms of Service (Last Updated: June 25, 2026) §14(a) 'SE Visible – Scope'",
              "archive": null
            },
            {
              "url": "https://openrouter.ai/",
              "type": "other",
              "title": "OpenRouter homepage ('The Unified Interface For Every Model')",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "vendor claim",
          "naReasons": {},
          "couldNotVerify": [
            "Which collection path is actually used for ChatGPT, Gemini and Perplexity: browser UI (marketing, help, blog) or OpenRouter aggregator (ToS §14(a))",
            "Whether queries run logged-in or logged-out, with or without personalization, and from which IP geolocation for each country/city",
            "Number of runs per prompt per engine per day (only 'daily' is stated; plan answer volumes imply one run)"
          ]
        }
      },
      "metrics": {
        "mentions": "yes",
        "citationsWithUrls": "yes",
        "shareOfVoice": "yes",
        "positionProminence": "yes",
        "sentiment": "yes",
        "accuracyHallucination": "n/a",
        "promptDiscoveryOrVolume": "yes",
        "crawlerLogAnalytics": "n/a",
        "aiReferralAttribution": "n/a",
        "prov": {
          "sources": [
            {
              "url": "https://help.seranking.com/hc/en-us/articles/22256519555356-Get-Started-with-SE-Visible",
              "type": "docs",
              "title": "Get Started with SE Visible",
              "archive": null
            },
            {
              "url": "https://help.seranking.com/hc/en-us/articles/30179858054044-SE-Visible-Dashboard-overview",
              "type": "docs",
              "title": "SE Visible Dashboard overview",
              "archive": null
            },
            {
              "url": "https://help.seranking.com/hc/en-us/articles/30180030798492-Prompts-tracking",
              "type": "docs",
              "title": "Prompts tracking",
              "archive": null
            },
            {
              "url": "https://help.seranking.com/hc/en-us/articles/22266372506524-SE-Visible-FAQ",
              "type": "docs",
              "title": "SE Visible FAQ (Visibility formula, citations, sentiment)",
              "archive": null
            },
            {
              "url": "https://visible.seranking.com/blog/how-se-visible-works/",
              "type": "blog",
              "title": "Inside SE Visible (2026-09-29)",
              "archive": null
            },
            {
              "url": "https://visible.seranking.com/",
              "type": "other",
              "title": "SE Visible homepage",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "accuracyHallucination": "not published: no automated accuracy/hallucination flag described; help FAQ says users read answers themselves to spot descriptions that are 'simply wrong'",
            "crawlerLogAnalytics": "not published",
            "aiReferralAttribution": "not published: only manual blending with GA4 in Data Studio is mentioned"
          },
          "couldNotVerify": [
            "Whether any prompt-volume or demand estimate is offered (vendor says prompts have no search volume; 'Discover' section only planned)",
            "Whether sentiment or inaccuracy changes trigger alerts beyond the weekly change email"
          ]
        }
      },
      "actionLayer": {
        "recommendations": "yes",
        "contentGeneration": "n/a",
        "technicalAudits": "n/a",
        "citationOutreach": "yes",
        "prov": {
          "sources": [
            {
              "url": "https://visible.seranking.com/blog/how-se-visible-works/",
              "type": "blog",
              "title": "Inside SE Visible (2026-09-29) — 'What are Agents in SE Visible?' and Sources/Gap score",
              "archive": null
            },
            {
              "url": "https://help.seranking.com/hc/en-us/articles/22256519555356-Get-Started-with-SE-Visible",
              "type": "docs",
              "title": "Get Started with SE Visible — 'Find ways to grow visibility and citations'",
              "archive": null
            },
            {
              "url": "https://visible.seranking.com/",
              "type": "other",
              "title": "SE Visible homepage — 'Build smarter outreach strategies based on source data'",
              "archive": null
            },
            {
              "url": "https://help.seranking.com/hc/en-us/articles/22266372506524-SE-Visible-FAQ",
              "type": "docs",
              "title": "SE Visible FAQ — 'What is the difference between SE Visible and SE Ranking?'",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "contentGeneration": "not published: no content-generation feature described for SE Visible",
            "technicalAudits": "not published: no site/schema/llms.txt audit in SE Visible; audits are in the separate SE Ranking platform"
          },
          "couldNotVerify": [
            "Which plans get Agents (beta) and how many opportunities they produce"
          ]
        }
      },
      "dataAccess": {
        "api": "yes",
        "csvExport": "yes",
        "lookerStudio": "yes",
        "warehouseOrBigQuery": "n/a",
        "slack": "n/a",
        "emailAlerts": "yes",
        "mcp": "n/a",
        "prov": {
          "sources": [
            {
              "url": "https://seranking.com/api/se-visible/",
              "type": "docs",
              "title": "SE Ranking API / SE Visible (BETA) overview",
              "archive": null
            },
            {
              "url": "https://seranking.com/api/se-visible/getting-started/",
              "type": "docs",
              "title": "SE Visible API — Getting started (Usage and limits)",
              "archive": null
            },
            {
              "url": "https://seranking.com/api/se-visible/subscription/",
              "type": "docs",
              "title": "SE Visible API — Subscription",
              "archive": null
            },
            {
              "url": "https://visible.seranking.com/blog/how-se-visible-works/",
              "type": "blog",
              "title": "Inside SE Visible (2026-09-29) — reporting, API on all plans, weekly email",
              "archive": null
            },
            {
              "url": "https://help.seranking.com/hc/en-us/articles/30179858054044-SE-Visible-Dashboard-overview",
              "type": "docs",
              "title": "SE Visible Dashboard overview — Exporting what you see",
              "archive": null
            },
            {
              "url": "https://help.seranking.com/hc/en-us/articles/22256519555356-Get-Started-with-SE-Visible",
              "type": "docs",
              "title": "Get Started with SE Visible — API and Data Studio connector",
              "archive": null
            },
            {
              "url": "https://seranking.com/api/integrations/data-studio/",
              "type": "docs",
              "title": "SE Ranking API integrations — Data Studio",
              "archive": null
            },
            {
              "url": "https://seranking.com/api/integrations/mcp/",
              "type": "docs",
              "title": "SE Ranking API integrations — MCP",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "warehouseOrBigQuery": "not published",
            "slack": "not published",
            "mcp": "not published: SE Ranking MCP server exists but SE Visible is not named among its tools"
          },
          "couldNotVerify": [
            "Whether the Data Studio 'AI Search' connector reads SE Visible projects or only SE Ranking's AI Search data",
            "Whether SE Ranking's MCP server can query SE Visible projects",
            "API rate limits for the SE Visible endpoints (beta)"
          ]
        }
      },
      "businessFit": {
        "agencyMultiClient": "yes",
        "whiteLabel": "no",
        "sso": "n/a",
        "soc2": "n/a",
        "iso27001": "n/a",
        "gdprStatement": "yes",
        "euDataResidency": "n/a",
        "uiLanguages": [
          "English",
          "German",
          "French",
          "Spanish",
          "Dutch",
          "Portuguese",
          "Italian",
          "Japanese",
          "Russian"
        ],
        "prov": {
          "sources": [
            {
              "url": "https://visible.seranking.com/for-agency-owners/",
              "type": "other",
              "title": "SE Visible for Agency Owners",
              "archive": null
            },
            {
              "url": "https://help.seranking.com/hc/en-us/articles/22266372506524-SE-Visible-FAQ",
              "type": "docs",
              "title": "SE Visible FAQ (white labeling, interface languages)",
              "archive": null
            },
            {
              "url": "https://visible.seranking.com/blog/how-se-visible-works/",
              "type": "blog",
              "title": "Inside SE Visible (2026-09-29) — interface languages, view-only client access",
              "archive": null
            },
            {
              "url": "https://visibleapp.seranking.com/auth/sign-up",
              "type": "other",
              "title": "SE Visible sign-up page",
              "archive": null
            },
            {
              "url": "https://seranking.com/faq.html",
              "type": "other",
              "title": "SE Ranking FAQ — SSO, GDPR, DPA",
              "archive": null
            },
            {
              "url": "https://seranking.com/legal/privacy-statement.html",
              "type": "other",
              "title": "SE Ranking Privacy Statement (GDPR section)",
              "archive": null
            },
            {
              "url": "https://seranking.com/legal/processors.html",
              "type": "other",
              "title": "SE Ranking Processors list",
              "archive": null
            },
            {
              "url": "https://seranking.com/legal/terms-of-service.html",
              "type": "other",
              "title": "SE Ranking Terms of Service §14 'SE Visible'",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "sso": "not published: SE Visible offers Google/Microsoft social sign-in; enterprise SAML/OIDC SSO not stated for SE Visible (SE Ranking FAQ says it is not standard on SE Ranking)",
            "soc2": "not published",
            "iso27001": "not published",
            "euDataResidency": "not published: processors list includes EU hosting (Hetzner DE, AWS EMEA LU) and US hosting (Google); no residency commitment"
          },
          "couldNotVerify": [
            "SOC 2 / ISO 27001 status of SE Ranking or SE Visible",
            "Whether enterprise SSO (SAML/OIDC) is available for SE Visible on the Custom plan",
            "Where SE Visible answer data is stored (EU vs US)",
            "Whether user roles/permissions exist yet (homepage lists 'User management… custom access control' as coming soon)"
          ]
        }
      },
      "selection": {
        "roundups": 15,
        "probeAnswers": 18,
        "g2Reviews": 0,
        "g2Scope": "product listing",
        "presenceScore": 0.302,
        "passesGate": true,
        "shortlistedByRubric": false
      },
      "normalisation": {},
      "derived": {
        "segment": "budget",
        "entryPriceUsd": 99,
        "entryPlan": "Basic",
        "entryBasis": null,
        "plans": {
          "Basic|monthly": {
            "usd": 99,
            "checks": 30400,
            "costPer1kUsd": 3.26
          },
          "Basic|annual": {
            "usd": 79,
            "checks": 30400,
            "costPer1kUsd": 2.6
          },
          "Core|monthly": {
            "usd": 189,
            "checks": 68400,
            "costPer1kUsd": 2.76
          },
          "Core|annual": {
            "usd": 151,
            "checks": 68400,
            "costPer1kUsd": 2.21
          },
          "Plus|monthly": {
            "usd": 355,
            "checks": 152000,
            "costPer1kUsd": 2.34
          },
          "Plus|annual": {
            "usd": 284,
            "checks": 152000,
            "costPer1kUsd": 1.87
          },
          "Custom|monthly": {
            "usd": null,
            "checks": null,
            "costPer1kUsd": null
          },
          "Custom|annual": {
            "usd": null,
            "checks": null,
            "costPer1kUsd": null
          }
        },
        "scenarios": {
          "S|monthly": {
            "status": "fits",
            "plan": "Basic",
            "costUsd": 99,
            "addOnsUsed": [],
            "reason": null,
            "detail": "prompt units needed = 50"
          },
          "S|annual": {
            "status": "fits",
            "plan": "Basic",
            "costUsd": 79,
            "addOnsUsed": [],
            "reason": null,
            "detail": "prompt units needed = 50"
          },
          "M|monthly": {
            "status": "fits",
            "plan": "Basic",
            "costUsd": 99,
            "addOnsUsed": [],
            "reason": null,
            "detail": "prompt units needed = 150"
          },
          "M|annual": {
            "status": "fits",
            "plan": "Basic",
            "costUsd": 79,
            "addOnsUsed": [],
            "reason": null,
            "detail": "prompt units needed = 150"
          },
          "L|monthly": {
            "status": "not-supported",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "The vendor does not support Claude, Microsoft Copilot, Grok.",
            "detail": "engine(s) not supported: claude, copilot, grok"
          },
          "L|annual": {
            "status": "not-supported",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "The vendor does not support Claude, Microsoft Copilot, Grok.",
            "detail": "engine(s) not supported: claude, copilot, grok"
          }
        },
        "bestRate": {
          "plan": "Plus",
          "usd": 355,
          "checks": 152000,
          "costPer1kUsd": 2.34
        },
        "largestPlan": {
          "plan": "Plus",
          "usd": 355,
          "native": 355,
          "currency": "USD",
          "prompts": 1000,
          "checks": 152000,
          "runFrequency": "daily"
        }
      },
      "flags": {
        "priceEstimate": false,
        "agencyRouteEligibilityUnconfirmed": false,
        "excludeFromAggregates": false,
        "note": null
      },
      "changesSince20260531": "Verified 2026-10-03 against the 2026-05-31 lead list. (1) Price structure changed. The lead list said 'SE Visible od $189'; there is now a cheaper Basic tier at $99/mo monthly ($79 annual) with 200 prompts and 3 projects. $189 ($151 annual) is now Core (450 prompts, 5 projects), and Plus costs $355 ($284 annual) for 1,000 prompts and 10 projects. A 'Save 20%' annual toggle and a Custom plan are shown. (2) Refresh. The lead list said weekly refresh; checks are now daily by default on all tracked prompts and engines, with weekly as an option. (3) Countries. The lead list had '7 countries, no PL'. The help FAQ, the 2026-09-29 blog and the API reference now list 42 countries including Poland, plus city/region targeting in the help docs, although the homepage and agency page still say 7 countries and 5 languages and the homepage still badges 'Local AI Visibility' as 'coming soon'. (4) Engines are still five (ChatGPT, Gemini, Perplexity, AI Mode, AI Overviews). Claude is 'coming soon', and Claude and Copilot are 'Planned next'. (5) New since the lead list: a public REST API (beta) on all plans, a Data Studio connector, 'Agents' recommendations (beta), intent/funnel prompt labels, and a weekly change email. SE Ranking's 'AI Search' add-on now explicitly includes SE Visible access. (6) The SE Ranking ToS (updated 2026-06-25) says SE Visible runs through the OpenRouter aggregator, which contradicts the vendor's browser/UI collection claim."
    },
    {
      "id": "searchable",
      "name": "Searchable",
      "shortName": "Searchable",
      "vendor": "Searchable (Searchable, Inc., Delaware; UK entity Searchable Limited, Co. Reg. No. 16579753)",
      "url": "https://www.searchable.com/",
      "pricingUrl": "https://www.searchable.com/pricing",
      "docsUrl": "https://docs.searchable.com/introduction",
      "category": "native",
      "parentProduct": null,
      "status": "live",
      "summary": "Searchable is an AI search visibility platform (contracting entity Searchable, Inc., Delaware; teams in London, New York and Salt Lake City) that tracks brand mentions, citations, sentiment and share of voice in ChatGPT, Google AI Overviews and Perplexity, with six more engines as paid add-ons, and adds content generation, site audits, AI-crawler and AI-referral analytics, an API and an MCP server. Self-serve plans start at $125/month for 100 tracked prompts; separate agency plans with pitch workspaces and white-label reports are aimed at in-house SEO teams and agencies.",
      "reviewed": false,
      "identity": {
        "hqCountry": null,
        "ownership": "vc-backed",
        "funding": "$4M (GBP 3M) round led by Freestyle (announced 2025-12) + $14M round led by Headline at an $85M valuation (announced 2026-05-18). The two announced rounds sum to $18M (our arithmetic; neither the About page nor the funding post states a total). Acquired Meridian Tech, Inc. (New York) in a 'seven-figure' deal (announced 2026-09-21).",
        "fundingAsOf": "2026-05-18",
        "yearLaunched": 2025,
        "prov": {
          "sources": [
            {
              "url": "https://www.searchable.com/about",
              "type": "other",
              "title": "About Searchable",
              "archive": null
            },
            {
              "url": "https://www.searchable.com/blog/searchable-raised-14m-seed-round",
              "type": "blog",
              "title": "Searchable just raised $14M. Here's what actually happened.",
              "archive": null
            },
            {
              "url": "https://www.searchable.com/llms.txt",
              "type": "other",
              "title": "Searchable llms.txt (company facts)",
              "archive": null
            },
            {
              "url": "https://www.searchable.com/privacy",
              "type": "other",
              "title": "Privacy Policy (last updated 26 September 2026)",
              "archive": null
            },
            {
              "url": "https://www.prnewswire.com/news-releases/ai-visibility-platform-searchable-acquires-new-yorks-meridian-in-seven-figure-deal-302883134.html",
              "type": "press",
              "title": "AI visibility platform Searchable acquires New York's Meridian in seven-figure deal (PR Newswire, 2026-09-21)",
              "archive": null
            },
            {
              "url": "https://www.searchable.com/api/md/about",
              "type": "other",
              "title": "About (vendor markdown version: '$4 million (£3 million)')",
              "archive": null
            },
            {
              "url": "https://www.searchable.com/terms",
              "type": "other",
              "title": "Subscription Terms and Conditions (last updated 1 May 2026, Version 1.0)",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "hqCountry": "contradictory sources: llms.txt and the site footer say London, UK (Searchable Limited); the privacy policy says U.S.-headquartered and the Terms give Searchable, Inc.'s principal place of business as Newark, Delaware"
          },
          "couldNotVerify": [
            "Where the company is actually headquartered: vendor pages disagree (London per llms.txt and footer; U.S. per the privacy policy and Terms).",
            "Price paid for Meridian (vendor and press say only 'seven-figure')."
          ]
        }
      },
      "pricing": {
        "model": "per-prompt",
        "promptUnit": "A tracked prompt, sold as 'tracked prompts / model': each tracked prompt runs daily on every model in the plan (Pro: 100 prompts = '9,000' AI answers analyzed/month across the 3 included models). Tracked prompts 'count toward your prompt allowance' (MCP docs).",
        "promptUnitPerEngine": "no",
        "promptUnitPerCountry": "n/a",
        "promptUnitPerRun": "no",
        "freePlan": {
          "available": "n/a",
          "limits": "Not on the pricing page. Docs refer to a 'Free plan' on which API keys and MCP are unavailable, but publish no free-plan limits. The 'Start for free' button leads to sign-up; the free 'AI Visibility Score' tool is a one-off report, not a plan."
        },
        "freeTrial": {
          "available": "yes",
          "days": 14,
          "cardRequired": "n/a",
          "limits": "'Pro, Scale, Launch, and Growth include a 14-day free trial. Additional model coverage is available on paid plans after the trial. For Enterprise, talk to our team.' When a paid add-on model is selected, the plan button changes from 'Try it free, 14 days' to 'Get started'. Subscription Terms s.4.1-4.3: the trial runs 14 calendar days from account creation; the payment method on file is charged automatically on the day after the trial ends (the 'Conversion Date') unless the customer cancels before the trial ends."
        },
        "billingOptions": [
          "monthly",
          "annual"
        ],
        "annualDiscountNote": "Save 20% with annual billing",
        "plans": [
          {
            "name": "Pro",
            "contactSales": false,
            "priceMonthly": 125,
            "priceAnnualPerMonth": 100,
            "currency": "USD",
            "promptsIncluded": 100,
            "creditsIncluded": null,
            "enginesIncluded": [
              "chatgpt",
              "googleAio",
              "perplexity"
            ],
            "enginesSelectable": "no",
            "maxEngines": 9,
            "runFrequency": "daily",
            "brandsOrProjects": 1,
            "seats": "unlimited",
            "countries": "unlimited",
            "languages": null,
            "addOns": [
              {
                "name": "Microsoft Copilot model",
                "price": 25,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "engine:copilot"
              },
              {
                "name": "DeepSeek model",
                "price": 25,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "engine:deepseek"
              },
              {
                "name": "Google AI Mode model",
                "price": 25,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "engine:googleAiMode"
              },
              {
                "name": "Gemini model",
                "price": 50,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "engine:gemini"
              },
              {
                "name": "Claude model (web search on)",
                "price": 200,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "engine:claude"
              },
              {
                "name": "Grok model (web search on)",
                "price": 200,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "engine:grok"
              },
              {
                "name": "Claude Lite (model knowledge only, web search off, no web citations)",
                "price": 50,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "other"
              },
              {
                "name": "Grok Lite (model knowledge only, web search off, no web citations)",
                "price": 50,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "other"
              }
            ],
            "planSource": "https://www.searchable.com/pricing"
          },
          {
            "name": "Scale",
            "contactSales": false,
            "priceMonthly": 400,
            "priceAnnualPerMonth": 320,
            "currency": "USD",
            "promptsIncluded": 500,
            "creditsIncluded": null,
            "enginesIncluded": [
              "chatgpt",
              "googleAio",
              "perplexity"
            ],
            "enginesSelectable": "no",
            "maxEngines": 9,
            "runFrequency": "daily",
            "brandsOrProjects": 10,
            "seats": "unlimited",
            "countries": "unlimited",
            "languages": null,
            "addOns": [
              {
                "name": "Microsoft Copilot model",
                "price": 125,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "engine:copilot"
              },
              {
                "name": "DeepSeek model",
                "price": 125,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "engine:deepseek"
              },
              {
                "name": "Google AI Mode model",
                "price": 125,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "engine:googleAiMode"
              },
              {
                "name": "Gemini model",
                "price": 250,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "engine:gemini"
              },
              {
                "name": "Claude model (web search on)",
                "price": 1000,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "engine:claude"
              },
              {
                "name": "Grok model (web search on)",
                "price": 1000,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "engine:grok"
              },
              {
                "name": "Claude Lite (model knowledge only, web search off, no web citations)",
                "price": 250,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "other"
              },
              {
                "name": "Grok Lite (model knowledge only, web search off, no web citations)",
                "price": 250,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "other"
              }
            ],
            "planSource": "https://www.searchable.com/pricing"
          },
          {
            "name": "Enterprise",
            "contactSales": true,
            "priceMonthly": 999,
            "priceAnnualPerMonth": 799,
            "currency": "USD",
            "promptsIncluded": 1250,
            "creditsIncluded": null,
            "enginesIncluded": [
              "chatgpt",
              "googleAio",
              "perplexity"
            ],
            "enginesSelectable": "no",
            "maxEngines": 9,
            "runFrequency": "daily",
            "brandsOrProjects": "unlimited",
            "seats": "unlimited",
            "countries": "unlimited",
            "languages": null,
            "addOns": [
              {
                "name": "Microsoft Copilot model",
                "price": 315,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "engine:copilot"
              },
              {
                "name": "DeepSeek model",
                "price": 315,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "engine:deepseek"
              },
              {
                "name": "Google AI Mode model",
                "price": 315,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "engine:googleAiMode"
              },
              {
                "name": "Gemini model",
                "price": 625,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "engine:gemini"
              },
              {
                "name": "Claude model (web search on)",
                "price": 2500,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "engine:claude"
              },
              {
                "name": "Grok model (web search on)",
                "price": 2500,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "engine:grok"
              },
              {
                "name": "Claude Lite (model knowledge only, web search off, no web citations)",
                "price": 625,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "other"
              },
              {
                "name": "Grok Lite (model knowledge only, web search off, no web citations)",
                "price": 625,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "other"
              },
              {
                "name": "Microsoft Copilot model",
                "price": 313,
                "currency": "USD",
                "unit": "per month, billed annually",
                "appliesTo": "engine:copilot"
              },
              {
                "name": "DeepSeek model",
                "price": 313,
                "currency": "USD",
                "unit": "per month, billed annually",
                "appliesTo": "engine:deepseek"
              },
              {
                "name": "Google AI Mode model",
                "price": 313,
                "currency": "USD",
                "unit": "per month, billed annually",
                "appliesTo": "engine:googleAiMode"
              }
            ],
            "planSource": "https://www.searchable.com/pricing"
          },
          {
            "name": "Custom",
            "contactSales": true,
            "priceMonthly": null,
            "priceAnnualPerMonth": null,
            "currency": null,
            "promptsIncluded": null,
            "creditsIncluded": null,
            "enginesIncluded": [
              "chatgpt",
              "googleAio",
              "perplexity"
            ],
            "enginesSelectable": "yes",
            "maxEngines": null,
            "runFrequency": "configurable",
            "brandsOrProjects": "unlimited",
            "seats": null,
            "countries": null,
            "languages": null,
            "addOns": [],
            "planSource": "https://www.searchable.com/pricing"
          },
          {
            "name": "Launch (agencies)",
            "contactSales": false,
            "priceMonthly": 250,
            "priceAnnualPerMonth": 200,
            "currency": "USD",
            "promptsIncluded": 200,
            "creditsIncluded": null,
            "enginesIncluded": [
              "chatgpt",
              "googleAio",
              "perplexity"
            ],
            "enginesSelectable": "no",
            "maxEngines": 9,
            "runFrequency": "daily",
            "brandsOrProjects": 5,
            "seats": "unlimited",
            "countries": "unlimited",
            "languages": null,
            "addOns": [
              {
                "name": "Microsoft Copilot model",
                "price": 50,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "engine:copilot"
              },
              {
                "name": "DeepSeek model",
                "price": 50,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "engine:deepseek"
              },
              {
                "name": "Google AI Mode model",
                "price": 50,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "engine:googleAiMode"
              },
              {
                "name": "Gemini model",
                "price": 100,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "engine:gemini"
              },
              {
                "name": "Claude model (web search on)",
                "price": 400,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "engine:claude"
              },
              {
                "name": "Grok model (web search on)",
                "price": 400,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "engine:grok"
              },
              {
                "name": "Claude Lite (model knowledge only, web search off, no web citations)",
                "price": 100,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "other"
              },
              {
                "name": "Grok Lite (model knowledge only, web search off, no web citations)",
                "price": 100,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "other"
              }
            ],
            "planSource": "https://www.searchable.com/pricing?audience=agency"
          },
          {
            "name": "Growth (agencies)",
            "contactSales": false,
            "priceMonthly": 400,
            "priceAnnualPerMonth": 320,
            "currency": "USD",
            "promptsIncluded": 500,
            "creditsIncluded": null,
            "enginesIncluded": [
              "chatgpt",
              "googleAio",
              "perplexity"
            ],
            "enginesSelectable": "no",
            "maxEngines": 9,
            "runFrequency": "daily",
            "brandsOrProjects": 10,
            "seats": "unlimited",
            "countries": "unlimited",
            "languages": null,
            "addOns": [
              {
                "name": "Microsoft Copilot model",
                "price": 125,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "engine:copilot"
              },
              {
                "name": "DeepSeek model",
                "price": 125,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "engine:deepseek"
              },
              {
                "name": "Google AI Mode model",
                "price": 125,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "engine:googleAiMode"
              },
              {
                "name": "Gemini model",
                "price": 250,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "engine:gemini"
              },
              {
                "name": "Claude model (web search on)",
                "price": 1000,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "engine:claude"
              },
              {
                "name": "Grok model (web search on)",
                "price": 1000,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "engine:grok"
              },
              {
                "name": "Claude Lite (model knowledge only, web search off, no web citations)",
                "price": 250,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "other"
              },
              {
                "name": "Grok Lite (model knowledge only, web search off, no web citations)",
                "price": 250,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "other"
              }
            ],
            "planSource": "https://www.searchable.com/pricing?audience=agency"
          },
          {
            "name": "Enterprise Agencies",
            "contactSales": true,
            "priceMonthly": 999,
            "priceAnnualPerMonth": 799,
            "currency": "USD",
            "promptsIncluded": 1250,
            "creditsIncluded": null,
            "enginesIncluded": [
              "chatgpt",
              "googleAio",
              "perplexity"
            ],
            "enginesSelectable": "no",
            "maxEngines": 9,
            "runFrequency": "daily",
            "brandsOrProjects": "unlimited",
            "seats": "unlimited",
            "countries": "unlimited",
            "languages": null,
            "addOns": [
              {
                "name": "Microsoft Copilot model",
                "price": 315,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "engine:copilot"
              },
              {
                "name": "DeepSeek model",
                "price": 315,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "engine:deepseek"
              },
              {
                "name": "Google AI Mode model",
                "price": 315,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "engine:googleAiMode"
              },
              {
                "name": "Gemini model",
                "price": 625,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "engine:gemini"
              },
              {
                "name": "Claude model (web search on)",
                "price": 2500,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "engine:claude"
              },
              {
                "name": "Grok model (web search on)",
                "price": 2500,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "engine:grok"
              },
              {
                "name": "Claude Lite (model knowledge only, web search off, no web citations)",
                "price": 625,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "other"
              },
              {
                "name": "Grok Lite (model knowledge only, web search off, no web citations)",
                "price": 625,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "other"
              },
              {
                "name": "Microsoft Copilot model",
                "price": 313,
                "currency": "USD",
                "unit": "per month, billed annually",
                "appliesTo": "engine:copilot"
              },
              {
                "name": "DeepSeek model",
                "price": 313,
                "currency": "USD",
                "unit": "per month, billed annually",
                "appliesTo": "engine:deepseek"
              },
              {
                "name": "Google AI Mode model",
                "price": 313,
                "currency": "USD",
                "unit": "per month, billed annually",
                "appliesTo": "engine:googleAiMode"
              }
            ],
            "planSource": "https://www.searchable.com/pricing?audience=agency"
          }
        ],
        "prov": {
          "sources": [
            {
              "url": "https://www.searchable.com/pricing",
              "type": "pricing",
              "title": "Pricing (For brands tab), monthly and annual",
              "archive": null
            },
            {
              "url": "https://www.searchable.com/pricing?audience=agency",
              "type": "pricing",
              "title": "Pricing (For agencies tab), monthly and annual",
              "archive": null
            },
            {
              "url": "https://www.searchable.com/",
              "type": "other",
              "title": "Homepage (trial / no credit card copy)",
              "archive": null
            },
            {
              "url": "https://docs.searchable.com/integrations/mcp",
              "type": "docs",
              "title": "MCP integration (prompt allowance; Free plan note)",
              "archive": null
            },
            {
              "url": "https://docs.searchable.com/advanced/api-usage",
              "type": "docs",
              "title": "Advanced API Usage (Free plan note)",
              "archive": null
            },
            {
              "url": "https://www.searchable.com/changelog/2026-09-23-claude-and-grok-lite",
              "type": "blog",
              "title": "Changelog: Claude Lite and Grok Lite tracking (2026-09-23)",
              "archive": null
            },
            {
              "url": "https://www.searchable.com/terms",
              "type": "other",
              "title": "Subscription Terms and Conditions (last updated 1 May 2026, Version 1.0)",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "promptUnitPerCountry": "not published: grid shows 'Countries/regions: Unlimited' but does not say whether tracking a prompt in several countries uses more allowance",
            "freePlan": "not published: docs mention a 'Free plan' (no API/MCP) but its limits are not published and the pricing page lists no free tier",
            "freeTrial.cardRequired": "contradictory sources: homepage says 'No credit card required'; Subscription Terms s.4.2 (1 May 2026) say the customer 'enters payment details to start the Free Trial' and is auto-charged on the Conversion Date"
          },
          "couldNotVerify": [
            "Whether tracking one prompt in several countries/locations uses more than one unit of the prompt allowance.",
            "What a 'Free plan' (mentioned in the docs) includes, and whether the 'Start for free' sign-up becomes a free tier after the 14-day trial.",
            "Overage or top-up prices for extra prompts (the FAQ refers prompt allowance changes and >5,000 prompts to sales).",
            "Whether add-on models can be bought self-serve at checkout or only 'after onboarding' / via sales (the card says 'Add models after onboarding, or chat with sales').",
            "Enterprise and Enterprise Agencies are shown as '$999+/mo' with 'Talk to sales'; the actual quote may be higher.",
            "Whether the 14-day trial requires a card: the homepage says 'No credit card required', but Subscription Terms s.4.2 describe entering payment details to start the trial (no sign-up was attempted).",
            "Which refund rule applies to annual plans: the Terms say non-cancellable and non-refundable; the pricing page's hidden FAQ JSON-LD offers a 7-day money-back guarantee.",
            "Languages per plan: prompts can be set to a project language, but no per-plan language limit is published."
          ]
        }
      },
      "engines": {
        "status": {
          "chatgpt": {
            "status": "included",
            "surface": "both",
            "minPlan": "Pro (brands) / Launch (agencies)"
          },
          "googleAio": {
            "status": "included",
            "surface": "ui",
            "minPlan": "Pro (brands) / Launch (agencies)"
          },
          "googleAiMode": {
            "status": "add-on",
            "surface": "ui",
            "minPlan": "Pro (brands) / Launch (agencies)"
          },
          "gemini": {
            "status": "add-on",
            "surface": "unknown",
            "minPlan": "Pro (brands) / Launch (agencies)"
          },
          "perplexity": {
            "status": "included",
            "surface": "unknown",
            "minPlan": "Pro (brands) / Launch (agencies)"
          },
          "claude": {
            "status": "add-on",
            "surface": "unknown",
            "minPlan": "Pro (brands) / Launch (agencies)"
          },
          "copilot": {
            "status": "add-on",
            "surface": "unknown",
            "minPlan": "Pro (brands) / Launch (agencies)"
          },
          "grok": {
            "status": "add-on",
            "surface": "unknown",
            "minPlan": "Pro (brands) / Launch (agencies)"
          },
          "deepseek": {
            "status": "add-on",
            "surface": "unknown",
            "minPlan": "Pro (brands) / Launch (agencies)"
          },
          "metaAi": {
            "status": "n/a",
            "surface": "unknown",
            "minPlan": null
          }
        },
        "other": [
          {
            "name": "Claude Lite (Claude without web search)",
            "status": "add-on"
          },
          {
            "name": "Grok Lite (Grok without web search)",
            "status": "add-on"
          }
        ],
        "settings": {
          "country": "yes",
          "language": "yes",
          "persona": "n/a"
        },
        "prov": {
          "sources": [
            {
              "url": "https://www.searchable.com/pricing",
              "type": "pricing",
              "title": "Pricing compare grid (Available models)",
              "archive": null
            },
            {
              "url": "https://docs.searchable.com/using-searchable/visibility-tracking",
              "type": "docs",
              "title": "AI Visibility Tracking (9 AI platforms)",
              "archive": null
            },
            {
              "url": "https://docs.searchable.com/getting-started/creating-your-project",
              "type": "docs",
              "title": "Creating your project (primary location and language)",
              "archive": null
            },
            {
              "url": "https://www.searchable.com/blog/ai-visibility-tracking",
              "type": "blog",
              "title": "AI Visibility Tracking: How It Works and What It Measures (2026-04-08)",
              "archive": null
            },
            {
              "url": "https://www.searchable.com/blog/chatgpt-research-depth-study",
              "type": "blog",
              "title": "ChatGPT's research depth doubled (2026-08-19)",
              "archive": null
            },
            {
              "url": "https://www.searchable.com/blog/best-claude-tracking-tools",
              "type": "blog",
              "title": "Best Claude SEO Tracking Tools in 2026 (self-ranking vendor listicle, 2026-02-18, updated 2026-02-27; marketing claim, not used for any value)",
              "archive": null
            },
            {
              "url": "https://www.searchable.com/changelog/2026-09-23-claude-and-grok-lite",
              "type": "blog",
              "title": "Changelog: Claude Lite and Grok Lite tracking",
              "archive": null
            },
            {
              "url": "https://www.prnewswire.com/news-releases/ai-visibility-platform-searchable-acquires-new-yorks-meridian-in-seven-figure-deal-302883134.html",
              "type": "press",
              "title": "PR Newswire release, 2026-09-21 ('10 AI engines' vendor claim)",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "metaAi": "not published",
            "persona": "not published"
          },
          "couldNotVerify": [
            "Collection surface (UI vs API) for Perplexity, Gemini, Claude, Copilot, Grok and DeepSeek (Claude: only a stale vendor marketing claim of browser + API).",
            "Whether the API cross-check the vendor mentions applies to Google AI Overviews / AI Mode answers, and against which API.",
            "Whether ChatGPT is tracked logged-in or logged-out, which model/version, and whether web search is forced on.",
            "Whether the Lite variants are collected via API (web search disabled suggests it, but the vendor does not say).",
            "How many countries or languages one prompt can be tracked in on each plan, and whether non-English prompts are supported below Custom.",
            "Which '10 AI engines' the vendor's 2026-09-21 press release counts (grid and docs show 9 plus 2 Lite variants)."
          ]
        }
      },
      "method": {
        "value": "mixed",
        "quote": "Searchable captures answers the way users see them and cross-checks them against API responses, which is how it covers Google AI Overviews and AI Mode alongside chat engines.",
        "detail": "The vendor describes UI capture of what users see, cross-checked with API responses. For ChatGPT it says about 98% of volume comes from third-party 'provider scraping' (two independent collection providers) and about 2% from a non-browsing API route, and the Lite variants answer with web search disabled.",
        "prov": {
          "sources": [
            {
              "url": "https://www.searchable.com/blog/ai-visibility-tracking",
              "type": "blog",
              "title": "AI Visibility Tracking: How It Works and What It Measures (published 2026-04-08, modified 2026-09-29)",
              "archive": null
            },
            {
              "url": "https://www.searchable.com/blog/chatgpt-research-depth-study",
              "type": "blog",
              "title": "ChatGPT's research depth doubled: What it means for brands (2026-08-19)",
              "archive": null
            },
            {
              "url": "https://www.searchable.com/blog/best-claude-tracking-tools",
              "type": "blog",
              "title": "Best Claude SEO Tracking Tools in 2026 (self-ranking vendor listicle, 2026-02-18, updated 2026-02-27; marketing claim, not used for the classification)",
              "archive": null
            },
            {
              "url": "https://www.searchable.com/changelog/2026-09-23-claude-and-grok-lite",
              "type": "blog",
              "title": "Changelog: Claude Lite and Grok Lite tracking",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {},
          "couldNotVerify": [
            "Which engines use UI capture and which use API calls (per engine), except ChatGPT (mostly scraping) and AI Overviews/AI Mode (UI).",
            "Number of runs per prompt per day and how results are sampled or aggregated.",
            "Identity of the third-party scraping providers."
          ]
        }
      },
      "metrics": {
        "mentions": "yes",
        "citationsWithUrls": "yes",
        "shareOfVoice": "yes",
        "positionProminence": "yes",
        "sentiment": "yes",
        "accuracyHallucination": "yes",
        "promptDiscoveryOrVolume": "yes",
        "crawlerLogAnalytics": "yes",
        "aiReferralAttribution": "yes",
        "prov": {
          "sources": [
            {
              "url": "https://www.searchable.com/pricing",
              "type": "pricing",
              "title": "Compare grid: Citation tracking, Competitor analysis, Agent Analytics, AI shopping data",
              "archive": null
            },
            {
              "url": "https://www.searchable.com/features/aeo-insights",
              "type": "other",
              "title": "AEO Insights",
              "archive": null
            },
            {
              "url": "https://docs.searchable.com/using-searchable/visibility-tracking",
              "type": "docs",
              "title": "AI Visibility Tracking",
              "archive": null
            },
            {
              "url": "https://docs.searchable.com/integrations/mcp",
              "type": "docs",
              "title": "MCP tools (sources, positions, sentiment, prompt volume)",
              "archive": null
            },
            {
              "url": "https://www.searchable.com/features/prompts",
              "type": "other",
              "title": "Prompts",
              "archive": null
            },
            {
              "url": "https://www.searchable.com/features/llm-analytics",
              "type": "other",
              "title": "LLM Analytics",
              "archive": null
            },
            {
              "url": "https://www.searchable.com/features/traffic",
              "type": "other",
              "title": "Traffic",
              "archive": null
            },
            {
              "url": "https://docs.searchable.com/setup/overview",
              "type": "docs",
              "title": "LLM Analytics Setup overview",
              "archive": null
            },
            {
              "url": "https://www.searchable.com/data/ai-brand-misinformation-report",
              "type": "other",
              "title": "The AI Brand Misinformation Report",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {},
          "couldNotVerify": [
            "Source of the prompt 'keyword volume' figures (the docs call it an estimate) and whether real AI prompt volumes are used.",
            "Whether accuracy checks are automatic or rely only on brands grading facts by hand (the report says grading is manual)."
          ]
        }
      },
      "actionLayer": {
        "recommendations": "yes",
        "contentGeneration": "yes",
        "technicalAudits": "yes",
        "citationOutreach": "n/a",
        "prov": {
          "sources": [
            {
              "url": "https://www.searchable.com/pricing",
              "type": "pricing",
              "title": "Pricing (articles/month, site audits/month, 'Actionable recommendations')",
              "archive": null
            },
            {
              "url": "https://www.searchable.com/features/content",
              "type": "other",
              "title": "Content",
              "archive": null
            },
            {
              "url": "https://www.searchable.com/features/on-page",
              "type": "other",
              "title": "On-Page / Site Health",
              "archive": null
            },
            {
              "url": "https://docs.searchable.com/using-searchable/site-audits",
              "type": "docs",
              "title": "Site Audits",
              "archive": null
            },
            {
              "url": "https://docs.searchable.com/recipes/citation-gap",
              "type": "docs",
              "title": "Recipe: Why aren't we being cited?",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "citationOutreach": "not published: docs show how to find outreach targets (citation-gap recipe, MCP use case) but no outreach execution or placement service"
          },
          "couldNotVerify": [
            "Whether the site audit checks llms.txt as an audit item (only the Agent demo mentions drafting one).",
            "Quality or human review of generated articles."
          ]
        }
      },
      "dataAccess": {
        "api": "yes",
        "csvExport": "yes",
        "lookerStudio": "yes",
        "warehouseOrBigQuery": "n/a",
        "slack": "yes",
        "emailAlerts": "yes",
        "mcp": "yes",
        "prov": {
          "sources": [
            {
              "url": "https://www.searchable.com/pricing",
              "type": "pricing",
              "title": "Compare grid: Platform & Integration",
              "archive": null
            },
            {
              "url": "https://docs.searchable.com/advanced/api-usage",
              "type": "docs",
              "title": "Advanced API Usage",
              "archive": null
            },
            {
              "url": "https://docs.searchable.com/integrations/mcp",
              "type": "docs",
              "title": "MCP (AI Assistants)",
              "archive": null
            },
            {
              "url": "https://docs.searchable.com/integrations/overview",
              "type": "docs",
              "title": "Integrations Overview",
              "archive": null
            },
            {
              "url": "https://docs.searchable.com/using-searchable/visibility-tracking",
              "type": "docs",
              "title": "AI Visibility Tracking (reporting and exports)",
              "archive": null
            },
            {
              "url": "https://www.searchable.com/enterprise",
              "type": "other",
              "title": "Enterprise",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "warehouseOrBigQuery": "not published: no native warehouse or BigQuery connector; Enterprise page points to the REST API for warehouse feeds"
          },
          "couldNotVerify": [
            "Whether the Slack integration (docs: Custom customers only) is generally available, and on which plans.",
            "API rate limits and quotas per plan (rate-limit headers are documented, but no published plan limits)."
          ]
        }
      },
      "businessFit": {
        "agencyMultiClient": "yes",
        "whiteLabel": "yes",
        "sso": "yes",
        "soc2": "no",
        "iso27001": "n/a",
        "gdprStatement": "yes",
        "euDataResidency": "yes",
        "uiLanguages": null,
        "prov": {
          "sources": [
            {
              "url": "https://www.searchable.com/pricing?audience=agency",
              "type": "pricing",
              "title": "Agency plans",
              "archive": null
            },
            {
              "url": "https://www.searchable.com/features/agency",
              "type": "other",
              "title": "Searchable for Agencies",
              "archive": null
            },
            {
              "url": "https://www.searchable.com/enterprise",
              "type": "other",
              "title": "Enterprise",
              "archive": null
            },
            {
              "url": "https://www.searchable.com/privacy",
              "type": "other",
              "title": "Privacy Policy (last updated 26 September 2026)",
              "archive": null
            },
            {
              "url": "https://www.searchable.com/changelog/2026-09-23-white-label-platform",
              "type": "blog",
              "title": "Changelog: White-label AI search platform for agencies",
              "archive": null
            },
            {
              "url": "https://www.searchable.com/changelog/2026-09-14-workspace-security-controls",
              "type": "blog",
              "title": "Changelog: Workspace IP restrictions and sharing controls",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "iso27001": "not published",
            "uiLanguages": "not published: marketing site has EN/ES/FR/DE/PT/JA versions; app UI languages not stated"
          },
          "couldNotVerify": [
            "SOC 2 audit type, scope and expected completion date.",
            "Whether EU data residency is offered below Enterprise/Custom and which processing (including LLM calls to U.S. providers) stays in the EU.",
            "App UI languages.",
            "Price of the full platform white-label."
          ]
        }
      },
      "selection": {
        "roundups": 1,
        "probeAnswers": 0,
        "g2Reviews": 101,
        "g2Scope": "product listing",
        "presenceScore": 0.234,
        "passesGate": true,
        "shortlistedByRubric": false
      },
      "normalisation": {
        "scenario": {
          "L": {
            "status": "custom-quote",
            "reason": "L needs 500 prompts tracked in each of 3 countries. The pricing grid says 'Countries/regions Unlimited' (evidence/searchable/fix-pricing-monthly.txt), but no source says whether one prompt tracked in several countries uses one unit of the '500 tracked prompts / model' allowance or one unit per country (record pricing.promptUnitPerCountry = n/a). The live API docs (docs.searchable.com/api-reference/prompts/add-prompts.md, opened 2026-10-03) say only that added prompts 'count toward the prompt allowance', and the docs do not say how many units a prompt uses. Scale's published 'AI answers analyzed/month 45,000' (= 500 x 3 x 30) is consistent with one location per prompt. If each country uses a unit, L needs 1,500 prompts, which exceeds every self-serve plan (Enterprise, with 1,250, is 'Talk to sales'). A sales tier exists: Custom ('Fully customisable prompt tracking', 'Choose from all models', grid 'Countries/regions ... Custom'), and pricing-faq-answers.json says 'Can I get a different prompt allowance?' 'Yes. Talk to our team about your prompt volume and model coverage'."
          }
        }
      },
      "derived": {
        "segment": "mid",
        "entryPriceUsd": 125,
        "entryPlan": "Pro",
        "entryBasis": null,
        "plans": {
          "Pro|monthly": {
            "usd": 125,
            "checks": 9120,
            "costPer1kUsd": 13.71
          },
          "Pro|annual": {
            "usd": 100,
            "checks": 9120,
            "costPer1kUsd": 10.96
          },
          "Scale|monthly": {
            "usd": 400,
            "checks": 45600,
            "costPer1kUsd": 8.77
          },
          "Scale|annual": {
            "usd": 320,
            "checks": 45600,
            "costPer1kUsd": 7.02
          },
          "Enterprise|monthly": {
            "usd": 999,
            "checks": 114000,
            "costPer1kUsd": 8.76
          },
          "Enterprise|annual": {
            "usd": 799,
            "checks": 114000,
            "costPer1kUsd": 7.01
          },
          "Custom|monthly": {
            "usd": null,
            "checks": null,
            "costPer1kUsd": null
          },
          "Custom|annual": {
            "usd": null,
            "checks": null,
            "costPer1kUsd": null
          },
          "Launch (agencies)|monthly": {
            "usd": 250,
            "checks": 18240,
            "costPer1kUsd": 13.71
          },
          "Launch (agencies)|annual": {
            "usd": 200,
            "checks": 18240,
            "costPer1kUsd": 10.96
          },
          "Growth (agencies)|monthly": {
            "usd": 400,
            "checks": 45600,
            "costPer1kUsd": 8.77
          },
          "Growth (agencies)|annual": {
            "usd": 320,
            "checks": 45600,
            "costPer1kUsd": 7.02
          },
          "Enterprise Agencies|monthly": {
            "usd": 999,
            "checks": 114000,
            "costPer1kUsd": 8.76
          },
          "Enterprise Agencies|annual": {
            "usd": 799,
            "checks": 114000,
            "costPer1kUsd": 7.01
          }
        },
        "scenarios": {
          "S|monthly": {
            "status": "fits",
            "plan": "Pro",
            "costUsd": 125,
            "addOnsUsed": [],
            "reason": null,
            "detail": "prompt units needed = 50"
          },
          "S|annual": {
            "status": "fits",
            "plan": "Pro",
            "costUsd": 100,
            "addOnsUsed": [],
            "reason": null,
            "detail": "prompt units needed = 50"
          },
          "M|monthly": {
            "status": "fits",
            "plan": "Launch (agencies)",
            "costUsd": 400,
            "addOnsUsed": [
              "Gemini model (100 USD per month)",
              "Google AI Mode model (50 USD per month)"
            ],
            "reason": null,
            "detail": "prompt units needed = 150"
          },
          "M|annual": {
            "status": "fits",
            "plan": "Launch (agencies)",
            "costUsd": 350,
            "addOnsUsed": [
              "Gemini model (100 USD per month)",
              "Google AI Mode model (50 USD per month)"
            ],
            "reason": null,
            "detail": "prompt units needed = 150"
          },
          "L|monthly": {
            "status": "custom-quote",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "Not stated whether a prompt tracked in several countries uses one prompt slot or one per country.",
            "detail": "override: L needs 500 prompts tracked in each of 3 countries. The pricing grid says 'Countries/regions Unlimited' (evidence/searchable/fix-pricing-monthly.txt), but no source says whether one prompt tracked in several countries uses one unit of the '500 tracked prompts / model' allowance or one unit per country (record pricing.promptUnitPerCountry = n/a). The live API docs (docs.searchable.com/api-reference/prompts/add-prompts.md, opened 2026-10-03) say only that added prompts 'count toward the prompt allowance', and the docs do not say how many units a prompt uses. Scale's published 'AI answers analyzed/month 45,000' (= 500 x 3 x 30) is consistent with one location per prompt. If each country uses a unit, L needs 1,500 prompts, which exceeds every self-serve plan (Enterprise, with 1,250, is 'Talk to sales'). A sales tier exists: Custom ('Fully customisable prompt tracking', 'Choose from all models', grid 'Countries/regions ... Custom'), and pricing-faq-answers.json says 'Can I get a different prompt allowance?' 'Yes. Talk to our team about your prompt volume and model coverage'."
          },
          "L|annual": {
            "status": "custom-quote",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "Not stated whether a prompt tracked in several countries uses one prompt slot or one per country.",
            "detail": "override: L needs 500 prompts tracked in each of 3 countries. The pricing grid says 'Countries/regions Unlimited' (evidence/searchable/fix-pricing-monthly.txt), but no source says whether one prompt tracked in several countries uses one unit of the '500 tracked prompts / model' allowance or one unit per country (record pricing.promptUnitPerCountry = n/a). The live API docs (docs.searchable.com/api-reference/prompts/add-prompts.md, opened 2026-10-03) say only that added prompts 'count toward the prompt allowance', and the docs do not say how many units a prompt uses. Scale's published 'AI answers analyzed/month 45,000' (= 500 x 3 x 30) is consistent with one location per prompt. If each country uses a unit, L needs 1,500 prompts, which exceeds every self-serve plan (Enterprise, with 1,250, is 'Talk to sales'). A sales tier exists: Custom ('Fully customisable prompt tracking', 'Choose from all models', grid 'Countries/regions ... Custom'), and pricing-faq-answers.json says 'Can I get a different prompt allowance?' 'Yes. Talk to our team about your prompt volume and model coverage'."
          }
        },
        "bestRate": {
          "plan": "Enterprise",
          "usd": 999,
          "checks": 114000,
          "costPer1kUsd": 8.76
        },
        "largestPlan": {
          "plan": "Scale",
          "usd": 400,
          "native": 400,
          "currency": "USD",
          "prompts": 500,
          "checks": 45600,
          "runFrequency": "daily"
        }
      },
      "flags": {
        "priceEstimate": false,
        "agencyRouteEligibilityUnconfirmed": false,
        "excludeFromAggregates": false,
        "note": null
      },
      "changesSince20260531": "Compared with the 2026-05-31 lead list (Starter $50 ChatGPT-only, Professional $125 with 3 models, Scale $400 with 500 prompts, 14-day trial): (1) There is no $50 Starter; the cheapest plan is Pro at $125/month, or $100/month billed annually (20% annual discount). (2) Pro now includes 3 engines (ChatGPT, Google AI Overviews, Perplexity) with 100 prompts; Copilot, DeepSeek, Google AI Mode, Gemini, Claude and Grok are paid add-ons on every plan, priced by prompt volume (e.g. Claude +$200/month on Pro). (3) New tiers: Enterprise from $999/month (1,250 prompts, sales-led) and Custom; a separate agency tab has Launch $250, Growth $400 and Enterprise Agencies from $999. (4) Claude Lite and Grok Lite (web search off) were added on 2026-09-23. (5) Corporate: Searchable acquired New York's Meridian Tech, Inc. on 2026-09-21; the vendor now states a $14M round led by Headline at an $85M valuation plus a $4M Freestyle round, and opened a Salt Lake City office in August 2026. (6) Vendor traction claim changed from '12,000+ brands' to '16,000+ platform users, 1,000+ brands, 500+ agencies' (September 2026). The 14-day trial is unchanged. Note: the vendor changelog dates the pricing redesign to 2026-05-15, so some of these changes may already have been live when the lead list was compiled."
    },
    {
      "id": "semrush-ai-visibility-toolkit",
      "name": "Semrush AI Visibility Toolkit",
      "shortName": "Semrush AI Visibility Toolkit",
      "vendor": "Semrush Holdings, Inc. (an Adobe company)",
      "url": "https://www.semrush.com/ai-seo/overview/",
      "pricingUrl": "https://www.semrush.com/pricing/ai/",
      "docsUrl": "https://www.semrush.com/kb/1493-ai-visibility-toolkit",
      "category": "suite-module",
      "parentProduct": "Semrush (Semrush One bundles)",
      "status": "live",
      "summary": "Semrush AI Visibility Toolkit is the AI-search module of the Semrush SEO suite (an Adobe company), sold alone at $99 per month per domain or bundled with the SEO Toolkit in Semrush One; it reports brand mentions, cited sources, sentiment and share of voice across ChatGPT, Google AI Overviews and AI Mode, Gemini and Perplexity, with daily custom-prompt tracking on ChatGPT, Google AI Mode and Gemini. It is aimed at SMBs, agencies and mid-market marketing teams, especially those already using Semrush for SEO, while larger organisations are directed to the custom-priced Semrush for Enterprise offer (Enterprise AIO is a separate record).",
      "reviewed": true,
      "identity": {
        "hqCountry": "US",
        "ownership": "subsidiary-of:Adobe",
        "funding": "Acquired by Adobe (Nasdaq: ADBE) in an all-cash deal at $12.00 per share, total equity value about $1.9 billion. Announced 2025-11-19 (Adobe press release); completion announced 2026-04-28 (Semrush news). Semrush was NYSE-listed (SEMR) from 2021.",
        "fundingAsOf": "2026-04-28",
        "yearLaunched": 2025,
        "prov": {
          "sources": [
            {
              "url": "https://www.semrush.com/company/",
              "type": "other",
              "title": "About Us (timeline)",
              "archive": null
            },
            {
              "url": "https://www.semrush.com/news/455953-adobe-completes-semrush-acquisition-strengthening-cx-enterprise-with-enhanced-brand-visibility-capabilities",
              "type": "press",
              "title": "Adobe Completes Semrush Acquisition (Semrush news, 2026-04-28)",
              "archive": null
            },
            {
              "url": "https://news.adobe.com/news/2025/11/adobe-to-acquire-semrush",
              "type": "press",
              "title": "Adobe to acquire Semrush (Adobe newsroom, 2025-11-19)",
              "archive": null
            },
            {
              "url": "https://www.semrush.com/news/385040-semrush-unveils-ai-toolkit-ai-seo-toolkit-to-help-businesses-leverage-ai-brand-perception-and-stay-ahead-in-the-evolution-of-search",
              "type": "press",
              "title": "Semrush Unveils AI Toolkit (AI SEO Toolkit) (2025-03-04)",
              "archive": null
            },
            {
              "url": "https://www.semrush.com/news/431700-semrush-launches-semrush-one-empowering-marketers-to-win-every-search-in-the-ai-era",
              "type": "press",
              "title": "Semrush Launches Semrush One (2025-10-29)",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "third-party",
          "naReasons": {},
          "couldNotVerify": []
        }
      },
      "pricing": {
        "model": "bundle",
        "promptUnit": "One custom prompt in one Prompt Tracking target, refreshed daily. Each target has one search engine ('you can select ChatGPT Search, Google AI Mode, or Gemini as your search engine', KB 1503) and one location ('querying your target prompts on your target platform (and location) each day', KB 1607). The quota is per account ('AI Visibility Toolkit subscription alone: 25 prompts per account'). Prompt Tracking is the 'Position Tracking integration' (KB 1607), and Position Tracking counts items per target: 'Every keyword you add to each target counts toward your overall keyword limit, even if you're already tracking that keyword for another target' (KB 32). That rule is worded for keywords and the Prompt Tracking pages do not restate it for prompts; the record applies it, so the same prompt on a second engine or location is counted as another prompt unit.",
        "promptUnitPerEngine": "yes",
        "promptUnitPerCountry": "yes",
        "promptUnitPerRun": "no",
        "freePlan": {
          "available": "yes",
          "limits": "Semrush Free account ($0, 'No credit card required'): 1 demo project, 10 reports per day. KB 1626 lists 'Check AI mentions, citations, and visibility score' and 'Audit 100 pages for AI readiness' (Domain Overview snapshot plus Site Audit). No custom prompt tracking. The pricing page's Free card shows 'AI Visibility features' with a cross, while KB 1011 says it includes 'a limited set of AI Visibility features'."
        },
        "freeTrial": {
          "available": "yes",
          "days": 7,
          "cardRequired": "yes",
          "limits": "There is no trial for the standalone AI Visibility Toolkit (KB 1493: 'No, the AI Visibility Toolkit does not offer a free trial.'). A 7-day trial applies to the Semrush One plans: 'Try for free' on Starter and Pro+, while the Advanced card shows 'Subscribe'. KB 1011 says '7-day free trial available for all plans'. Exports are disabled during trials. Card check: 'We will charge a nominal amount to your credit card to check its validity'."
        },
        "billingOptions": [
          "monthly",
          "annual"
        ],
        "annualDiscountNote": "Semrush One toggle: 'save up to 17%'. KB 1011: 'Annual billing saves up to 17% compared to monthly billing.' The AI Visibility Base plan shows the same £80.22/mo in the Monthly and Annually states, so no annual discount is displayed for it.",
        "plans": [
          {
            "name": "AI Visibility Toolkit (Base)",
            "contactSales": false,
            "priceMonthly": 99,
            "priceAnnualPerMonth": 99,
            "currency": "USD",
            "promptsIncluded": 25,
            "creditsIncluded": null,
            "enginesIncluded": [
              "chatgpt",
              "googleAiMode",
              "gemini"
            ],
            "enginesSelectable": "yes",
            "maxEngines": null,
            "runFrequency": "daily",
            "brandsOrProjects": 1,
            "seats": 1,
            "countries": null,
            "languages": null,
            "addOns": [
              {
                "name": "Additional Prompts: 50 more prompts for Prompt Tracking (KB 1493)",
                "price": 60,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "prompts:+50"
              },
              {
                "name": "Additional Domain for Brand Performance (KB 1493; overview FAQ: '$99/domain separate subscription')",
                "price": 99,
                "currency": "USD",
                "unit": "per domain per month",
                "appliesTo": "brands:+1"
              },
              {
                "name": "Additional location for Brand Performance (KB 1493: 'Additional domains or locations for Brand Performance can be purchased for $99 each')",
                "price": 99,
                "currency": "USD",
                "unit": "each; billing period not stated (domains are 'per domain per month')",
                "appliesTo": "other"
              },
              {
                "name": "Additional AI Visibility Toolkit licence for a subuser (KB 1493: 'adding another license ($99) for each subuser'); the pricing page also shows 'Additional Users Starting at £36/mo'",
                "price": 99,
                "currency": "USD",
                "unit": "per subuser licence; billing period not stated (toolkit price is $99 per month)",
                "appliesTo": "seats:+1"
              },
              {
                "name": "Pro Report (My Reports: 'Branding and white-labeling', 20+ external integrations); pricing page shows £16.21/mo to EU IP",
                "price": 20,
                "currency": "USD",
                "unit": "per month per report",
                "appliesTo": "other"
              }
            ],
            "planSource": "https://www.semrush.com/pricing/ai/"
          },
          {
            "name": "Semrush One Starter",
            "contactSales": false,
            "priceMonthly": 199,
            "priceAnnualPerMonth": null,
            "currency": "USD",
            "promptsIncluded": 50,
            "creditsIncluded": null,
            "enginesIncluded": [
              "chatgpt",
              "googleAiMode",
              "gemini"
            ],
            "enginesSelectable": "yes",
            "maxEngines": null,
            "runFrequency": "daily",
            "brandsOrProjects": 1,
            "seats": 1,
            "countries": null,
            "languages": null,
            "addOns": [
              {
                "name": "Additional users, plans that include the SEO Toolkit (KB 1011: 'starts at $45 per month and scales with your plan tier'; grid shows £36.46 per user for Starter)",
                "price": 45,
                "currency": "USD",
                "unit": "per user per month",
                "appliesTo": "seats:+1"
              },
              {
                "name": "Pro Report (white-label My Reports)",
                "price": 20,
                "currency": "USD",
                "unit": "per month per report",
                "appliesTo": "other"
              }
            ],
            "planSource": "https://www.semrush.com/pricing/seo-ai-search/"
          },
          {
            "name": "Semrush One Pro+",
            "contactSales": false,
            "priceMonthly": 242.28,
            "priceAnnualPerMonth": 201.09,
            "currency": "GBP",
            "promptsIncluded": 100,
            "creditsIncluded": null,
            "enginesIncluded": [
              "chatgpt",
              "googleAiMode",
              "gemini"
            ],
            "enginesSelectable": "yes",
            "maxEngines": null,
            "runFrequency": "daily",
            "brandsOrProjects": 1,
            "seats": 1,
            "countries": null,
            "languages": null,
            "addOns": [
              {
                "name": "Additional users (grid, Pro+ column)",
                "price": 64.82,
                "currency": "GBP",
                "unit": "per user per month",
                "appliesTo": "seats:+1"
              },
              {
                "name": "Pro Report (white-label My Reports)",
                "price": 20,
                "currency": "USD",
                "unit": "per month per report",
                "appliesTo": "other"
              }
            ],
            "planSource": "https://www.semrush.com/pricing/seo-ai-search/"
          },
          {
            "name": "Semrush One Advanced",
            "contactSales": false,
            "priceMonthly": 444.85,
            "priceAnnualPerMonth": 369.23,
            "currency": "GBP",
            "promptsIncluded": 200,
            "creditsIncluded": null,
            "enginesIncluded": [
              "chatgpt",
              "googleAiMode",
              "gemini"
            ],
            "enginesSelectable": "yes",
            "maxEngines": null,
            "runFrequency": "daily",
            "brandsOrProjects": 1,
            "seats": 1,
            "countries": null,
            "languages": null,
            "addOns": [
              {
                "name": "Additional users (grid, Advanced column)",
                "price": 81.03,
                "currency": "GBP",
                "unit": "per user per month",
                "appliesTo": "seats:+1"
              },
              {
                "name": "Pro Report (white-label My Reports)",
                "price": 20,
                "currency": "USD",
                "unit": "per month per report",
                "appliesTo": "other"
              }
            ],
            "planSource": "https://www.semrush.com/pricing/seo-ai-search/"
          },
          {
            "name": "Semrush for Enterprise",
            "contactSales": true,
            "priceMonthly": null,
            "priceAnnualPerMonth": null,
            "currency": null,
            "promptsIncluded": null,
            "creditsIncluded": null,
            "enginesIncluded": [],
            "enginesSelectable": "n/a",
            "maxEngines": null,
            "runFrequency": "configurable",
            "brandsOrProjects": "unlimited",
            "seats": null,
            "countries": null,
            "languages": null,
            "addOns": [],
            "planSource": "https://www.semrush.com/pricing/ai/"
          }
        ],
        "prov": {
          "sources": [
            {
              "url": "https://www.semrush.com/pricing/ai/",
              "type": "pricing",
              "title": "AI Visibility Toolkit Pricing | Semrush (Monthly and Annually states, Details grid, FAQ)",
              "archive": null
            },
            {
              "url": "https://www.semrush.com/pricing/seo-ai-search/",
              "type": "pricing",
              "title": "SEO & AI Search Plans and Pricing | Semrush (Semrush One cards, Compare Plans grid, FAQ)",
              "archive": null
            },
            {
              "url": "https://www.semrush.com/kb/1493-ai-visibility-toolkit",
              "type": "docs",
              "title": "KB: AI Visibility (Pricing: '$99 per month', add-ons, trial)",
              "archive": null
            },
            {
              "url": "https://www.semrush.com/kb/1626-ai-visibility-features",
              "type": "docs",
              "title": "KB: Semrush Features for AI Visibility (plan table with USD 'Starting at' prices)",
              "archive": null
            },
            {
              "url": "https://www.semrush.com/kb/1011-subscriptions",
              "type": "docs",
              "title": "KB: Subscriptions and Toolkits (plan descriptions, USD add-on prices, trials)",
              "archive": null
            },
            {
              "url": "https://www.semrush.com/kb/1503-prompt-tracking",
              "type": "docs",
              "title": "KB: Prompt Tracking (limits per plan)",
              "archive": null
            },
            {
              "url": "https://www.semrush.com/ai-seo/overview/",
              "type": "other",
              "title": "AI Visibility overview page (FAQ: 'the AI SEO Toolkit costs $99/month')",
              "archive": null
            },
            {
              "url": "https://www.semrush.com/company/legal/refund-policy/",
              "type": "other",
              "title": "Cancellation and Refund Policy",
              "archive": null
            },
            {
              "url": "https://www.semrush.com/pricing/enterprise/",
              "type": "pricing",
              "title": "Enterprise AIO Pricing | Semrush for Enterprise (Compare Plans grid: 'AI Visibility toolkit' vs 'AI Optimization'; Semrush for Enterprise card)",
              "archive": null
            },
            {
              "url": "https://www.semrush.com/kb/1607-semrush-ai-visibility-data",
              "type": "docs",
              "title": "KB: Where does the data in Semrush's AI Visibility Toolkit come from? ('Prompt Tracking (Position Tracking integration)')",
              "archive": null
            },
            {
              "url": "https://www.semrush.com/kb/32-position-tracking",
              "type": "docs",
              "title": "KB: What is Position Tracking? (multitargeting availability; per-target keyword counting; AI search prompt tracking limits)",
              "archive": null
            },
            {
              "url": "https://www.semrush.com/kb/692-multi-targeting",
              "type": "docs",
              "title": "KB: Monitoring Search Visibility with Multitargeting in Position Tracking (per-target counting, ChatGPT target example)",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "plans.Semrush One Starter.priceAnnualPerMonth": "not published: no USD annual price documented; GBP '£133.84/mo billed annually' displayed to EU IP",
            "plans.*.countries": "not published: no per-plan country cap; Prompt Tracking 'supporting 220+ countries and territories', AI Analysis reports cover 42 listed regions, Brand Performance is tied to one location per domain slot",
            "plans.*.languages": "not published: Prompt Tracking language selector 'available for locations that support 2 or more languages'; Brand Performance lists 'Languages: 53'; no per-plan cap",
            "plans.*.maxEngines": "not published: one engine per Prompt Tracking target; how many engine targets or campaigns a plan can run at once is not stated (KB 32: multitargeting 'Not available' without the SEO Toolkit or on the Pro SEO Toolkit level)",
            "plans.Semrush One Starter.overage": "not published: no overage billing documented; KB 1493 and KB 1503 do not say whether the $60 per 50 prompts pack is sold on Semrush One plans",
            "plans.Semrush One Pro+.overage": "not published: no overage billing documented; KB 1493 and KB 1503 do not say whether the $60 per 50 prompts pack is sold on Semrush One plans",
            "plans.Semrush One Advanced.overage": "not published: no overage billing documented; KB 1493 and KB 1503 do not say whether the $60 per 50 prompts pack is sold on Semrush One plans",
            "plans.Semrush for Enterprise.priceMonthly": "contact sales: 'Custom pricing available'",
            "plans.Semrush for Enterprise.priceAnnualPerMonth": "contact sales: 'Custom pricing available'",
            "plans.Semrush for Enterprise.currency": "contact sales: no price is displayed, so no currency",
            "plans.Semrush for Enterprise.promptsIncluded": "contact sales: card says 'Custom large-scale AI prompt tracking' and 'Unlimited projects & custom limits'",
            "plans.Semrush for Enterprise.seats": "contact sales: card lists 'SSO, team governance & audit logs' but no seat count",
            "plans.Semrush for Enterprise.enginesIncluded": "not published: the 'Semrush for Enterprise' card names no engines; the 9-LLM list on the /pricing/enterprise/ grid belongs to the 'AI Optimization' column, recorded separately as semrush-enterprise-aio",
            "plans.Semrush for Enterprise.overage": "contact sales: custom terms"
          },
          "couldNotVerify": [
            "USD list prices for Semrush One Pro+ and Advanced, and the USD annual prices for Semrush One (only GBP was displayed to our EU IP; review-site listings were not used as a price source)",
            "How the 25/50/100/200 prompt quota is counted across engines and locations: KB 1503 and KB 1493 (re-read 2026-10-03) do not say. The record applies the Position Tracking rule that tracked items count once per target (KB 32, KB 692), which is worded for keywords. If Semrush deduplicated identical prompts across engine targets, checks per month would be up to 3× the computed figure.",
            "Whether the $60 per 50 prompts pack and the $99 extra-domain add-on can be added to Semrush One plans",
            "The billing period of the $99 extra Brand Performance location and the $99 per-subuser licence (period not stated)",
            "Whether the Semrush One 7-day trial unlocks the full AI Visibility limits (KB 1608: 'You can explore limited Semrush One features with a free trial')",
            "Exact 'Semrush for Enterprise' pricing, prompt allowance and engine list (contact sales; the Enterprise AIO engine list is in the separate record semrush-enterprise-aio)"
          ]
        }
      },
      "engines": {
        "status": {
          "chatgpt": {
            "status": "included",
            "surface": "ui",
            "minPlan": "AI Visibility Toolkit (Base)"
          },
          "googleAio": {
            "status": "included",
            "surface": "ui",
            "minPlan": "AI Visibility Toolkit (Base)"
          },
          "googleAiMode": {
            "status": "included",
            "surface": "ui",
            "minPlan": "AI Visibility Toolkit (Base)"
          },
          "gemini": {
            "status": "included",
            "surface": "ui",
            "minPlan": "AI Visibility Toolkit (Base)"
          },
          "perplexity": {
            "status": "included",
            "surface": "unknown",
            "minPlan": "AI Visibility Toolkit (Base)"
          },
          "claude": {
            "status": "no",
            "surface": "unknown",
            "minPlan": null
          },
          "copilot": {
            "status": "no",
            "surface": "unknown",
            "minPlan": null
          },
          "grok": {
            "status": "no",
            "surface": "unknown",
            "minPlan": null
          },
          "deepseek": {
            "status": "no",
            "surface": "unknown",
            "minPlan": null
          },
          "metaAi": {
            "status": "n/a",
            "surface": "unknown",
            "minPlan": null
          }
        },
        "other": [],
        "settings": {
          "country": "yes",
          "language": "yes",
          "persona": "n/a"
        },
        "prov": {
          "sources": [
            {
              "url": "https://www.semrush.com/kb/1607-semrush-ai-visibility-data",
              "type": "docs",
              "title": "KB: Where does the data in Semrush's AI Visibility Toolkit come from?",
              "archive": null
            },
            {
              "url": "https://www.semrush.com/kb/1503-prompt-tracking",
              "type": "docs",
              "title": "KB: Prompt Tracking",
              "archive": null
            },
            {
              "url": "https://www.semrush.com/kb/1595-brand-performance-reports",
              "type": "docs",
              "title": "KB: Brand Performance Reports",
              "archive": null
            },
            {
              "url": "https://www.semrush.com/kb/1608-semrush-one",
              "type": "docs",
              "title": "KB: Semrush One (FAQ: which AI platforms per report)",
              "archive": null
            },
            {
              "url": "https://www.semrush.com/kb/1626-ai-visibility-features",
              "type": "docs",
              "title": "KB: Semrush Features for AI Visibility",
              "archive": null
            },
            {
              "url": "https://www.semrush.com/pricing/ai/",
              "type": "pricing",
              "title": "AI Visibility Toolkit Pricing (Base card engine line)",
              "archive": null
            },
            {
              "url": "https://www.semrush.com/pricing/seo-ai-search/",
              "type": "pricing",
              "title": "Semrush One cards (engine logo alt text)",
              "archive": null
            },
            {
              "url": "https://www.semrush.com/ai-seo/overview/",
              "type": "other",
              "title": "AI Visibility overview FAQ",
              "archive": null
            },
            {
              "url": "https://www.semrush.com/news/437276-semrush-enterprise-ai-optimization-expands-ai-search-tracking-to-microsoft-copilot",
              "type": "press",
              "title": "Semrush Enterprise AIO expands AI search tracking to Microsoft Copilot (2025-12-01)",
              "archive": null
            },
            {
              "url": "https://www.semrush.com/news/463886-semrush-an-adobe-company-named-in-gartner-market-guide-for-answer-engine-visibility-tools",
              "type": "press",
              "title": "Semrush named in Gartner Market Guide (2026-07-07)",
              "archive": null
            },
            {
              "url": "https://www.semrush.com/pricing/enterprise/",
              "type": "pricing",
              "title": "Enterprise AIO Pricing | Semrush for Enterprise (Compare Plans grid, 'LLM Coverage' row)",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "metaAi": "not published",
            "settings.persona": "not published"
          },
          "couldNotVerify": [
            "Whether Google AI Overviews can be selected as a Prompt Tracking engine today (KB 1503 vs KB 1607/1608 disagree)",
            "The '& more' engines behind the Semrush One logo strip (no tooltip or list was rendered)",
            "Which ChatGPT/Gemini model versions and logged-in vs logged-out sessions are used, beyond 'the latest model of ChatGPT in search mode' (the grid says the toolkit does not track LLM versions)",
            "Whether Gemini is a Prompt Tracking engine on every plan (KB 1503 and KB 1607 list it; the KB 1608 Semrush One FAQ lists Prompt Tracking as 'Google AI Overviews, AI Mode, ChatGPT')"
          ]
        }
      },
      "method": {
        "value": "ui-rendering",
        "quote": "Prompt responses are captured from real requests and not via any APIs of LLMs",
        "detail": "KB 1607 says the Prompt Database is not built from LLM APIs, and that Prompt Tracking data is 'collected by Semrush’s Position Tracking tool querying your target prompts on your target platform (and location) each day, the same way Position Tracking collects data on traditional Google search positions'. Prompt Tracking shows 'actual SERP snapshots' of the ChatGPT Search, AI Mode and Gemini interfaces. Prompts are sourced from 'AI search clickstream data and Google’s keyword dataset for AI Overviews', and Brand Performance runs vendor-generated 'synthetic prompts' weekly. Answer collection is therefore classified as consumer-UI querying, with clickstream used for prompt discovery and volume.",
        "prov": {
          "sources": [
            {
              "url": "https://www.semrush.com/kb/1607-semrush-ai-visibility-data",
              "type": "docs",
              "title": "KB: Where does the data in Semrush's AI Visibility Toolkit come from?",
              "archive": null
            },
            {
              "url": "https://www.semrush.com/kb/1503-prompt-tracking",
              "type": "docs",
              "title": "KB: Prompt Tracking (SERP snapshots)",
              "archive": null
            },
            {
              "url": "https://www.semrush.com/kb/1626-ai-visibility-features",
              "type": "docs",
              "title": "KB: Semrush Features for AI Visibility (Brand Performance synthetic prompts)",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {},
          "couldNotVerify": [
            "Whether Prompt Database answers are generated by Semrush's own (non-API) queries or captured from clickstream/panel users",
            "How Brand Performance answers for Perplexity and Gemini are collected (UI vs API)",
            "Whether Brand Performance runs real user queries or Semrush-generated synthetic prompts (KB 1607 vs KB 1626)",
            "Whether the AI Visibility Overview refreshes daily (KB 1607) or monthly (overview FAQ)"
          ]
        }
      },
      "metrics": {
        "mentions": "yes",
        "citationsWithUrls": "yes",
        "shareOfVoice": "yes",
        "positionProminence": "yes",
        "sentiment": "yes",
        "accuracyHallucination": "n/a",
        "promptDiscoveryOrVolume": "yes",
        "crawlerLogAnalytics": "no",
        "aiReferralAttribution": "yes",
        "prov": {
          "sources": [
            {
              "url": "https://www.semrush.com/kb/1594-ai-seo-metrics",
              "type": "docs",
              "title": "KB: AI Visibility Metrics",
              "archive": null
            },
            {
              "url": "https://www.semrush.com/kb/1503-prompt-tracking",
              "type": "docs",
              "title": "KB: Prompt Tracking (Sources report)",
              "archive": null
            },
            {
              "url": "https://www.semrush.com/kb/1595-brand-performance-reports",
              "type": "docs",
              "title": "KB: Brand Performance Reports",
              "archive": null
            },
            {
              "url": "https://www.semrush.com/kb/1626-ai-visibility-features",
              "type": "docs",
              "title": "KB: Semrush Features for AI Visibility",
              "archive": null
            },
            {
              "url": "https://enterprise.semrush.com/solutions/ai-optimization/",
              "type": "other",
              "title": "Semrush Enterprise AI Optimization (AIO) (log file analysis; separate product, record semrush-enterprise-aio)",
              "archive": null
            },
            {
              "url": "https://www.semrush.com/ai-seo/overview/",
              "type": "other",
              "title": "AI Visibility overview ('Prove the ROI of AI visibility — Coming soon')",
              "archive": null
            },
            {
              "url": "https://www.semrush.com/pricing/enterprise/",
              "type": "pricing",
              "title": "Enterprise AIO Pricing | Semrush for Enterprise (Compare Plans grid: 'Log File Analysis', 'LLM traffic based on GA4 data')",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "accuracyHallucination": "not published: Brand Performance analyses tone, attributes and narrative drivers; no factual-accuracy or hallucination check is documented"
          },
          "couldNotVerify": [
            "Whether competitor share of voice is available for custom Prompt Tracking prompts (KB 1503 says SoV is not available there)",
            "Whether the My Reports GA4 'AI Referral Traffic' widget is what the /pricing/enterprise/ grid means by 'LLM traffic based on GA4 data: No' for the toolkit"
          ]
        }
      },
      "actionLayer": {
        "recommendations": "yes",
        "contentGeneration": "n/a",
        "technicalAudits": "yes",
        "citationOutreach": "yes",
        "prov": {
          "sources": [
            {
              "url": "https://www.semrush.com/kb/1595-brand-performance-reports",
              "type": "docs",
              "title": "KB: Brand Performance Reports (AI Strategic Opportunities)",
              "archive": null
            },
            {
              "url": "https://www.semrush.com/kb/1503-prompt-tracking",
              "type": "docs",
              "title": "KB: Prompt Tracking (Cited Page Details recommendations)",
              "archive": null
            },
            {
              "url": "https://www.semrush.com/kb/1601-ai-search-health-audit",
              "type": "docs",
              "title": "KB: AI Search Health in Site Audit",
              "archive": null
            },
            {
              "url": "https://www.semrush.com/kb/1594-ai-seo-metrics",
              "type": "docs",
              "title": "KB: AI Visibility Metrics (Source Opportunities, Missing Sources)",
              "archive": null
            },
            {
              "url": "https://www.semrush.com/kb/1626-ai-visibility-features",
              "type": "docs",
              "title": "KB: Semrush Features for AI Visibility (Content Toolkit)",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "contentGeneration": "not published: not listed as a feature of the AI Visibility Toolkit or Semrush One AI features; offered in the separate Content Toolkit and on the Enterprise tier"
          },
          "couldNotVerify": []
        }
      },
      "dataAccess": {
        "api": "no",
        "csvExport": "yes",
        "lookerStudio": "n/a",
        "warehouseOrBigQuery": "n/a",
        "slack": "n/a",
        "emailAlerts": "n/a",
        "mcp": "n/a",
        "prov": {
          "sources": [
            {
              "url": "https://www.semrush.com/kb/1493-ai-visibility-toolkit",
              "type": "docs",
              "title": "KB: AI Visibility (CSV export limits)",
              "archive": null
            },
            {
              "url": "https://www.semrush.com/kb/1503-prompt-tracking",
              "type": "docs",
              "title": "KB: Prompt Tracking (export and scheduled email exports)",
              "archive": null
            },
            {
              "url": "https://www.semrush.com/pricing/ai/",
              "type": "pricing",
              "title": "Semrush for Enterprise card ('Custom integrations & API')",
              "archive": null
            },
            {
              "url": "https://developer.semrush.com/api/v3/introduction/available-data",
              "type": "docs",
              "title": "Semrush API: Available data",
              "archive": null
            },
            {
              "url": "https://www.semrush.com/kb/1618-mcp",
              "type": "docs",
              "title": "KB: MCP",
              "archive": null
            },
            {
              "url": "https://www.semrush.com/kb/929-looker-studio",
              "type": "docs",
              "title": "KB: Integrating Semrush with Looker Studio",
              "archive": null
            },
            {
              "url": "https://www.semrush.com/pricing/seo-ai-search/",
              "type": "pricing",
              "title": "Compare Plans grid (API access, Looker Studio integration, MCP Access)",
              "archive": null
            },
            {
              "url": "https://www.semrush.com/pricing/enterprise/",
              "type": "pricing",
              "title": "Enterprise AIO Pricing | Semrush for Enterprise (Compare Plans grid: 'API' row, AI Visibility toolkit vs AI Optimization)",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "lookerStudio": "not published: Semrush Looker Studio connectors (Domain Analytics, Position Tracking, Site Audit) exist on Pro+/Advanced, but AI Visibility data in them is not documented",
            "warehouseOrBigQuery": "not published",
            "slack": "not published",
            "emailAlerts": "not published: only scheduled email delivery of Prompt Tracking exports is documented, no change alerts",
            "mcp": "not published: Semrush MCP is included in Semrush One plans but its documented data scope excludes AI Visibility reports"
          },
          "couldNotVerify": [
            "Whether the Projects API (Position Tracking) returns ChatGPT/AI Mode/Gemini Prompt Tracking campaigns on Semrush One Advanced",
            "Whether the Position Tracking Looker Studio connector includes AI-engine campaigns"
          ]
        }
      },
      "businessFit": {
        "agencyMultiClient": "n/a",
        "whiteLabel": "yes",
        "sso": "yes",
        "soc2": "n/a",
        "iso27001": "n/a",
        "gdprStatement": "yes",
        "euDataResidency": "no",
        "uiLanguages": [
          "English",
          "German",
          "Spanish",
          "French",
          "Italian",
          "Dutch",
          "Polish",
          "Portuguese (Brazil)",
          "Swedish",
          "Vietnamese",
          "Turkish",
          "Chinese",
          "Japanese",
          "Korean"
        ],
        "prov": {
          "sources": [
            {
              "url": "https://www.semrush.com/company/security/",
              "type": "other",
              "title": "Semrush Security (security measures)",
              "archive": null
            },
            {
              "url": "https://www.semrush.com/kb/1493-ai-visibility-toolkit",
              "type": "docs",
              "title": "KB: AI Visibility (audience, corporate accounts, sharing)",
              "archive": null
            },
            {
              "url": "https://www.semrush.com/kb/1011-subscriptions",
              "type": "docs",
              "title": "KB: Subscriptions and Toolkits (Pro Report white-labeling)",
              "archive": null
            },
            {
              "url": "https://www.semrush.com/pricing/seo-ai-search/",
              "type": "pricing",
              "title": "Semrush One plans ('For small teams and agencies')",
              "archive": null
            },
            {
              "url": "https://www.semrush.com/kb/1608-semrush-one",
              "type": "docs",
              "title": "KB: Semrush One",
              "archive": null
            },
            {
              "url": "https://www.semrush.com/pricing/enterprise/",
              "type": "pricing",
              "title": "Compare Plans grid ('Multi-brand domains', user management)",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "soc2": "not published: security page lists PCI DSS Level 1 only",
            "iso27001": "not published",
            "agencyMultiClient": "not published: pricing grid shows \"Multi-brand domains: No\"; KB says the toolkit is \"designed for monitoring one or a few domains\"; clients mean extra $99 domain slots, not a multi-client workspace"
          },
          "couldNotVerify": [
            "SOC 2 or ISO 27001 status (not mentioned on the security page)",
            "Whether AI-generated texts in the toolkit (recommendations, summaries) follow the selected interface language",
            "Whether Adobe ownership has changed hosting or data-residency options since 2026-04-28"
          ]
        }
      },
      "selection": {
        "roundups": 22,
        "probeAnswers": 77,
        "g2Reviews": 4051,
        "g2Scope": "suite/parent listing",
        "presenceScore": 0.981,
        "passesGate": true,
        "shortlistedByRubric": true
      },
      "normalisation": {},
      "derived": {
        "segment": "budget",
        "entryPriceUsd": 99,
        "entryPlan": "AI Visibility Toolkit (Base)",
        "entryBasis": null,
        "plans": {
          "AI Visibility Toolkit (Base)|monthly": {
            "usd": 99,
            "checks": 760,
            "costPer1kUsd": 130.26
          },
          "AI Visibility Toolkit (Base)|annual": {
            "usd": 99,
            "checks": 760,
            "costPer1kUsd": 130.26
          },
          "Semrush One Starter|monthly": {
            "usd": 199,
            "checks": 1520,
            "costPer1kUsd": 130.92
          },
          "Semrush One Pro+|monthly": {
            "usd": 319.83,
            "checks": 3040,
            "costPer1kUsd": 105.21
          },
          "Semrush One Pro+|annual": {
            "usd": 265.45,
            "checks": 3040,
            "costPer1kUsd": 87.32
          },
          "Semrush One Advanced|monthly": {
            "usd": 587.24,
            "checks": 6080,
            "costPer1kUsd": 96.58
          },
          "Semrush One Advanced|annual": {
            "usd": 487.41,
            "checks": 6080,
            "costPer1kUsd": 80.17
          },
          "Semrush for Enterprise|monthly": {
            "usd": null,
            "checks": null,
            "costPer1kUsd": null
          },
          "Semrush for Enterprise|annual": {
            "usd": null,
            "checks": null,
            "costPer1kUsd": null
          }
        },
        "scenarios": {
          "S|monthly": {
            "status": "custom-quote",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "No self-serve plan tracks your own prompts on Perplexity (Semrush’s pages disagree on AI Overviews); a sales-quoted plan exists.",
            "detail": "no published plan covers it; a sales-quoted plan exists. Published plans fall short — AI Visibility Toolkit (Base): not in plan: perplexity, googleAio (no add-on for them); Semrush One Starter: not in plan: perplexity, googleAio (no add-on for them); Semrush One Pro+: not in plan: perplexity, googleAio (no add-on for them); Semrush One Advanced: not in plan: perplexity, googleAio (no add-on for them)."
          },
          "S|annual": {
            "status": "custom-quote",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "No self-serve plan tracks your own prompts on Perplexity (Semrush’s pages disagree on AI Overviews); a sales-quoted plan exists.",
            "detail": "no published plan covers it; a sales-quoted plan exists. Published plans fall short — AI Visibility Toolkit (Base): not in plan: perplexity, googleAio (no add-on for them); Semrush One Pro+: not in plan: perplexity, googleAio (no add-on for them); Semrush One Advanced: not in plan: perplexity, googleAio (no add-on for them)."
          },
          "M|monthly": {
            "status": "custom-quote",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "No self-serve plan tracks your own prompts on Perplexity (Semrush’s pages disagree on AI Overviews); a sales-quoted plan exists.",
            "detail": "no published plan covers it; a sales-quoted plan exists. Published plans fall short — AI Visibility Toolkit (Base): not in plan: perplexity, googleAio (no add-on for them); Semrush One Starter: not in plan: perplexity, googleAio (no add-on for them); Semrush One Pro+: not in plan: perplexity, googleAio (no add-on for them); Semrush One Advanced: not in plan: perplexity, googleAio (no add-on for them)."
          },
          "M|annual": {
            "status": "custom-quote",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "No self-serve plan tracks your own prompts on Perplexity (Semrush’s pages disagree on AI Overviews); a sales-quoted plan exists.",
            "detail": "no published plan covers it; a sales-quoted plan exists. Published plans fall short — AI Visibility Toolkit (Base): not in plan: perplexity, googleAio (no add-on for them); Semrush One Pro+: not in plan: perplexity, googleAio (no add-on for them); Semrush One Advanced: not in plan: perplexity, googleAio (no add-on for them)."
          },
          "L|monthly": {
            "status": "not-supported",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "The vendor does not support Claude, Microsoft Copilot, Grok.",
            "detail": "engine(s) not supported: claude, copilot, grok"
          },
          "L|annual": {
            "status": "not-supported",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "The vendor does not support Claude, Microsoft Copilot, Grok.",
            "detail": "engine(s) not supported: claude, copilot, grok"
          }
        },
        "bestRate": {
          "plan": "Semrush One Advanced",
          "usd": 587.24,
          "checks": 6080,
          "costPer1kUsd": 96.58
        },
        "largestPlan": {
          "plan": "Semrush One Advanced",
          "usd": 587.24,
          "native": 444.85,
          "currency": "GBP",
          "prompts": 200,
          "checks": 6080,
          "runFrequency": "daily"
        }
      },
      "flags": {
        "priceEstimate": false,
        "agencyRouteEligibilityUnconfirmed": false,
        "excludeFromAggregates": false,
        "note": null
      },
      "changesSince20260531": "Verified 2026-10-03 against the 2026-05-31 lead list. (1) Engines are wider than the listed 'ChatGPT, Google AI Mode, Perplexity'. Semrush pages now also name Gemini (Prompt Tracking, Brand Performance, Base pricing card) and Google AI Overviews (prompt database). Microsoft Copilot is documented for Enterprise AIO only (a separate record), and the vendor's grid shows it absent from the toolkit. (2) The standalone price is unchanged at $99/month per domain (KB, overview FAQ). Pricing pages now display GBP to EU visitors (£80.22/mo). Of the lead list's 'Semrush One $199–549' range, only the $199 'Starting at' figure could be confirmed in USD; Pro+ and Advanced were shown only in GBP (£242.28 and £444.85 per month). (3) The prompt-database claim has grown from 261M+ to 'over 317 million prompts' (KB 1607). (4) New since the list: a $0 Free tier and a custom 'Semrush for Enterprise' card on the pricing pages, and Adobe Brand Visibility (2026-06-17), an Adobe product that bundles Semrush AI-visibility data. The Adobe acquisition close of 2026-04-28 matches the lead list."
    },
    {
      "id": "semrush-enterprise-aio",
      "name": "Semrush Enterprise AIO (AI Optimization)",
      "shortName": "Semrush Enterprise AIO",
      "vendor": "Semrush Holdings, Inc. (an Adobe company)",
      "url": "https://enterprise.semrush.com/solutions/ai-optimization/",
      "pricingUrl": "https://www.semrush.com/pricing/enterprise/",
      "docsUrl": "https://enterprise.semrush.com/kb/en/",
      "category": "suite-module",
      "parentProduct": "Semrush Enterprise",
      "status": "live",
      "summary": "Semrush Enterprise AIO is the AI-search visibility module of Semrush for Enterprise. It tracks brand mentions, citations, sentiment and share of voice across nine AI engines with unlimited custom prompts, plus forecasting, content optimization, log-file analysis and GA4/Adobe Analytics traffic attribution. It is sold only through sales at custom prices and targets large organizations and agencies that manage several brands, markets or clients.",
      "reviewed": false,
      "identity": {
        "hqCountry": "US",
        "ownership": "subsidiary-of:Adobe",
        "funding": "Venture funding does not apply. Adobe agreed to buy Semrush Holdings 'in an all-cash transaction for $12.00 per share, representing a total equity value of approximately $1.9 billion' (announced 2025-11-19) and completed the deal on 2026-04-28 (Adobe and Semrush newsrooms). Before that, Semrush was listed on the NYSE (SEMR) from its IPO on 2021-03-24.",
        "fundingAsOf": "2026-04-28",
        "yearLaunched": 2025,
        "prov": {
          "sources": [
            {
              "url": "https://news.adobe.com/news/2025/11/adobe-to-acquire-semrush",
              "type": "press",
              "title": "Adobe to Acquire Semrush (2025-11-19)",
              "archive": null
            },
            {
              "url": "https://news.adobe.com/news/2026/04/adobe-completes-semrush-acquisition",
              "type": "press",
              "title": "Adobe Completes Semrush Acquisition (2026-04-28)",
              "archive": null
            },
            {
              "url": "https://www.semrush.com/news/455953-adobe-completes-semrush-acquisition-strengthening-cx-enterprise-with-enhanced-brand-visibility-capabilities/",
              "type": "press",
              "title": "Adobe Completes Semrush Acquisition (Semrush newsroom, 2026-04-28)",
              "archive": null
            },
            {
              "url": "https://www.semrush.com/news/455963-faq-for-customers-adobe-acquires-semrush/",
              "type": "press",
              "title": "FAQ for Customers: Adobe Acquires Semrush (2026-04-28)",
              "archive": null
            },
            {
              "url": "https://www.semrush.com/news/385473-semrush-enterprise-unveils-ai-optimization-transforms-how-brands-appear-in-ai-search/",
              "type": "press",
              "title": "Semrush Enterprise Unveils AI Optimization (2025-03-06, closed beta)",
              "archive": null
            },
            {
              "url": "https://www.semrush.com/news/412006-semrush-enterprise-ai-optimization-goes-ga-why-visibility-in-ai-search-is-no-longer-optional/",
              "type": "press",
              "title": "Semrush Enterprise AI Optimization Goes GA (2025-07-03)",
              "archive": null
            },
            {
              "url": "https://enterprise.semrush.com/discover-enterprise/",
              "type": "other",
              "title": "Discover Enterprise (company timeline)",
              "archive": null
            },
            {
              "url": "https://www.semrush.com/company/security/",
              "type": "other",
              "title": "Semrush Security Info (data centers, offices)",
              "archive": null
            },
            {
              "url": "https://www.semrush.com/news/458100-semrush-expands-ai-visibility-database-to-32-countries-with-17-new-regional-markets/",
              "type": "press",
              "title": "Semrush Expands AI Visibility Database To 32 Countries (2026-05-14; 'Semrush, an Adobe company')",
              "archive": null
            },
            {
              "url": "https://www.semrush.com/news/459685-semrush-for-enterprise-unifies-content-optimization-capabilities-across-seo-and-ai-search/",
              "type": "press",
              "title": "Semrush for Enterprise Unifies Content Optimization Capabilities (2026-05-27; 'Semrush, an Adobe company')",
              "archive": null
            },
            {
              "url": "https://www.semrush.com/pricing/enterprise/",
              "type": "other",
              "title": "Enterprise AIO Pricing (site footer: Adobe logo + '© 2026 Semrush Holdings')",
              "archive": null
            },
            {
              "url": "https://enterprise.semrush.com/",
              "type": "other",
              "title": "Semrush for Enterprise home (site footer: Adobe logo + '© 2026 Semrush Holdings')",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {},
          "couldNotVerify": [
            "AIO-specific revenue or customer counts (not broken out)"
          ]
        }
      },
      "pricing": {
        "model": "custom",
        "promptUnit": null,
        "promptUnitPerEngine": "n/a",
        "promptUnitPerCountry": "n/a",
        "promptUnitPerRun": "n/a",
        "freePlan": {
          "available": "n/a",
          "limits": null
        },
        "freeTrial": {
          "available": "n/a",
          "days": null,
          "cardRequired": "n/a",
          "limits": "For Enterprise AIO, only 'Book a demo'/'Request demo' and a self-guided interactive demo ('Explore the platform on your own — our interactive demos show you exactly how it works') are offered. The 'Try Semrush free for seven days' offer in the site footer applies to self-serve Semrush plans, not Enterprise."
        },
        "billingOptions": [
          "custom"
        ],
        "annualDiscountNote": null,
        "plans": [
          {
            "name": "Enterprise AI Optimization (custom pricing)",
            "contactSales": true,
            "priceMonthly": null,
            "priceAnnualPerMonth": null,
            "currency": null,
            "promptsIncluded": null,
            "creditsIncluded": null,
            "enginesIncluded": [
              "chatgpt",
              "googleAio",
              "googleAiMode",
              "perplexity",
              "copilot",
              "grok",
              "gemini",
              "claude",
              "deepseek"
            ],
            "enginesSelectable": "n/a",
            "maxEngines": 9,
            "runFrequency": "configurable",
            "brandsOrProjects": "unlimited",
            "seats": null,
            "countries": null,
            "languages": null,
            "addOns": [],
            "planSource": "https://www.semrush.com/pricing/enterprise/"
          }
        ],
        "prov": {
          "sources": [
            {
              "url": "https://www.semrush.com/pricing/enterprise/",
              "type": "pricing",
              "title": "Enterprise AIO Pricing | Semrush for Enterprise (default and 'Expand details' states)",
              "archive": null
            },
            {
              "url": "https://enterprise.semrush.com/solutions/ai-optimization/",
              "type": "other",
              "title": "AI Search Engine Optimization Solution – Enterprise AIO",
              "archive": null
            },
            {
              "url": "https://enterprise.semrush.com/on-demand-demo/",
              "type": "other",
              "title": "Semrush for Enterprise Demo",
              "archive": null
            },
            {
              "url": "https://enterprise.semrush.com/kb/en/articles/14049452-what-is-semrush-for-enterprise",
              "type": "docs",
              "title": "What Is Semrush for Enterprise?",
              "archive": null
            },
            {
              "url": "https://www.semrush.com/kb/1626-ai-visibility-features",
              "type": "docs",
              "title": "Semrush Features for AI Visibility (Enterprise AIO section)",
              "archive": null
            },
            {
              "url": "https://enterprise.semrush.com/customer-stories/semrush/",
              "type": "other",
              "title": "Semrush's Own AI Search Story (case study)",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "promptUnit": "not published: no definition of a billable prompt or credit; prompt tracking is listed as 'Unlimited' / 'Custom large-scale'",
            "promptUnitPerEngine": "not published",
            "promptUnitPerCountry": "not published",
            "promptUnitPerRun": "not published",
            "freePlan": "not published: no free tier is described for Enterprise AIO (the free Semrush plan covers the self-serve toolkits)",
            "freeTrial": "not published: no Enterprise AIO trial is offered on the pages opened; only demos",
            "freeTrial.days": "not published",
            "freeTrial.cardRequired": "not published",
            "annualDiscountNote": "contact sales: no billing terms published",
            "priceMonthly": "contact sales: 'Custom pricing available'",
            "priceAnnualPerMonth": "contact sales: 'Custom pricing available'",
            "currency": "contact sales: no price displayed",
            "promptsIncluded": "contact sales: grid says 'Unlimited' prompt tracking while the plan card says 'Custom large-scale AI prompt tracking' and 'custom limits'",
            "enginesSelectable": "not published",
            "seats": "contact sales: 'Global user management, free seats for external creators'; no seat count published",
            "countries": "not published: tracking depth 'Country, State, City'; no per-contract country limit published. Shared prompt-database coverage is given as '32 countries' (2026-05-14 release) and as 'Currently covers 117 regional databases' (KB 1607, toolkit data page), which cannot be reconciled",
            "languages": "not published: 'All available locales/langs' and 'support for dozens of languages'; no number given",
            "overage": "contact sales",
            "addOns": "not published: no add-ons or add-on prices are listed for Enterprise AIO; the empty list means none are published, not that none exist"
          },
          "couldNotVerify": [
            "Any price, price range or minimum annual commitment for Enterprise AIO",
            "Whether 'Unlimited' prompt tracking has a practical or contractual cap",
            "How many seats, brands and countries a standard contract includes",
            "Whether daily vs weekly tracking frequency changes the price",
            "Billing cadence (annual, multi-year) and contract length",
            "US list price vs EU price: no price is shown to either"
          ]
        }
      },
      "engines": {
        "status": {
          "chatgpt": {
            "status": "included",
            "surface": "unknown",
            "minPlan": "Enterprise AI Optimization (custom pricing)"
          },
          "googleAio": {
            "status": "included",
            "surface": "unknown",
            "minPlan": "Enterprise AI Optimization (custom pricing)"
          },
          "googleAiMode": {
            "status": "included",
            "surface": "unknown",
            "minPlan": "Enterprise AI Optimization (custom pricing)"
          },
          "gemini": {
            "status": "included",
            "surface": "unknown",
            "minPlan": "Enterprise AI Optimization (custom pricing)"
          },
          "perplexity": {
            "status": "included",
            "surface": "unknown",
            "minPlan": "Enterprise AI Optimization (custom pricing)"
          },
          "claude": {
            "status": "included",
            "surface": "unknown",
            "minPlan": "Enterprise AI Optimization (custom pricing)"
          },
          "copilot": {
            "status": "included",
            "surface": "unknown",
            "minPlan": "Enterprise AI Optimization (custom pricing)"
          },
          "grok": {
            "status": "included",
            "surface": "unknown",
            "minPlan": "Enterprise AI Optimization (custom pricing)"
          },
          "deepseek": {
            "status": "included",
            "surface": "unknown",
            "minPlan": "Enterprise AI Optimization (custom pricing)"
          },
          "metaAi": {
            "status": "n/a",
            "surface": "unknown",
            "minPlan": null
          }
        },
        "other": [],
        "settings": {
          "country": "yes",
          "language": "yes",
          "persona": "yes"
        },
        "prov": {
          "sources": [
            {
              "url": "https://www.semrush.com/pricing/enterprise/",
              "type": "pricing",
              "title": "Compare Plans grid: LLM Coverage (expanded)",
              "archive": null
            },
            {
              "url": "https://enterprise.semrush.com/solutions/ai-optimization/",
              "type": "other",
              "title": "Enterprise AIO product page (text and meta description)",
              "archive": null
            },
            {
              "url": "https://www.semrush.com/news/437276-semrush-enterprise-ai-optimization-expands-ai-search-tracking-to-microsoft-copilot/",
              "type": "press",
              "title": "Semrush Enterprise AI Optimization Expands AI Search Tracking to Microsoft Copilot (2025-12-01)",
              "archive": null
            },
            {
              "url": "https://www.semrush.com/news/412006-semrush-enterprise-ai-optimization-goes-ga-why-visibility-in-ai-search-is-no-longer-optional/",
              "type": "press",
              "title": "Semrush Enterprise AI Optimization Goes GA (2025-07-03)",
              "archive": null
            },
            {
              "url": "https://www.semrush.com/news/440690-semrush-enterprise-ai-optimization-adds-persona-based-prompt-generation/",
              "type": "press",
              "title": "Semrush Enterprise AI Optimization Adds Persona-Based Prompt Generation (2025-12-22)",
              "archive": null
            },
            {
              "url": "https://www.semrush.com/kb/1594-ai-seo-metrics",
              "type": "docs",
              "title": "AI Visibility Metrics (Enterprise AIO section)",
              "archive": null
            },
            {
              "url": "https://www.semrush.com/kb/1607-semrush-ai-visibility-data",
              "type": "docs",
              "title": "Where does the data in Semrush’s AI Visibility Toolkit come from?",
              "archive": null
            },
            {
              "url": "https://www.semrush.com/blog/best-ai-visibility-tools/",
              "type": "blog",
              "title": "The 8 Best AI Visibility Tools to Win in AI Search (2026) — Semrush blog",
              "archive": null
            },
            {
              "url": "https://www.semrush.com/news/458100-semrush-expands-ai-visibility-database-to-32-countries-with-17-new-regional-markets/",
              "type": "press",
              "title": "Semrush Expands AI Visibility Database To 32 Countries (2026-05-14)",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "metaAi": "not published"
          },
          "couldNotVerify": [
            "Whether ChatGPT, Claude, Gemini, Perplexity, Copilot, Grok and DeepSeek are queried through their consumer interfaces (with web search) or through APIs in AIO's custom prompt tracking",
            "Whether every engine is available in every tracked country and language",
            "Whether a contract can include only some of the nine engines",
            "Current number of countries in the shared prompt database: '32 countries' (2026-05-14 release) vs 'Currently covers 117 regional databases' (KB 1607, read 2026-10-03); contradictory sources"
          ]
        }
      },
      "method": {
        "value": "undisclosed",
        "quote": "Prompt responses are captured from real requests and not via any APIs of LLMs",
        "detail": "Semrush documents a collection method only for its shared AI prompt database: clickstream-sourced prompts on ChatGPT, Gemini, Google AI Overviews and AI Mode, with responses captured 'not via any APIs'. A 2026-05-14 release says Enterprise AIO uses that same database, and the public KB says AIO data comes from 'Semrush's prompt database, plus custom data integrations'. The method behind AIO's own custom prompt tracking across nine engines, including Claude, Copilot, Grok and DeepSeek, is not described publicly; the AIO docs are behind login.",
        "prov": {
          "sources": [
            {
              "url": "https://www.semrush.com/kb/1607-semrush-ai-visibility-data",
              "type": "docs",
              "title": "Where does the data in Semrush’s AI Visibility Toolkit come from?",
              "archive": null
            },
            {
              "url": "https://www.semrush.com/news/458100-semrush-expands-ai-visibility-database-to-32-countries-with-17-new-regional-markets/",
              "type": "press",
              "title": "Semrush Expands AI Visibility Database To 32 Countries (2026-05-14)",
              "archive": null
            },
            {
              "url": "https://ai-visibility-index.semrush.com/methodology",
              "type": "docs",
              "title": "Methodology of AI Visibility Index | Semrush for Enterprise",
              "archive": null
            },
            {
              "url": "https://www.semrush.com/news/462048-introducing-adobe-brand-visibility-a-unified-solution-for-the-ai-search-era/",
              "type": "press",
              "title": "Introducing Adobe Brand Visibility (2026-06-17)",
              "archive": null
            },
            {
              "url": "https://enterprise.semrush.com/kb/en/articles/14049452-what-is-semrush-for-enterprise",
              "type": "docs",
              "title": "What Is Semrush for Enterprise? (full library behind login)",
              "archive": null
            },
            {
              "url": "https://enterprise.semrush.com/customer-stories/semrush/",
              "type": "other",
              "title": "Semrush's Own AI Search Story",
              "archive": null
            },
            {
              "url": "https://www.semrush.com/kb/1626-ai-visibility-features",
              "type": "docs",
              "title": "Semrush Features for AI Visibility (Enterprise AIO section)",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {},
          "couldNotVerify": [
            "How AIO's custom prompt tracking obtains answers per engine (consumer UI vs API), and how often each prompt is re-run per day",
            "Whether answers for Claude, Copilot, Grok and DeepSeek come from the same 'real requests' pipeline as the shared prompt database"
          ]
        }
      },
      "metrics": {
        "mentions": "yes",
        "citationsWithUrls": "yes",
        "shareOfVoice": "yes",
        "positionProminence": "yes",
        "sentiment": "yes",
        "accuracyHallucination": "n/a",
        "promptDiscoveryOrVolume": "yes",
        "crawlerLogAnalytics": "yes",
        "aiReferralAttribution": "yes",
        "prov": {
          "sources": [
            {
              "url": "https://enterprise.semrush.com/solutions/ai-optimization/",
              "type": "other",
              "title": "Enterprise AIO product page",
              "archive": null
            },
            {
              "url": "https://www.semrush.com/pricing/enterprise/",
              "type": "pricing",
              "title": "Compare Plans grid (expanded)",
              "archive": null
            },
            {
              "url": "https://www.semrush.com/kb/1594-ai-seo-metrics",
              "type": "docs",
              "title": "AI Visibility Metrics (Enterprise AIO section)",
              "archive": null
            },
            {
              "url": "https://enterprise.semrush.com/customer-stories/semrush/",
              "type": "other",
              "title": "Semrush's Own AI Search Story",
              "archive": null
            },
            {
              "url": "https://www.semrush.com/news/385473-semrush-enterprise-unveils-ai-optimization-transforms-how-brands-appear-in-ai-search/",
              "type": "press",
              "title": "Semrush Enterprise Unveils AI Optimization (2025-03-06)",
              "archive": null
            },
            {
              "url": "https://www.semrush.com/news/439224-semrush-enterprise-ai-optimization-adds-new-ai-search-forecasting-capabilities/",
              "type": "press",
              "title": "AIO Adds AI Search Forecasting (2025-12-11)",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "accuracyHallucination": "not published: no current AIO product, pricing-grid or KB page names an accuracy or hallucination feature; only the 2025-03-06 closed-beta launch release says 'Monitor AI-driven content for inaccuracies'"
          },
          "couldNotVerify": [
            "Whether the inaccuracy monitoring announced at the 2025 beta launch is still a distinct feature (no current page lists it)",
            "How 'position' is defined in AIO (rank in a list vs prominence score)"
          ]
        }
      },
      "actionLayer": {
        "recommendations": "yes",
        "contentGeneration": "yes",
        "technicalAudits": "yes",
        "citationOutreach": "yes",
        "prov": {
          "sources": [
            {
              "url": "https://enterprise.semrush.com/solutions/ai-optimization/",
              "type": "other",
              "title": "Enterprise AIO product page",
              "archive": null
            },
            {
              "url": "https://www.semrush.com/pricing/enterprise/",
              "type": "pricing",
              "title": "Compare Plans grid (expanded)",
              "archive": null
            },
            {
              "url": "https://www.semrush.com/news/459685-semrush-for-enterprise-unifies-content-optimization-capabilities-across-seo-and-ai-search/",
              "type": "press",
              "title": "Semrush for Enterprise Unifies Content Optimization Capabilities (2026-05-27)",
              "archive": null
            },
            {
              "url": "https://enterprise.semrush.com/",
              "type": "other",
              "title": "Semrush for Enterprise home (resources section)",
              "archive": null
            },
            {
              "url": "https://enterprise.semrush.com/customer-stories/semrush/",
              "type": "other",
              "title": "Semrush's Own AI Search Story",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {},
          "couldNotVerify": [
            "Whether AIO's technical checks cover structured data (schema) or llms.txt",
            "Whether the AI writing assistant drafts full articles or only scores and rewrites"
          ]
        }
      },
      "dataAccess": {
        "api": "yes",
        "csvExport": "n/a",
        "lookerStudio": "n/a",
        "warehouseOrBigQuery": "n/a",
        "slack": "n/a",
        "emailAlerts": "n/a",
        "mcp": "n/a",
        "prov": {
          "sources": [
            {
              "url": "https://www.semrush.com/pricing/enterprise/",
              "type": "pricing",
              "title": "Compare Plans grid (expanded) and Semrush for Enterprise card",
              "archive": null
            },
            {
              "url": "https://enterprise.semrush.com/solutions/ai-optimization/",
              "type": "other",
              "title": "Enterprise AIO product page",
              "archive": null
            },
            {
              "url": "https://www.semrush.com/kb/1626-ai-visibility-features",
              "type": "docs",
              "title": "Semrush Features for AI Visibility (Enterprise AIO section)",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "csvExport": "not published",
            "lookerStudio": "not published",
            "warehouseOrBigQuery": "not published",
            "slack": "not published",
            "emailAlerts": "not published: page says 'Detect competitor moves in real time and respond' but names no alert channel",
            "mcp": "not published: Semrush MCP exists, but no page ties it to Enterprise AIO data"
          },
          "couldNotVerify": [
            "AIO API endpoints, limits and pricing (docs behind login)",
            "Whether AIO data can be exported as CSV or pushed to BI tools or warehouses",
            "Whether alerts (email or Slack) exist for visibility drops"
          ]
        }
      },
      "businessFit": {
        "agencyMultiClient": "yes",
        "whiteLabel": "n/a",
        "sso": "yes",
        "soc2": "yes",
        "iso27001": "n/a",
        "gdprStatement": "yes",
        "euDataResidency": "no",
        "uiLanguages": null,
        "prov": {
          "sources": [
            {
              "url": "https://www.semrush.com/pricing/enterprise/",
              "type": "pricing",
              "title": "Semrush for Enterprise card",
              "archive": null
            },
            {
              "url": "https://enterprise.semrush.com/partner-program/",
              "type": "other",
              "title": "Partner Program for SEO Agencies – Semrush for Enterprise",
              "archive": null
            },
            {
              "url": "https://enterprise.semrush.com/kb/en/articles/14049452-what-is-semrush-for-enterprise",
              "type": "docs",
              "title": "What Is Semrush for Enterprise?",
              "archive": null
            },
            {
              "url": "https://www.semrush.com/company/security/",
              "type": "other",
              "title": "Semrush Security Info",
              "archive": null
            },
            {
              "url": "https://www.semrush.com/company/legal/dpa/",
              "type": "other",
              "title": "Data Processing Addendum (Last Updated: July, 2025)",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "whiteLabel": "not published: Partner Program mentions customizable reports and dashboards but not white-labelling",
            "iso27001": "not published",
            "uiLanguages": "not published"
          },
          "couldNotVerify": [
            "SOC 2 report type (Type I or II) and audit date",
            "Whether Enterprise contracts can request EU data hosting",
            "Whether client-facing reports can be white-labelled",
            "UI languages of the Enterprise platform"
          ]
        }
      },
      "selection": {
        "roundups": 0,
        "probeAnswers": 0,
        "g2Reviews": 2,
        "g2Scope": "suite/parent listing",
        "presenceScore": 0,
        "passesGate": false,
        "shortlistedByRubric": false
      },
      "normalisation": {},
      "derived": {
        "segment": "enterprise",
        "entryPriceUsd": null,
        "entryPlan": null,
        "entryBasis": null,
        "plans": {
          "Enterprise AI Optimization (custom pricing)|monthly": {
            "usd": null,
            "checks": null,
            "costPer1kUsd": null
          },
          "Enterprise AI Optimization (custom pricing)|annual": {
            "usd": null,
            "checks": null,
            "costPer1kUsd": null
          }
        },
        "scenarios": {
          "S|monthly": {
            "status": "custom-quote",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "Sales-quoted plans only.",
            "detail": "no published plan covers it; a sales-quoted plan exists. No plan is published for monthly billing."
          },
          "S|annual": {
            "status": "custom-quote",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "Sales-quoted plans only.",
            "detail": "no published plan covers it; a sales-quoted plan exists. No plan is published for annual billing."
          },
          "M|monthly": {
            "status": "custom-quote",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "Sales-quoted plans only.",
            "detail": "no published plan covers it; a sales-quoted plan exists. No plan is published for monthly billing."
          },
          "M|annual": {
            "status": "custom-quote",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "Sales-quoted plans only.",
            "detail": "no published plan covers it; a sales-quoted plan exists. No plan is published for annual billing."
          },
          "L|monthly": {
            "status": "custom-quote",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "Sales-quoted plans only.",
            "detail": "no published plan covers it; a sales-quoted plan exists. No plan is published for monthly billing."
          },
          "L|annual": {
            "status": "custom-quote",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "Sales-quoted plans only.",
            "detail": "no published plan covers it; a sales-quoted plan exists. No plan is published for annual billing."
          }
        },
        "bestRate": null,
        "largestPlan": null
      },
      "flags": {
        "priceEstimate": false,
        "agencyRouteEligibilityUnconfirmed": false,
        "excludeFromAggregates": false,
        "note": null
      },
      "changesSince20260531": "The 2026-05-31 lead list said 'Enterprise AIO custom', named only ChatGPT, Google AI Mode and Perplexity for Semrush, cited a 261M+ prompt database, and gave no data on Polish. Verified today: (1) pricing is still custom and sales-only ('Custom pricing available'), with no price change visible; (2) the enterprise grid lists 9 LLMs for AIO, adding Google AI Overview, Gemini, Claude, MS Copilot, Grok and DeepSeek to the lead list's three; Copilot was announced on 2025-12-01 and Claude and DeepSeek were named at the 2025 launch, so this partly corrects a gap in the lead list rather than reflecting a product change; (3) the AIO page now claims '289M+' prompts; (4) Poland is among the 32 countries of the shared prompt database (release dated 2026-05-14); KB 1607 now gives coverage as '117 regional databases', an undefined unit; (5) Adobe Brand Visibility was announced 2026-06-17 and went GA 2026-08-04 as a separate Adobe product (rebranded LLM Optimizer) using Enterprise AIO data. AIO itself is still sold on its own."
    },
    {
      "id": "seoclarity-arcai",
      "name": "Clarity ArcAI",
      "shortName": "seoClarity ArcAI",
      "vendor": "seoClarity",
      "url": "https://www.seoclarity.net/ai-seo/ai-search-engines",
      "pricingUrl": "https://www.seoclarity.net/ai-seo/pricing",
      "docsUrl": null,
      "category": "suite-module",
      "parentProduct": "seoClarity",
      "status": "live",
      "summary": "Clarity ArcAI is the AI search visibility module of the seoClarity enterprise SEO platform, also sold standalone. It tracks brand mentions, citations, sentiment and accuracy across nine engines, including ChatGPT, Google AI Overviews and AI Mode, and adds prompt research, AI-bot log analysis and content optimisation. It is sold on custom quotes to enterprise brands and agencies, in three tiers starting at 500 prompt queries.",
      "reviewed": false,
      "identity": {
        "hqCountry": "US",
        "ownership": "independent",
        "funding": "Not VC-funded, per the vendor's FAQ ('Since we’re not VC-funded, we only have one audience to answer to: our clients'). A vendor press release dated 2025-10-22 announced 'a major investment of $5 million' to accelerate AI innovation and the next chapter of Clarity ArcAI; it does not name an outside investor. The ArcAI 2.0 release (2025-11-06) calls it a 'multi-million-dollar investment'.",
        "fundingAsOf": "2026-10-03",
        "yearLaunched": 2025,
        "prov": {
          "sources": [
            {
              "url": "https://www.seoclarity.net/pillar/frequently-asked-questions",
              "type": "other",
              "title": "Frequently Asked Questions | seoClarity ('not VC-funded')",
              "archive": null
            },
            {
              "url": "https://www.seoclarity.net/resources/news/seoclarity-announces-major-investment-to-power-the-next-chapter-of-ai-search-innovation/",
              "type": "press",
              "title": "seoClarity Announces Major Investment to Power the Next Chapter of AI Search Innovation (2025-10-22)",
              "archive": null
            },
            {
              "url": "https://www.seoclarity.net/resources/news/seoclarity-launches-clarity-arcai-the-industrys-first-end-to-end-platform-for-ai-search-visibility",
              "type": "press",
              "title": "seoClarity Launches Clarity ArcAI (first launched June 2025; ArcAI 3.0 on 2026-04-01)",
              "archive": null
            },
            {
              "url": "https://www.seoclarity.net/resources/news/seoclarity-launches-arcai-3.0-to-reclaim-brand-narrative-in-ai-search",
              "type": "press",
              "title": "seoClarity Launches ArcAI 3.0 (2026-04-01, Chicago, IL dateline)",
              "archive": null
            },
            {
              "url": "https://www.seoclarity.net/resources/news/seoclarity-unveils-the-complete-tech-stack-for-answer-engine-optimization/",
              "type": "press",
              "title": "seoClarity Unveils ArcAI 2.0 (2025-11-06)",
              "archive": null
            },
            {
              "url": "https://www.seoclarity.net/company/",
              "type": "other",
              "title": "About seoClarity ('Launched in 2007', leadership)",
              "archive": null
            },
            {
              "url": "https://www.seoclarity.net/ai-seo/clarity-arcai-3.0-innovations-hub",
              "type": "other",
              "title": "Clarity ArcAI 3.0 Roadmap / innovations hub (RankSense acquisition, 2022)",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {},
          "couldNotVerify": [
            "Who provided the $5 million 'major investment' announced 2025-10-22 (internal or external)",
            "Revenue (the 2026-05-31 lead list figure of ~$7.7M has no vendor source)"
          ]
        }
      },
      "pricing": {
        "model": "custom",
        "promptUnit": null,
        "promptUnitPerEngine": "n/a",
        "promptUnitPerCountry": "n/a",
        "promptUnitPerRun": "n/a",
        "freePlan": {
          "available": "n/a",
          "limits": null
        },
        "freeTrial": {
          "available": "yes",
          "days": null,
          "cardRequired": "n/a",
          "limits": "Sales-led custom trial after a demo. Company FAQ: 'seoClarity is one of the only enterprise SEO and AEO platforms that offer free custom trials.' It says the team will 'provision your live domain within the platform and provide guided training'. Length and limits are not published. The ArcAI pricing page header also shows a 'Free Trial' CTA (HubSpot image link; not followed, no form submitted). The ArcAI comparison page also offers 'a free custom AI search visibility report for 1-2 of your key topics' (a lead form, not a trial)."
        },
        "billingOptions": [
          "custom"
        ],
        "annualDiscountNote": null,
        "plans": [
          {
            "name": "Core",
            "contactSales": true,
            "priceMonthly": null,
            "priceAnnualPerMonth": null,
            "currency": null,
            "promptsIncluded": 500,
            "creditsIncluded": null,
            "enginesIncluded": [
              "chatgpt",
              "perplexity",
              "googleAiMode",
              "googleAio",
              "gemini",
              "deepseek",
              "claude",
              "copilot",
              "grok"
            ],
            "enginesSelectable": "yes",
            "maxEngines": 9,
            "runFrequency": "configurable",
            "brandsOrProjects": null,
            "seats": "unlimited",
            "countries": null,
            "languages": null,
            "addOns": [],
            "planSource": "https://www.seoclarity.net/ai-seo/pricing"
          },
          {
            "name": "Discovery",
            "contactSales": true,
            "priceMonthly": null,
            "priceAnnualPerMonth": null,
            "currency": null,
            "promptsIncluded": 500,
            "creditsIncluded": null,
            "enginesIncluded": [
              "chatgpt",
              "perplexity",
              "googleAiMode",
              "googleAio",
              "gemini",
              "deepseek",
              "claude",
              "copilot",
              "grok"
            ],
            "enginesSelectable": "yes",
            "maxEngines": 9,
            "runFrequency": "configurable",
            "brandsOrProjects": null,
            "seats": "unlimited",
            "countries": null,
            "languages": null,
            "addOns": [],
            "planSource": "https://www.seoclarity.net/ai-seo/pricing"
          },
          {
            "name": "Accuracy",
            "contactSales": true,
            "priceMonthly": null,
            "priceAnnualPerMonth": null,
            "currency": null,
            "promptsIncluded": 500,
            "creditsIncluded": null,
            "enginesIncluded": [
              "chatgpt",
              "perplexity",
              "googleAiMode",
              "googleAio",
              "gemini",
              "deepseek",
              "claude",
              "copilot",
              "grok"
            ],
            "enginesSelectable": "yes",
            "maxEngines": 9,
            "runFrequency": "configurable",
            "brandsOrProjects": null,
            "seats": "unlimited",
            "countries": null,
            "languages": null,
            "addOns": [],
            "planSource": "https://www.seoclarity.net/ai-seo/pricing"
          }
        ],
        "prov": {
          "sources": [
            {
              "url": "https://www.seoclarity.net/ai-seo/pricing",
              "type": "pricing",
              "title": "ArcAI - Pricing Page (Core / Discovery / Accuracy grid and FAQ)",
              "archive": null
            },
            {
              "url": "https://www.seoclarity.net/pricing/",
              "type": "pricing",
              "title": "Pricing | seoClarity (SEO platform packages; Clarity ArcAI under 'Optional Add-Ons')",
              "archive": null
            },
            {
              "url": "https://www.seoclarity.net/pillar/frequently-asked-questions",
              "type": "other",
              "title": "Frequently Asked Questions | seoClarity (cost, trials, seats)",
              "archive": null
            },
            {
              "url": "https://www.seoclarity.net/ai-seo/ai-search-engine-visibility",
              "type": "other",
              "title": "ArcAI Visibility FAQ (update frequency)",
              "archive": null
            },
            {
              "url": "https://www.seoclarity.net/data-services/arcai-api-ai-search-visibility-data",
              "type": "other",
              "title": "ArcAI API: AI Search Visibility Data (frequency; API included)",
              "archive": null
            },
            {
              "url": "https://www.seoclarity.net/resources/news/seoclarity-launches-clarity-arcai-the-industrys-first-end-to-end-platform-for-ai-search-visibility",
              "type": "press",
              "title": "Clarity ArcAI launch page (standalone availability; engine enablement)",
              "archive": null
            },
            {
              "url": "https://www.seoclarity.net/profound-vs-clarity-arcai",
              "type": "other",
              "title": "Profound vs Clarity ArcAI (free custom visibility report offer)",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "promptUnit": "not published: grid says 'Prompt Queries: Starts at 500' without defining a query",
            "promptUnitPerEngine": "not published: launch page says 'All enabled engines track the same set of questions' but not how queries are counted against the allowance",
            "promptUnitPerCountry": "not published",
            "promptUnitPerRun": "not published",
            "freePlan": "not published",
            "freeTrial.days": "not published: custom trial after demo",
            "freeTrial.cardRequired": "not published",
            "annualDiscountNote": "not published: only platform-level 'discounts for ... multi-year agreements' mentioned",
            "priceMonthly": "contact sales: all ArcAI tiers 'Ask for a Quote'",
            "priceAnnualPerMonth": "contact sales: all ArcAI tiers 'Ask for a Quote'",
            "currency": "contact sales: no ArcAI price displayed",
            "brandsOrProjects": "not published: Brand Profiles exist but the number per contract is not stated",
            "countries": "not published: country-language filtering exists; number not stated",
            "languages": "not published",
            "overage": "not published: 'Prompt Queries: Starts at 500' is a minimum; no price or overage rule for larger volumes",
            "creditsIncluded": "not applicable: no credit model; the company FAQ says 'no \"tokens\" or \"credits\"'"
          },
          "couldNotVerify": [
            "Any ArcAI price, or the price of moving from Core to Discovery or Accuracy",
            "Whether one 'prompt query' is consumed per engine, per country or per weekly/daily run",
            "Price of prompt volumes above the 500 minimum, and of daily or on-demand (vs default weekly) tracking; the product FAQ calls weekly 'cost-effective for enterprise scale', which suggests daily costs more, but no figure is published",
            "Whether ArcAI is cheaper when bundled with a seoClarity SEO platform package",
            "Contract length and billing cadence for ArcAI",
            "Number of brands, countries and languages included per tier"
          ]
        }
      },
      "engines": {
        "status": {
          "chatgpt": {
            "status": "included",
            "surface": "unknown",
            "minPlan": "Core"
          },
          "googleAio": {
            "status": "included",
            "surface": "unknown",
            "minPlan": "Core"
          },
          "googleAiMode": {
            "status": "included",
            "surface": "unknown",
            "minPlan": "Core"
          },
          "gemini": {
            "status": "included",
            "surface": "unknown",
            "minPlan": "Core"
          },
          "perplexity": {
            "status": "included",
            "surface": "unknown",
            "minPlan": "Core"
          },
          "claude": {
            "status": "included",
            "surface": "unknown",
            "minPlan": "Core"
          },
          "copilot": {
            "status": "included",
            "surface": "unknown",
            "minPlan": "Core"
          },
          "grok": {
            "status": "included",
            "surface": "unknown",
            "minPlan": "Core"
          },
          "deepseek": {
            "status": "included",
            "surface": "unknown",
            "minPlan": "Core"
          },
          "metaAi": {
            "status": "n/a",
            "surface": "unknown",
            "minPlan": null
          }
        },
        "other": [],
        "settings": {
          "country": "yes",
          "language": "yes",
          "persona": "yes"
        },
        "prov": {
          "sources": [
            {
              "url": "https://www.seoclarity.net/ai-seo/pricing",
              "type": "pricing",
              "title": "ArcAI - Pricing Page (engine rows per tier)",
              "archive": null
            },
            {
              "url": "https://www.seoclarity.net/ai-seo/ai-search-engine-visibility",
              "type": "other",
              "title": "ArcAI Visibility FAQ 'Which AI search engines can be tracked by ArcAI Visibility?'",
              "archive": null
            },
            {
              "url": "https://www.seoclarity.net/resources/news/seoclarity-launches-clarity-arcai-the-industrys-first-end-to-end-platform-for-ai-search-visibility",
              "type": "press",
              "title": "Clarity ArcAI launch page (nine engines; engine enablement)",
              "archive": null
            },
            {
              "url": "https://www.seoclarity.net/resources/news/seoclarity-unveils-the-complete-tech-stack-for-answer-engine-optimization/",
              "type": "press",
              "title": "ArcAI 2.0 release (Expanded Coverage; Persona-Based Visibility)",
              "archive": null
            },
            {
              "url": "https://www.seoclarity.net/ai-seo/arcai-shopping",
              "type": "other",
              "title": "ArcAI Shopping (engines; countries and languages)",
              "archive": null
            },
            {
              "url": "https://www.seoclarity.net/ai-seo/ai-search-engine-site-analytics",
              "type": "other",
              "title": "Measure Performance ('country-language' filtering)",
              "archive": null
            },
            {
              "url": "https://www.seoclarity.net/data-services/arcai-api-ai-search-visibility-data",
              "type": "other",
              "title": "ArcAI API (AI Engines Covered)",
              "archive": null
            },
            {
              "url": "https://www.seoclarity.net/ai-overviews-tracking",
              "type": "other",
              "title": "Track Google's AI Overviews | seoClarity",
              "archive": null
            },
            {
              "url": "https://www.seoclarity.net/resources/news/seoclarity-launches-ai-mode-tracking-for-google-search/",
              "type": "press",
              "title": "seoClarity Launches AI Mode Tracking for Google Search (2025-06-13)",
              "archive": null
            },
            {
              "url": "https://www.seoclarity.net/pillar/frequently-asked-questions",
              "type": "other",
              "title": "Frequently Asked Questions | seoClarity (older three-engine ArcAI description)",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "metaAi": "not published"
          },
          "couldNotVerify": [
            "Whether each engine is queried through its API or its consumer interface (e.g. ChatGPT with web search)",
            "Whether enabling more engines multiplies prompt consumption or price",
            "Which countries and languages are available for prompt tracking (only 'country-language' filtering is described)"
          ]
        }
      },
      "method": {
        "value": "undisclosed",
        "quote": "ArcAI Visibility performs automated, high-frequency checks across thousands of prompt variations to give you a statistically significant presence rate.",
        "detail": "seoClarity describes automated, recurring prompt checks across nine engines, but no page says whether answers come from engine APIs, rendered consumer interfaces or a panel. Two hints are not stated as the general method. AI Overviews data comes from its SERP tracking with image snapshots, and ArcAI Shopping 'performs visual extraction from product carousels and shopping cards'. Its 1B+ question clickstream dataset feeds prompt research, not answer collection.",
        "prov": {
          "sources": [
            {
              "url": "https://www.seoclarity.net/ai-seo/ai-search-engine-visibility",
              "type": "other",
              "title": "ArcAI Visibility FAQ 'Can't I just manually check ChatGPT or Perplexity...?'",
              "archive": null
            },
            {
              "url": "https://www.seoclarity.net/blog/best-ai-search-seo-platforms",
              "type": "blog",
              "title": "The Best AEO Platforms and Tools in 2026: Comparison Guide (seoClarity blog)",
              "archive": null
            },
            {
              "url": "https://www.seoclarity.net/blog/prompt-tracking-valid",
              "type": "blog",
              "title": "Is Prompt Tracking Actually Worth It for AEO?",
              "archive": null
            },
            {
              "url": "https://www.seoclarity.net/ai-seo/research-prompts",
              "type": "other",
              "title": "AI Prompt Research Grounded in Real User Demand",
              "archive": null
            },
            {
              "url": "https://www.seoclarity.net/ai-seo/arcai-shopping",
              "type": "other",
              "title": "ArcAI Shopping ('visual extraction from product carousels')",
              "archive": null
            },
            {
              "url": "https://www.seoclarity.net/ai-overviews-tracking",
              "type": "other",
              "title": "AI Overviews Tracking (snapshots of AIO content)",
              "archive": null
            },
            {
              "url": "https://www.seoclarity.net/enterprise-security",
              "type": "other",
              "title": "Enterprise Security ('We collect and own the data')",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {},
          "couldNotVerify": [
            "API vs consumer-UI collection for each engine",
            "Number of runs per prompt per engine per check",
            "Location/IP and account state used when querying engines"
          ]
        }
      },
      "metrics": {
        "mentions": "yes",
        "citationsWithUrls": "yes",
        "shareOfVoice": "yes",
        "positionProminence": "yes",
        "sentiment": "yes",
        "accuracyHallucination": "yes",
        "promptDiscoveryOrVolume": "yes",
        "crawlerLogAnalytics": "yes",
        "aiReferralAttribution": "yes",
        "prov": {
          "sources": [
            {
              "url": "https://www.seoclarity.net/ai-seo/pricing",
              "type": "pricing",
              "title": "ArcAI - Pricing Page (feature grid)",
              "archive": null
            },
            {
              "url": "https://www.seoclarity.net/ai-seo/ai-search-engine-visibility",
              "type": "other",
              "title": "Track & Improve AI Visibility",
              "archive": null
            },
            {
              "url": "https://www.seoclarity.net/data-services/arcai-api-ai-search-visibility-data",
              "type": "other",
              "title": "ArcAI API (citations: domains and URLs)",
              "archive": null
            },
            {
              "url": "https://www.seoclarity.net/ai-seo/ai-search-engine-site-analytics",
              "type": "other",
              "title": "Track AI Search Traffic & Performance",
              "archive": null
            },
            {
              "url": "https://www.seoclarity.net/ai-seo/ai-sentiment-accuracy-analysis",
              "type": "other",
              "title": "AI Search Sentiment Analysis",
              "archive": null
            },
            {
              "url": "https://www.seoclarity.net/ai-seo/ai-search-accuracy-protection",
              "type": "other",
              "title": "AI Search Accuracy & Misinformation Detection",
              "archive": null
            },
            {
              "url": "https://www.seoclarity.net/ai-seo/research-prompts",
              "type": "other",
              "title": "AI Prompt Research",
              "archive": null
            },
            {
              "url": "https://www.seoclarity.net/ai-seo/ai-bot-activity-tracking",
              "type": "other",
              "title": "AI Bot Tracking: Log-File Analyzer for AI Search",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {},
          "couldNotVerify": [
            "Whether a numeric position/rank within the AI answer is reported (only 'how prominently' is stated)",
            "Whether prompt volumes are absolute estimates or only relative demand"
          ]
        }
      },
      "actionLayer": {
        "recommendations": "yes",
        "contentGeneration": "yes",
        "technicalAudits": "yes",
        "citationOutreach": "yes",
        "prov": {
          "sources": [
            {
              "url": "https://www.seoclarity.net/ai-seo/ai-search-insights/",
              "type": "other",
              "title": "ArcAI Insights",
              "archive": null
            },
            {
              "url": "https://www.seoclarity.net/ai-seo/content-optimizer-ai-search",
              "type": "other",
              "title": "AEO Content Optimization (Content Optimizer)",
              "archive": null
            },
            {
              "url": "https://www.seoclarity.net/ai-seo/custom-content-agents",
              "type": "other",
              "title": "Custom Content Agents",
              "archive": null
            },
            {
              "url": "https://www.seoclarity.net/ai-seo/ai-search-indexer",
              "type": "other",
              "title": "ArcAI Indexer",
              "archive": null
            },
            {
              "url": "https://www.seoclarity.net/ai-seo/pulse-monitor-web-mentions",
              "type": "other",
              "title": "ArcAI Pulse (web mentions)",
              "archive": null
            },
            {
              "url": "https://www.seoclarity.net/resources/news/seoclarity-unveils-arcai-insights-the-first-action-layer-for-ai-search-optimization",
              "type": "press",
              "title": "seoClarity Unveils ArcAI Insights (dateline 2025-07-31; page header now 'Published on September 17, 2026')",
              "archive": null
            },
            {
              "url": "https://www.seoclarity.net/ai-seo/pricing",
              "type": "pricing",
              "title": "ArcAI - Pricing Page",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {},
          "couldNotVerify": [
            "Whether llms.txt or robots.txt AI-crawler access is audited",
            "What 'Managed Services' on the Accuracy tier covers",
            "Cost of Content Optimizer analyses beyond the 20 included"
          ]
        }
      },
      "dataAccess": {
        "api": "yes",
        "csvExport": "n/a",
        "lookerStudio": "yes",
        "warehouseOrBigQuery": "n/a",
        "slack": "n/a",
        "emailAlerts": "n/a",
        "mcp": "yes",
        "prov": {
          "sources": [
            {
              "url": "https://www.seoclarity.net/data-services/arcai-api-ai-search-visibility-data",
              "type": "other",
              "title": "ArcAI API: AI Search Visibility Data",
              "archive": null
            },
            {
              "url": "https://www.seoclarity.net/ai-seo/mcp-server",
              "type": "other",
              "title": "ArcAI MCP Server",
              "archive": null
            },
            {
              "url": "https://www.seoclarity.net/livewire",
              "type": "other",
              "title": "seoClarity LiveWire (MCPs, plugins incl. Looker Studio, APIs)",
              "archive": null
            },
            {
              "url": "https://www.seoclarity.net/resources/news/seoclarity-launches-livewire-seo-and-aeo-intelligence",
              "type": "press",
              "title": "seoClarity Launches LiveWire (2026-07-07)",
              "archive": null
            },
            {
              "url": "https://www.seoclarity.net/technology/integrations/",
              "type": "other",
              "title": "seoClarity Technology Integrations (platform-level BI connectors)",
              "archive": null
            },
            {
              "url": "https://www.seoclarity.net/pricing/",
              "type": "pricing",
              "title": "Pricing | seoClarity (plan comparison: data exports, API and BI tools)",
              "archive": null
            },
            {
              "url": "https://www.seoclarity.net/ai-seo/pulse-monitor-web-mentions",
              "type": "other",
              "title": "ArcAI Pulse (real-time alerts on web mentions)",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "csvExport": "not published: platform-level ranking data extracts documented; no ArcAI-specific export described",
            "warehouseOrBigQuery": "not published: BigQuery/Snowflake/Redshift connectors are documented for the SEO platform; for ArcAI only API-built pipelines are mentioned",
            "slack": "not published",
            "emailAlerts": "not published: ArcAI Pulse has 'real-time alerts' for web mentions, channel not stated; no AI-visibility alerting described"
          },
          "couldNotVerify": [
            "Whether ArcAI tables are available in the native BigQuery/Snowflake connectors",
            "Which ArcAI fields or metrics the LiveWire Looker Studio plugin exposes (the release names ArcAI among the datasets that 'show up directly in the tools they already work in', with Looker Studio among those tools, but lists no ArcAI fields)",
            "API rate limits and endpoint list (API playground is inside the platform)",
            "CSV/Excel export from ArcAI reports"
          ]
        }
      },
      "businessFit": {
        "agencyMultiClient": "yes",
        "whiteLabel": "n/a",
        "sso": "yes",
        "soc2": "yes",
        "iso27001": "n/a",
        "gdprStatement": "yes",
        "euDataResidency": "n/a",
        "uiLanguages": null,
        "prov": {
          "sources": [
            {
              "url": "https://www.seoclarity.net/technology/agency-solutions/",
              "type": "other",
              "title": "SEO Software for Agencies | seoClarity",
              "archive": null
            },
            {
              "url": "https://www.seoclarity.net/enterprise-security",
              "type": "other",
              "title": "Enterprise Security | seoClarity",
              "archive": null
            },
            {
              "url": "https://www.seoclarity.net/blog/seoclarity-security",
              "type": "blog",
              "title": "Your Questions About seoClarity's Security, Answered (2025-07-08)",
              "archive": null
            },
            {
              "url": "https://www.seoclarity.net/blog/soc-2-audit-completed",
              "type": "blog",
              "title": "SOC 2 Audit: Why It's a Must for SEO Platforms (2025-10-13)",
              "archive": null
            },
            {
              "url": "https://www.seoclarity.net/pillar/frequently-asked-questions",
              "type": "other",
              "title": "Frequently Asked Questions | seoClarity (privacy, SSO, international)",
              "archive": null
            },
            {
              "url": "https://www.seoclarity.net/privacy-policy/",
              "type": "other",
              "title": "Privacy Policy - seoClarity (last updated 2026-02-12)",
              "archive": null
            },
            {
              "url": "https://www.seoclarity.net/data-services/arcai-api-ai-search-visibility-data",
              "type": "other",
              "title": "ArcAI API (SSO, SOC 2, audit logging, tenant-level isolation)",
              "archive": null
            },
            {
              "url": "https://www.seoclarity.net/ai-seo/ai-search-engine-site-analytics",
              "type": "other",
              "title": "Measure Performance (Brand Profiles)",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "whiteLabel": "not published",
            "iso27001": "not published",
            "euDataResidency": "not published: privacy policy says personal data may be processed in the United States under SCCs; no EU hosting option stated",
            "uiLanguages": "not published: FAQ mentions 'built-in translations' without listing UI languages"
          },
          "couldNotVerify": [
            "White-label reports or client-branded dashboards for agencies",
            "Where ArcAI data is hosted and whether an EU region exists",
            "Platform UI languages"
          ]
        }
      },
      "selection": {
        "roundups": 1,
        "probeAnswers": 4,
        "g2Reviews": 216,
        "g2Scope": "suite/parent listing",
        "presenceScore": 0.048,
        "passesGate": false,
        "shortlistedByRubric": false
      },
      "normalisation": {},
      "derived": {
        "segment": "enterprise",
        "entryPriceUsd": null,
        "entryPlan": null,
        "entryBasis": null,
        "plans": {
          "Core|monthly": {
            "usd": null,
            "checks": null,
            "costPer1kUsd": null
          },
          "Core|annual": {
            "usd": null,
            "checks": null,
            "costPer1kUsd": null
          },
          "Discovery|monthly": {
            "usd": null,
            "checks": null,
            "costPer1kUsd": null
          },
          "Discovery|annual": {
            "usd": null,
            "checks": null,
            "costPer1kUsd": null
          },
          "Accuracy|monthly": {
            "usd": null,
            "checks": null,
            "costPer1kUsd": null
          },
          "Accuracy|annual": {
            "usd": null,
            "checks": null,
            "costPer1kUsd": null
          }
        },
        "scenarios": {
          "S|monthly": {
            "status": "custom-quote",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "Sales-quoted plans only.",
            "detail": "no published plan covers it; a sales-quoted plan exists. No plan is published for monthly billing."
          },
          "S|annual": {
            "status": "custom-quote",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "Sales-quoted plans only.",
            "detail": "no published plan covers it; a sales-quoted plan exists. No plan is published for annual billing."
          },
          "M|monthly": {
            "status": "custom-quote",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "Sales-quoted plans only.",
            "detail": "no published plan covers it; a sales-quoted plan exists. No plan is published for monthly billing."
          },
          "M|annual": {
            "status": "custom-quote",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "Sales-quoted plans only.",
            "detail": "no published plan covers it; a sales-quoted plan exists. No plan is published for annual billing."
          },
          "L|monthly": {
            "status": "custom-quote",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "Sales-quoted plans only.",
            "detail": "no published plan covers it; a sales-quoted plan exists. No plan is published for monthly billing."
          },
          "L|annual": {
            "status": "custom-quote",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "Sales-quoted plans only.",
            "detail": "no published plan covers it; a sales-quoted plan exists. No plan is published for annual billing."
          }
        },
        "bestRate": null,
        "largestPlan": null
      },
      "flags": {
        "priceEstimate": false,
        "agencyRouteEligibilityUnconfirmed": false,
        "excludeFromAggregates": false,
        "note": null
      },
      "changesSince20260531": "The lead list called the module 'Clarity ArcAI 2.0'. The current generation is ArcAI 3.0, launched 2026-04-01, before the lead list was written. It added ArcAI Shopping, Accuracy & Narrative Control, Prompt Research Automation, Custom Content Agents, an MCP Server and API, and Brand Profiles reporting. New since 2026-05-31: LiveWire (launched 2026-07-07), a connectivity layer (MCP, plugins for Excel, Google Sheets and Looker Studio, APIs) included in the subscription at no extra cost. Confirmed unchanged: nine engines (ChatGPT, Perplexity, Gemini, Copilot, Grok, DeepSeek, Claude, AI Mode, AI Overviews), and custom quote-only pricing. Newly verified detail: a public ArcAI pricing grid with three quote-only tiers (Core, Discovery, Accuracy) and 'Prompt Queries: Starts at 500'. The same grid is in a 2026-03-16 Wayback snapshot, so it predates the lead list. ArcAI is sold standalone or as an add-on, and a free custom trial follows a demo. Identity: the vendor's About page says the company launched in 2007, not 2009 as the lead list says. The FAQ says seoClarity is 'not VC-funded', and a $5M investment was announced 2025-10-22. The lead list's ~$7.7M revenue figure could not be verified."
    },
    {
      "id": "sistrix-ai",
      "name": "SISTRIX AI Visibility (AI Check / AI Search, Prompt Tracking, Prompt Research)",
      "shortName": "SISTRIX AI Visibility",
      "vendor": "SISTRIX GmbH",
      "url": "https://www.sistrix.com/ai/",
      "pricingUrl": "https://www.sistrix.com/pricing/",
      "docsUrl": "https://www.sistrix.com/support/handbook/sistrix-ai-chatbot-research-tool/handbook-2/",
      "category": "suite-module",
      "parentProduct": "SISTRIX",
      "status": "live",
      "summary": "SISTRIX AI Visibility is the AI/chatbot module of the German SISTRIX SEO suite. It combines AI Check (brand presence in a vendor-collected prompt dataset), Prompt Tracking of your own prompts across Google AI Overviews, AI Mode, ChatGPT and Perplexity, and Prompt Research for AI-search demand, all in beta and included in every SISTRIX package. It suits existing or prospective SISTRIX users, from freelancers to agencies and enterprises, mainly in European markets, who want AI-visibility tracking alongside classic SEO data and can work with EUR pricing and a quota of prompt updates.",
      "reviewed": false,
      "identity": {
        "hqCountry": "DE",
        "ownership": null,
        "funding": null,
        "fundingAsOf": null,
        "yearLaunched": 2025,
        "prov": {
          "sources": [
            {
              "url": "https://www.sistrix.de/sistrix/impressum/",
              "type": "other",
              "title": "Impressum (imprint, German)",
              "archive": null
            },
            {
              "url": "https://www.sistrix.com/sistrix/",
              "type": "other",
              "title": "About SISTRIX",
              "archive": null
            },
            {
              "url": "https://www.sistrix.com/pricing/",
              "type": "pricing",
              "title": "SISTRIX Pricing (plan cards, comparison grid, FAQ)",
              "archive": null
            },
            {
              "url": "https://www.sistrix.com/ai/",
              "type": "other",
              "title": "SISTRIX AI Visibility product page",
              "archive": null
            },
            {
              "url": "https://www.sistrix.com/changelog/prompt-monitoring-create-and-analyse-individual-prompt-sets/",
              "type": "blog",
              "title": "Changelog 2025-11-26: Prompt Monitoring: Create and Analyse Individual Prompt Sets",
              "archive": null
            },
            {
              "url": "https://www.sistrix.com/changelog/track-ai-overviews-with-sistrix-across-all-countries/",
              "type": "blog",
              "title": "Changelog 2025-06-02: Track AI Overviews (SERP-feature filter)",
              "archive": null
            },
            {
              "url": "https://www.sistrix.com/changelog/",
              "type": "blog",
              "title": "SISTRIX Changelog index",
              "archive": null
            },
            {
              "url": "https://www.sistrix.com/support/handbook/sistrix-ai-chatbot-research-tool/",
              "type": "docs",
              "title": "Handbook: SISTRIX AI/Chatbot Research Tool (overview)",
              "archive": null
            },
            {
              "url": "https://www.sistrix.com/blog/ai-overviews-chatbots-and-more-sistrix-updates-in-the-first-half-of-2025/",
              "type": "blog",
              "title": "SISTRIX blog (published 2025-08-06): AI overviews, chatbots and more: SISTRIX updates in the first half of 2025",
              "archive": null
            },
            {
              "url": "https://www.sistrix.de/changelog/",
              "type": "blog",
              "title": "SISTRIX Changelog (German): Neue Funktionen",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "ownership": "not published: imprint names SISTRIX GmbH (HRB 13993, Amtsgericht Bonn) and its managing director, but not its owners",
            "funding": "not published: no funding information on vendor pages; third-party sources not checked (web search budget exhausted)",
            "fundingAsOf": "not applicable: funding unknown"
          },
          "couldNotVerify": [
            "Who owns SISTRIX GmbH and whether it has outside investors",
            "Company founding year (vendor pages read do not state it)",
            "Exact launch date of the AI/chatbot beta within H1 2025 (the blog dates it only to the first half of 2025)"
          ]
        }
      },
      "pricing": {
        "model": "credits",
        "promptUnit": "Prompt update. Handbook FAQ: 'A “Prompt Update” is the unit of measurement and corresponds to one prompt being queried once through an AI model. For example: one prompt run across four AI models uses four updates.' Plans are sized in 'prompt updates per month'.",
        "promptUnitPerEngine": "yes",
        "promptUnitPerCountry": "n/a",
        "promptUnitPerRun": "yes",
        "freePlan": {
          "available": "no",
          "limits": "Pricing FAQ: 'SISTRIX is a paid tool. However, you can try SISTRIX free for 14 days. Alternatively, we offer a range of free tools that you can use permanently without an account.'"
        },
        "freeTrial": {
          "available": "yes",
          "days": 14,
          "cardRequired": "n/a",
          "limits": "AI page: '14 days free · No cancellation needed'; About page: 'Free test account for 14 days', 'Non-committal, no cancellation necessary', 'Personal onboarding with experts'. 'Test for free' buttons are on Start and Plus. They link to app.sistrix.com/account/create/en/, which redirects to a sign-up page titled 'SISTRIX for Google Plus: Create a test account'. The page offers 'the free, all-feature, 14-days SISTRIX for Google test' and says 'You can test all features, with no limits.' So the trial appears to be of the Plus package (stated only in the page title). The prompt-update quota during the trial is not published."
        },
        "billingOptions": [
          "monthly",
          "annual"
        ],
        "annualDiscountNote": "Annual contract, 'Billed annually, 12-month term': 'the monthly costs are reduced compared to monthly cancellation' (pricing FAQ).",
        "plans": [
          {
            "name": "Start",
            "contactSales": false,
            "priceMonthly": 119,
            "priceAnnualPerMonth": 99,
            "currency": "EUR",
            "promptsIncluded": 100,
            "creditsIncluded": 9300,
            "enginesIncluded": [
              "chatgpt",
              "perplexity",
              "googleAio",
              "googleAiMode"
            ],
            "enginesSelectable": "n/a",
            "maxEngines": 4,
            "runFrequency": "configurable",
            "brandsOrProjects": "unlimited",
            "seats": 1,
            "countries": null,
            "languages": null,
            "addOns": [],
            "planSource": "https://www.sistrix.com/pricing/"
          },
          {
            "name": "Plus",
            "contactSales": false,
            "priceMonthly": 239,
            "priceAnnualPerMonth": 199,
            "currency": "EUR",
            "promptsIncluded": 300,
            "creditsIncluded": 27900,
            "enginesIncluded": [
              "chatgpt",
              "perplexity",
              "googleAio",
              "googleAiMode"
            ],
            "enginesSelectable": "n/a",
            "maxEngines": 4,
            "runFrequency": "configurable",
            "brandsOrProjects": "unlimited",
            "seats": 3,
            "countries": null,
            "languages": null,
            "addOns": [
              {
                "name": "Additional user account (grid: 'Additional User Accounts €24.90'; the billing period is not printed in the cell)",
                "price": 24.9,
                "currency": "EUR",
                "unit": "per user; billing period not stated on the grid (plan prices are per month)",
                "appliesTo": "seats:+1"
              },
              {
                "name": "Additional export & API credits, 10,000 per week (export/API credits, NOT AI prompt updates). Support page: 'An additional 10.000 credits per week will cost 75 euros monthly.'",
                "price": 75,
                "currency": "EUR",
                "unit": "per month",
                "appliesTo": "other"
              }
            ],
            "planSource": "https://www.sistrix.com/pricing/"
          },
          {
            "name": "Professional",
            "contactSales": false,
            "priceMonthly": 419,
            "priceAnnualPerMonth": 349,
            "currency": "EUR",
            "promptsIncluded": 600,
            "creditsIncluded": 55800,
            "enginesIncluded": [
              "chatgpt",
              "perplexity",
              "googleAio",
              "googleAiMode"
            ],
            "enginesSelectable": "n/a",
            "maxEngines": 4,
            "runFrequency": "configurable",
            "brandsOrProjects": "unlimited",
            "seats": 6,
            "countries": null,
            "languages": null,
            "addOns": [
              {
                "name": "Additional user account (grid: 'Additional User Accounts €24.90'; the billing period is not printed in the cell)",
                "price": 24.9,
                "currency": "EUR",
                "unit": "per user; billing period not stated on the grid (plan prices are per month)",
                "appliesTo": "seats:+1"
              },
              {
                "name": "Additional export & API credits, 10,000 per week (export/API credits, NOT AI prompt updates). Support page: 'An additional 10.000 credits per week will cost 75 euros monthly.'",
                "price": 75,
                "currency": "EUR",
                "unit": "per month",
                "appliesTo": "other"
              }
            ],
            "planSource": "https://www.sistrix.com/pricing/"
          },
          {
            "name": "Premium",
            "contactSales": false,
            "priceMonthly": 799,
            "priceAnnualPerMonth": 599,
            "currency": "EUR",
            "promptsIncluded": 1500,
            "creditsIncluded": 139500,
            "enginesIncluded": [
              "chatgpt",
              "perplexity",
              "googleAio",
              "googleAiMode"
            ],
            "enginesSelectable": "n/a",
            "maxEngines": 4,
            "runFrequency": "configurable",
            "brandsOrProjects": "unlimited",
            "seats": 12,
            "countries": null,
            "languages": null,
            "addOns": [
              {
                "name": "Additional user account (grid: 'Additional User Accounts €24.90'; the billing period is not printed in the cell)",
                "price": 24.9,
                "currency": "EUR",
                "unit": "per user; billing period not stated on the grid (plan prices are per month)",
                "appliesTo": "seats:+1"
              },
              {
                "name": "Additional export & API credits, 10,000 per week (export/API credits, NOT AI prompt updates). Support page: 'An additional 10.000 credits per week will cost 75 euros monthly.'",
                "price": 75,
                "currency": "EUR",
                "unit": "per month",
                "appliesTo": "other"
              }
            ],
            "planSource": "https://www.sistrix.com/pricing/"
          },
          {
            "name": "Enterprise",
            "contactSales": true,
            "priceMonthly": null,
            "priceAnnualPerMonth": null,
            "currency": null,
            "promptsIncluded": null,
            "creditsIncluded": null,
            "enginesIncluded": [],
            "enginesSelectable": "n/a",
            "maxEngines": null,
            "runFrequency": "n/a",
            "brandsOrProjects": null,
            "seats": null,
            "countries": null,
            "languages": null,
            "addOns": [],
            "planSource": "https://www.sistrix.com/pricing/"
          }
        ],
        "prov": {
          "sources": [
            {
              "url": "https://www.sistrix.com/pricing/",
              "type": "pricing",
              "title": "SISTRIX Pricing (plan cards, comparison grid, FAQ)",
              "archive": null
            },
            {
              "url": "https://www.sistrix.com/pricing/?y",
              "type": "pricing",
              "title": "SISTRIX Pricing, annual-contract view (Monthly/Annually toggle)",
              "archive": null
            },
            {
              "url": "https://www.sistrix.com/ai/",
              "type": "other",
              "title": "SISTRIX AI Visibility product page",
              "archive": null
            },
            {
              "url": "https://www.sistrix.com/support/handbook/sistrix-ai-chatbot-research-tool/handbook-2/",
              "type": "docs",
              "title": "Handbook: Projects: Prompt Tracking",
              "archive": null
            },
            {
              "url": "https://www.sistrix.com/changelog/prompt-monitoring-create-and-analyse-individual-prompt-sets/",
              "type": "blog",
              "title": "Changelog 2025-11-26: Prompt Monitoring: Create and Analyse Individual Prompt Sets",
              "archive": null
            },
            {
              "url": "https://www.sistrix.com/support/export",
              "type": "docs",
              "title": "Support: Exports & Credits",
              "archive": null
            },
            {
              "url": "https://www.sistrix.com/support/profiles/",
              "type": "docs",
              "title": "Support: Profiles – User account management",
              "archive": null
            },
            {
              "url": "https://www.sistrix.com/support/account/enterprise-accounts/",
              "type": "docs",
              "title": "Support: Enterprise accounts",
              "archive": null
            },
            {
              "url": "https://www.sistrix.com/api/",
              "type": "docs",
              "title": "SISTRIX API documentation: Getting started",
              "archive": null
            },
            {
              "url": "https://app.sistrix.com/en/google/test",
              "type": "other",
              "title": "Trial sign-up page 'SISTRIX for Google Plus: Create a test account' (viewed, not submitted)",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "promptUnitPerCountry": "not published: each project is created for one language and country, but whether the same prompt in two countries counts twice is not stated",
            "freeTrial.cardRequired": "not published",
            "Start.countries": "not published: country and language are chosen per project; the list of supported countries is not stated",
            "Start.languages": "not published",
            "Enterprise.price": "contact sales: 'Custom quotas, currencies and billing'",
            "enginesSelectable": "not published: the wizard shows model icons per prompt, but whether a buyer can switch individual models on or off is not stated. Two hints suggest prompts can run on fewer models: the changelog's 'With daily updates and all three models (i.e. in the maximum case)' and the handbook's budget example '75 prompts with 2,325 AI updates' (31 per prompt, our arithmetic). Neither says so explicitly",
            "priceUSD": "not applicable: EUR only; USD invoicing only for Enterprise",
            "Enterprise.enginesIncluded": "contact sales: the AI grid rows and footnote ('** AI Check and Prompt Tracking are currently included in the existing packages') cover only Start–Premium; the Enterprise card and Enterprise accounts page name no AI platforms",
            "Enterprise.quotas": "contact sales: 'Custom quotas, currencies and billing'; prompts, prompt updates, seats, projects and overage are not published"
          },
          "couldNotVerify": [
            "Whether a credit card is needed for the 14-day trial and what AI quota the trial includes (the sign-up page title names 'Plus', but the AI quota is not stated)",
            "Whether one prompt tracked in several countries uses one update per country",
            "Whether buyers can choose which of the four AI platforms each prompt runs on (to save updates)",
            "When and at what price the AI features will leave beta ('we reserve the right to price them separately in the future')",
            "Billing period of the €24.90 additional-user add-on (not printed on the grid)",
            "Which AI platforms and prompt-update quota an Enterprise contract includes",
            "Whether weekly runs can be selected (handbook body says 'daily or weekly'; its FAQ says 'All prompts are tracked daily')"
          ]
        }
      },
      "engines": {
        "status": {
          "chatgpt": {
            "status": "included",
            "surface": "ui",
            "minPlan": "Start"
          },
          "googleAio": {
            "status": "included",
            "surface": "ui",
            "minPlan": "Start"
          },
          "googleAiMode": {
            "status": "included",
            "surface": "ui",
            "minPlan": "Start"
          },
          "gemini": {
            "status": "n/a",
            "surface": "unknown",
            "minPlan": null
          },
          "perplexity": {
            "status": "included",
            "surface": "ui",
            "minPlan": "Start"
          },
          "claude": {
            "status": "no",
            "surface": "unknown",
            "minPlan": null
          },
          "copilot": {
            "status": "no",
            "surface": "unknown",
            "minPlan": null
          },
          "grok": {
            "status": "no",
            "surface": "unknown",
            "minPlan": null
          },
          "deepseek": {
            "status": "n/a",
            "surface": "unknown",
            "minPlan": null
          },
          "metaAi": {
            "status": "no",
            "surface": "unknown",
            "minPlan": null
          }
        },
        "other": [],
        "settings": {
          "country": "yes",
          "language": "yes",
          "persona": "n/a"
        },
        "prov": {
          "sources": [
            {
              "url": "https://www.sistrix.com/ai/",
              "type": "other",
              "title": "SISTRIX AI Visibility product page",
              "archive": null
            },
            {
              "url": "https://www.sistrix.com/ai/ai-search",
              "type": "other",
              "title": "AI Search (AI Check) product page and FAQ",
              "archive": null
            },
            {
              "url": "https://www.sistrix.com/ai/prompt-monitoring",
              "type": "other",
              "title": "Prompt Monitoring product page and FAQ",
              "archive": null
            },
            {
              "url": "https://www.sistrix.com/ai/prompt-research",
              "type": "other",
              "title": "Prompt Research product page and FAQ",
              "archive": null
            },
            {
              "url": "https://www.sistrix.com/support/handbook/sistrix-ai-chatbot-research-tool/handbook-2/",
              "type": "docs",
              "title": "Handbook: Projects: Prompt Tracking",
              "archive": null
            },
            {
              "url": "https://www.sistrix.com/support/handbook/sistrix-ai-chatbot-research-tool/ai-search/",
              "type": "docs",
              "title": "Handbook: AI Search – Overview",
              "archive": null
            },
            {
              "url": "https://www.sistrix.com/support/handbook/sistrix-ai-chatbot-research-tool/",
              "type": "docs",
              "title": "Handbook: SISTRIX AI/Chatbot Research Tool (overview)",
              "archive": null
            },
            {
              "url": "https://www.sistrix.com/support/handbook/sistrix-ai-chatbot-research-tool/prompt-research/",
              "type": "docs",
              "title": "Handbook: Prompt Research",
              "archive": null
            },
            {
              "url": "https://www.sistrix.com/changelog/prompt-monitoring-create-and-analyse-individual-prompt-sets/",
              "type": "blog",
              "title": "Changelog 2025-11-26: Prompt Monitoring: Create and Analyse Individual Prompt Sets",
              "archive": null
            },
            {
              "url": "https://www.sistrix.com/api/ai-tracker/ai-tracker-prompts/",
              "type": "docs",
              "title": "API: ai.tracker.prompts",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "gemini": "contradictory sources: older handbook page lists Gemini for the AI/Chatbot Research Tool; current AI Search and Prompt Monitoring FAQs omit it",
            "deepseek": "contradictory sources: older handbook page lists Deepseek v3; current platform lists omit it",
            "settings.persona": "not published"
          },
          "couldNotVerify": [
            "Whether ChatGPT is captured with web search on",
            "Whether Gemini and DeepSeek data from the older AI/Chatbot Research Tool are still in the product",
            "Which countries and languages Prompt Tracking supports (the 2025 handbook names five languages for the research dataset: German, English, French, Spanish, Italian)"
          ]
        }
      },
      "method": {
        "value": "ui-rendering",
        "quote": "Unlike many other tools, SISTRIX uses automated crawling instead of APIs. This means we simulate real user queries and capture the actual responses that your target audience sees.",
        "detail": "Prompt Tracking collects answers by automated crawling of the consumer platforms (simulated user queries), not through model APIs; the AI Search handbook likewise says it captures 'the versions that regular users also use'. An older handbook page describes an earlier research dataset built from named foundation-model versions (gpt-4o-mini, gemini-2.0-flash, Deepseek v3), which suggests model access, but it does not say 'API'.",
        "prov": {
          "sources": [
            {
              "url": "https://www.sistrix.com/support/handbook/sistrix-ai-chatbot-research-tool/handbook-2/",
              "type": "docs",
              "title": "Handbook: Projects: Prompt Tracking",
              "archive": null
            },
            {
              "url": "https://www.sistrix.com/support/handbook/sistrix-ai-chatbot-research-tool/ai-search/",
              "type": "docs",
              "title": "Handbook: AI Search – Overview",
              "archive": null
            },
            {
              "url": "https://www.sistrix.com/support/handbook/sistrix-ai-chatbot-research-tool/",
              "type": "docs",
              "title": "Handbook: SISTRIX AI/Chatbot Research Tool (overview)",
              "archive": null
            },
            {
              "url": "https://www.sistrix.com/changelog/new-in-ai-check-ai-systems-brand-perception/",
              "type": "blog",
              "title": "Changelog 2026-07-30: New in AI Check (sentiment, perception, recommendation map)",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {},
          "couldNotVerify": [
            "Whether the older foundation-model dataset (ChatGPT/Gemini/DeepSeek model versions) is still used anywhere in AI Check and, if so, whether it is collected via API"
          ]
        }
      },
      "metrics": {
        "mentions": "yes",
        "citationsWithUrls": "yes",
        "shareOfVoice": "yes",
        "positionProminence": "yes",
        "sentiment": "yes",
        "accuracyHallucination": "n/a",
        "promptDiscoveryOrVolume": "yes",
        "crawlerLogAnalytics": "n/a",
        "aiReferralAttribution": "n/a",
        "prov": {
          "sources": [
            {
              "url": "https://www.sistrix.com/support/handbook/sistrix-ai-chatbot-research-tool/handbook-2/",
              "type": "docs",
              "title": "Handbook: Projects: Prompt Tracking",
              "archive": null
            },
            {
              "url": "https://www.sistrix.com/ai/ai-search",
              "type": "other",
              "title": "AI Search (AI Check) product page and FAQ",
              "archive": null
            },
            {
              "url": "https://www.sistrix.com/changelog/prompt-monitoring-automatic-tag-suggestions/",
              "type": "blog",
              "title": "Changelog 2026-04-28: Prompt Monitoring: Automatic Tag Suggestions, Tag Analysis and Domain Linking",
              "archive": null
            },
            {
              "url": "https://www.sistrix.com/changelog/ai-deep-dives/",
              "type": "blog",
              "title": "Changelog 2026-06-30: AI Deep Dives",
              "archive": null
            },
            {
              "url": "https://www.sistrix.com/changelog/new-in-ai-check-ai-systems-brand-perception/",
              "type": "blog",
              "title": "Changelog 2026-07-30: New in AI Check (sentiment, perception, recommendation map)",
              "archive": null
            },
            {
              "url": "https://www.sistrix.com/support/handbook/sistrix-ai-chatbot-research-tool/prompt-research/",
              "type": "docs",
              "title": "Handbook: Prompt Research",
              "archive": null
            },
            {
              "url": "https://www.sistrix.com/ai/prompt-research",
              "type": "other",
              "title": "Prompt Research product page and FAQ",
              "archive": null
            },
            {
              "url": "https://www.sistrix.com/blog/prompt-research/",
              "type": "blog",
              "title": "SISTRIX blog: Prompt Research (published 2026-08-14)",
              "archive": null
            },
            {
              "url": "https://www.sistrix.com/changelog/api-mcp-prompt-research/",
              "type": "blog",
              "title": "Changelog 2026-08-17: Access Prompt Research via API & MCP",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "crawlerLogAnalytics": "not published: no AI-crawler log analysis is documented",
            "aiReferralAttribution": "not published: the suite connects Google Search Console and Analytics, but no AI-referral traffic report is documented",
            "accuracyHallucination": "not published: only the AI Deep Dive 'Fact consistency' (2026-06-30) compares claims across AI platforms; no check of AI answers against true or brand-supplied facts is documented"
          },
          "couldNotVerify": [
            "Whether any SISTRIX feature checks AI answers against brand-supplied facts (only cross-platform 'Fact consistency' is documented)"
          ]
        }
      },
      "actionLayer": {
        "recommendations": "yes",
        "contentGeneration": "n/a",
        "technicalAudits": "yes",
        "citationOutreach": "yes",
        "prov": {
          "sources": [
            {
              "url": "https://www.sistrix.com/changelog/ai-deep-dives/",
              "type": "blog",
              "title": "Changelog 2026-06-30: AI Deep Dives",
              "archive": null
            },
            {
              "url": "https://www.sistrix.com/changelog/new-in-ai-check-ai-systems-brand-perception/",
              "type": "blog",
              "title": "Changelog 2026-07-30: New in AI Check (sentiment, perception, recommendation map)",
              "archive": null
            },
            {
              "url": "https://www.sistrix.com/support/handbook/sistrix-ai-chatbot-research-tool/handbook-2/",
              "type": "docs",
              "title": "Handbook: Projects: Prompt Tracking",
              "archive": null
            },
            {
              "url": "https://www.sistrix.com/pricing/",
              "type": "pricing",
              "title": "SISTRIX Pricing (plan cards, comparison grid, FAQ)",
              "archive": null
            },
            {
              "url": "https://www.sistrix.com/support/handbook/sistrix-ai-chatbot-research-tool/prompt-research/",
              "type": "docs",
              "title": "Handbook: Prompt Research",
              "archive": null
            },
            {
              "url": "https://www.sistrix.de/changelog/",
              "type": "blog",
              "title": "SISTRIX Changelog (German): Neue Funktionen",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "contentGeneration": "not published: content ideas and briefings are documented, but no generation of draft content; Content Assistant is described as 'for optimizing texts'"
          },
          "couldNotVerify": [
            "Whether the on-page crawler checks llms.txt, structured data or AI-crawler access"
          ]
        }
      },
      "dataAccess": {
        "api": "yes",
        "csvExport": "n/a",
        "lookerStudio": "n/a",
        "warehouseOrBigQuery": "n/a",
        "slack": "n/a",
        "emailAlerts": "n/a",
        "mcp": "yes",
        "prov": {
          "sources": [
            {
              "url": "https://www.sistrix.com/api/",
              "type": "docs",
              "title": "SISTRIX API documentation: Getting started",
              "archive": null
            },
            {
              "url": "https://www.sistrix.com/api/ai-tracker/",
              "type": "docs",
              "title": "API: ai.tracker",
              "archive": null
            },
            {
              "url": "https://www.sistrix.com/api/ai-tracker/ai-tracker-prompts/",
              "type": "docs",
              "title": "API: ai.tracker.prompts",
              "archive": null
            },
            {
              "url": "https://www.sistrix.com/api/ai-check/",
              "type": "docs",
              "title": "API: ai.check",
              "archive": null
            },
            {
              "url": "https://www.sistrix.com/api/connection-to-google-data-studio/",
              "type": "docs",
              "title": "API: Connection to Google Data Studio (Looker Studio)",
              "archive": null
            },
            {
              "url": "https://www.sistrix.com/changelog/sistrix-mcp-servers/",
              "type": "blog",
              "title": "Changelog 2026-05-22: SISTRIX MCP Servers: Now available for all SISTRIX users",
              "archive": null
            },
            {
              "url": "https://www.sistrix.com/changelog/api-mcp-prompt-research/",
              "type": "blog",
              "title": "Changelog 2026-08-17: Access Prompt Research via API & MCP",
              "archive": null
            },
            {
              "url": "https://www.sistrix.com/changelog/prompt-monitoring-create-and-analyse-individual-prompt-sets/",
              "type": "blog",
              "title": "Changelog 2025-11-26: Prompt Monitoring: Create and Analyse Individual Prompt Sets",
              "archive": null
            },
            {
              "url": "https://www.sistrix.com/support/export",
              "type": "docs",
              "title": "Support: Exports & Credits",
              "archive": null
            },
            {
              "url": "https://www.sistrix.com/pricing/",
              "type": "pricing",
              "title": "SISTRIX Pricing (plan cards, comparison grid, FAQ)",
              "archive": null
            },
            {
              "url": "https://www.sistrix.com/changelog/ai-deep-dives/",
              "type": "blog",
              "title": "Changelog 2026-06-30: AI Deep Dives",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "csvExport": "not published: suite tables export to CSV, but AI project export was 'currently working on' in 2025-11 and no later page confirms it",
            "lookerStudio": "not published: the Looker Studio connector exposes 'all available SISTRIX API functions' via API key (Plus limited, Professional+ full), but AI functions are not named",
            "warehouseOrBigQuery": "not published",
            "slack": "not published: suite Alerts can notify via Slack 'for any domain'; no AI/prompt alerts documented",
            "emailAlerts": "not published: suite Alerts and scheduled PDF reports email domain KPIs; no AI/prompt alerts documented"
          },
          "couldNotVerify": [
            "Whether Prompt Tracking tables can be exported to CSV/Excel in the app",
            "Whether ai.tracker data can be pulled into Looker Studio through the 'SISTRIX Toolbox Data' connector",
            "Whether alerts or scheduled reports can include AI visibility changes",
            "Which MCP tools expose Prompt Tracking project data (vs AI Check and Prompt Research)"
          ]
        }
      },
      "businessFit": {
        "agencyMultiClient": "yes",
        "whiteLabel": "n/a",
        "sso": "n/a",
        "soc2": "n/a",
        "iso27001": "n/a",
        "gdprStatement": "yes",
        "euDataResidency": "n/a",
        "uiLanguages": null,
        "prov": {
          "sources": [
            {
              "url": "https://www.sistrix.com/support/handbook/sistrix-ai-chatbot-research-tool/handbook-2/",
              "type": "docs",
              "title": "Handbook: Projects: Prompt Tracking",
              "archive": null
            },
            {
              "url": "https://www.sistrix.com/ai/",
              "type": "other",
              "title": "SISTRIX AI Visibility product page",
              "archive": null
            },
            {
              "url": "https://www.sistrix.com/pricing/",
              "type": "pricing",
              "title": "SISTRIX Pricing (plan cards, comparison grid, FAQ)",
              "archive": null
            },
            {
              "url": "https://www.sistrix.com/support/profiles/",
              "type": "docs",
              "title": "Support: Profiles – User account management",
              "archive": null
            },
            {
              "url": "https://www.sistrix.com/support/account/enterprise-accounts/",
              "type": "docs",
              "title": "Support: Enterprise accounts",
              "archive": null
            },
            {
              "url": "https://www.sistrix.de/sistrix/datenschutz/",
              "type": "other",
              "title": "Datenschutz (privacy policy, German)",
              "archive": null
            },
            {
              "url": "https://www.sistrix.com/support/handbook/general/account-settings/",
              "type": "docs",
              "title": "Handbook: Account settings",
              "archive": null
            },
            {
              "url": "https://www.sistrix.com/changelog/prompt-monitoring-create-and-analyse-individual-prompt-sets/",
              "type": "blog",
              "title": "Changelog 2025-11-26: Prompt Monitoring: Create and Analyse Individual Prompt Sets",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "whiteLabel": "not published: White Label Reports (PDF, Professional+) exist suite-wide, but AI project data in reports is not confirmed",
            "sso": "not published",
            "soc2": "not published",
            "iso27001": "not published",
            "euDataResidency": "not published: HQ in Bonn, Germany, but hosting location is not stated",
            "uiLanguages": "not published: profile language setting exists; list not stated (website locales: English, German, Spanish, Italian, French)"
          },
          "couldNotVerify": [
            "SSO/SAML availability (even on Enterprise)",
            "SOC 2 or ISO 27001 certification",
            "Where customer and AI data are hosted",
            "Whether AI visibility data can go into white-label reports",
            "Toolbox UI languages"
          ]
        }
      },
      "selection": {
        "roundups": 2,
        "probeAnswers": 1,
        "g2Reviews": 20,
        "g2Scope": "suite/parent listing",
        "presenceScore": 0.052,
        "passesGate": true,
        "shortlistedByRubric": false
      },
      "normalisation": {
        "maxFrequency": "daily",
        "scenario": {
          "M": {
            "status": "not-supported",
            "reason": "Gemini is not a tracked platform in Prompt Tracking/Monitoring, the only SISTRIX module that runs a buyer-defined prompt set on a schedule. verify-ai-prompt-monitoring-faq-html-extract.txt: \"SISTRIX Prompt Monitoring covers the most popular AI products, currently AI Overviews, AI Mode, ChatGPT and Perplexity.\" verify-product-ai.txt: \"TRACKED AI PLATFORMS\" / \"Four platforms. One analysis.\" (Google AI Overviews, Google AI Mode, ChatGPT, Perplexity). fix-handbook-prompt-tracking.txt FAQ: \"We currently track ChatGPT (OpenAI), Perplexity, and Google AI Overviews.\" Gemini appears only in (a) the AI/Chatbot Research Tool's pre-computed dataset (fix-handbook-ai-chatbot-research-tool.txt: \"all data has already been determined in advance\", \"In the future, we will also integrate a history and tracking function\"), (b) Prompt Research demand data (verify-ai-prompt-research-faq-html-extract.txt: \"Prompt Research covers AI Overviews, AI Mode, ChatGPT, and Gemini\"), and (c) a product-page tagline (verify-product-ai.txt: \"in classic search and in ChatGPT, Gemini or Perplexity\") that the same page's explicit tracked-platforms list contradicts. None of these tracks the buyer's own prompts. The Enterprise tier publishes \"Custom quotas, currencies and billing, plus exclusive seminars.\" (fix-pricing-monthly.txt), not extra platforms, so custom-quote would overstate what is sold."
          }
        }
      },
      "derived": {
        "segment": "mid",
        "entryPriceUsd": 133.58,
        "entryPlan": "Start",
        "entryBasis": null,
        "plans": {
          "Start|monthly": {
            "usd": 133.58,
            "checks": 9300,
            "costPer1kUsd": 14.36
          },
          "Start|annual": {
            "usd": 111.13,
            "checks": 9300,
            "costPer1kUsd": 11.95
          },
          "Plus|monthly": {
            "usd": 268.28,
            "checks": 27900,
            "costPer1kUsd": 9.62
          },
          "Plus|annual": {
            "usd": 223.38,
            "checks": 27900,
            "costPer1kUsd": 8.01
          },
          "Professional|monthly": {
            "usd": 470.33,
            "checks": 55800,
            "costPer1kUsd": 8.43
          },
          "Professional|annual": {
            "usd": 391.75,
            "checks": 55800,
            "costPer1kUsd": 7.02
          },
          "Premium|monthly": {
            "usd": 896.88,
            "checks": 139500,
            "costPer1kUsd": 6.43
          },
          "Premium|annual": {
            "usd": 672.38,
            "checks": 139500,
            "costPer1kUsd": 4.82
          },
          "Enterprise|monthly": {
            "usd": null,
            "checks": null,
            "costPer1kUsd": null
          },
          "Enterprise|annual": {
            "usd": null,
            "checks": null,
            "costPer1kUsd": null
          }
        },
        "scenarios": {
          "S|monthly": {
            "status": "fits",
            "plan": "Start",
            "costUsd": 133.58,
            "addOnsUsed": [],
            "reason": null,
            "detail": "credits needed ≈ 653"
          },
          "S|annual": {
            "status": "fits",
            "plan": "Start",
            "costUsd": 111.13,
            "addOnsUsed": [],
            "reason": null,
            "detail": "credits needed ≈ 653"
          },
          "M|monthly": {
            "status": "not-supported",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "SISTRIX prompt tracking covers AI Overviews, AI Mode, ChatGPT and Perplexity, not Gemini.",
            "detail": "override: Gemini is not a tracked platform in Prompt Tracking/Monitoring, the only SISTRIX module that runs a buyer-defined prompt set on a schedule. verify-ai-prompt-monitoring-faq-html-extract.txt: \"SISTRIX Prompt Monitoring covers the most popular AI products, currently AI Overviews, AI Mode, ChatGPT and Perplexity.\" verify-product-ai.txt: \"TRACKED AI PLATFORMS\" / \"Four platforms. One analysis.\" (Google AI Overviews, Google AI Mode, ChatGPT, Perplexity). fix-handbook-prompt-tracking.txt FAQ: \"We currently track ChatGPT (OpenAI), Perplexity, and Google AI Overviews.\" Gemini appears only in (a) the AI/Chatbot Research Tool's pre-computed dataset (fix-handbook-ai-chatbot-research-tool.txt: \"all data has already been determined in advance\", \"In the future, we will also integrate a history and tracking function\"), (b) Prompt Research demand data (verify-ai-prompt-research-faq-html-extract.txt: \"Prompt Research covers AI Overviews, AI Mode, ChatGPT, and Gemini\"), and (c) a product-page tagline (verify-product-ai.txt: \"in classic search and in ChatGPT, Gemini or Perplexity\") that the same page's explicit tracked-platforms list contradicts. None of these tracks the buyer's own prompts. The Enterprise tier publishes \"Custom quotas, currencies and billing, plus exclusive seminars.\" (fix-pricing-monthly.txt), not extra platforms, so custom-quote would overstate what is sold."
          },
          "M|annual": {
            "status": "not-supported",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "SISTRIX prompt tracking covers AI Overviews, AI Mode, ChatGPT and Perplexity, not Gemini.",
            "detail": "override: Gemini is not a tracked platform in Prompt Tracking/Monitoring, the only SISTRIX module that runs a buyer-defined prompt set on a schedule. verify-ai-prompt-monitoring-faq-html-extract.txt: \"SISTRIX Prompt Monitoring covers the most popular AI products, currently AI Overviews, AI Mode, ChatGPT and Perplexity.\" verify-product-ai.txt: \"TRACKED AI PLATFORMS\" / \"Four platforms. One analysis.\" (Google AI Overviews, Google AI Mode, ChatGPT, Perplexity). fix-handbook-prompt-tracking.txt FAQ: \"We currently track ChatGPT (OpenAI), Perplexity, and Google AI Overviews.\" Gemini appears only in (a) the AI/Chatbot Research Tool's pre-computed dataset (fix-handbook-ai-chatbot-research-tool.txt: \"all data has already been determined in advance\", \"In the future, we will also integrate a history and tracking function\"), (b) Prompt Research demand data (verify-ai-prompt-research-faq-html-extract.txt: \"Prompt Research covers AI Overviews, AI Mode, ChatGPT, and Gemini\"), and (c) a product-page tagline (verify-product-ai.txt: \"in classic search and in ChatGPT, Gemini or Perplexity\") that the same page's explicit tracked-platforms list contradicts. None of these tracks the buyer's own prompts. The Enterprise tier publishes \"Custom quotas, currencies and billing, plus exclusive seminars.\" (fix-pricing-monthly.txt), not extra platforms, so custom-quote would overstate what is sold."
          },
          "L|monthly": {
            "status": "not-supported",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "The vendor does not support Claude, Microsoft Copilot, Grok.",
            "detail": "engine(s) not supported: claude, copilot, grok"
          },
          "L|annual": {
            "status": "not-supported",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "The vendor does not support Claude, Microsoft Copilot, Grok.",
            "detail": "engine(s) not supported: claude, copilot, grok"
          }
        },
        "bestRate": {
          "plan": "Premium",
          "usd": 896.88,
          "checks": 139500,
          "costPer1kUsd": 6.43
        },
        "largestPlan": {
          "plan": "Premium",
          "usd": 896.88,
          "native": 799,
          "currency": "EUR",
          "prompts": 1500,
          "checks": 139500,
          "runFrequency": "configurable"
        }
      },
      "flags": {
        "priceEstimate": false,
        "agencyRouteEligibilityUnconfirmed": false,
        "excludeFromAggregates": false,
        "note": null
      },
      "changesSince20260531": "Verified 2026-10-03 against the 2026-05-31 lead list. The entry price is unchanged at €119 per month (Start). Annual-contract prices not given in the lead list: €99 / €199 / €349 / €599 per month. Engines: the lead list gave 'ChatGPT, Gemini, DeepSeek (+Perplexity, AIO, AI Mode)'. Today the AI page tracks 'Four platforms' (Google AI Overviews, AI Mode, ChatGPT, Perplexity), and AI Search lists AI Overviews, AI Mode and ChatGPT. Gemini and DeepSeek appear only on an older handbook page. The research dataset is now described as 'approximately 25 million prompts worldwide' (lead list: 10M per language). New since 2026-05-31 (dates from the English changelog; the German changelog dates several of the same entries earlier, e.g. Prompt Research via API & MCP on 30 July 2026, AI Check perception on 21 July 2026 and MCP for all on 21 May 2026): AI Deep Dives (2026-06-30; 'seven analyses' in English, 'elf Analysen' in the German summary), AI Check sentiment, perception matrix and Recommendation Map (2026-07-30), Prompt Research data via API and MCP (2026-08-17; 62M questions, 1.4M topics), Deep Dive chat (2026-08-18). MCP for all users dates from 2026-05-22, in line with the lead list. AI features are still beta and free in all packages, with a stated right to price them separately later. The lead list's five AI languages (DE/EN/FR/ES/IT) appear only on the older handbook page; the current language and country coverage of Prompt Tracking is not published. The Prompt Research blog post (2026-08-14) says 'Prompt Research is available immediately for all SISTRIX customers', although the product FAQ still says 'available to customers soon'."
    },
    {
      "id": "surfer-ai-tracker",
      "name": "Surfer AI Tracker (standalone as the AI Search Analytics plan)",
      "shortName": "Surfer AI Tracker",
      "vendor": "Surfer Sp. z o.o. (Positive Surfer, part of Positive Group)",
      "url": "https://surferseo.com/ai-tracker/",
      "pricingUrl": "https://surferseo.com/pricing/",
      "docsUrl": "https://docs.surferseo.com/en/collections/16906691-ai-visibility",
      "category": "suite-module",
      "parentProduct": "Surfer",
      "status": "live",
      "summary": "Surfer AI Tracker is the AI-visibility module of Surfer, a Wrocław-based SEO and content-optimization suite owned by France's Positive group. It tracks brand mentions, cited sources, sentiment, share of voice and position for tracked prompts across ChatGPT, Google AI Overviews, Google AI Mode, Gemini and Perplexity by scraping their consumer interfaces. It is sold standalone as the AI Search Analytics plan or bundled into Surfer's content plans, for content/SEO teams and agencies that want tracking tied to content optimization and outreach.",
      "reviewed": false,
      "identity": {
        "hqCountry": "PL",
        "ownership": "subsidiary-of:Positive Group",
        "funding": "Surfer was acquired by Group Positive (Hem, France). Surfer's blog post 'The Surfer Acquisition' (listed under Oct 24 2025 on the blog's release-notes index; the post page itself shows 'Last updated: September 9, 2026'): 'Ownership has changed, but the founders and shareholders of Surfer are now also shareholders of Group Positive'. No deal value was disclosed. Parent Positive's own site reports a '€110M funding round' with IDI and EMZ at its rebranding (no year in the page text) and a '€106 million refinancing' (bank refinancing) dated 2026-09-07 in its newsroom.",
        "fundingAsOf": "2026-10-03",
        "yearLaunched": 2025,
        "prov": {
          "sources": [
            {
              "url": "https://surferseo.com/legal/privacy-policy-general/",
              "type": "other",
              "title": "Surfer Privacy Policy (controller: Surfer sp. z o.o., Wrocław)",
              "archive": null
            },
            {
              "url": "https://surferseo.com/blog/surfer-acquisition/",
              "type": "blog",
              "title": "The Surfer Acquisition: What Our Users Can Expect (post page shows 'Last updated: September 9, 2026'; date Oct 24 2025 from the release-notes index)",
              "archive": null
            },
            {
              "url": "https://surferseo.com/blog/release-notes/",
              "type": "blog",
              "title": "Surfer blog release-notes index (lists the acquisition post under 'Oct 24 2025')",
              "archive": null
            },
            {
              "url": "https://positivegroup.com/our-story",
              "type": "other",
              "title": "Positive - Our Story",
              "archive": null
            },
            {
              "url": "https://positivegroup.com/about-us",
              "type": "other",
              "title": "Positive - About Us",
              "archive": null
            },
            {
              "url": "https://positivegroup.com/newsroom",
              "type": "other",
              "title": "Positive - Newsroom",
              "archive": null
            },
            {
              "url": "https://surferseo.com/updates/",
              "type": "blog",
              "title": "Surfer product updates (AI Tracker entries 2025-2026)",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {},
          "couldNotVerify": [
            "Exact acquisition date and deal value. The post is listed under Oct 24 2025 on Surfer's release-notes index, and the post page shows only 'Last updated: September 9, 2026'. Positive's timeline shows no year in its page text.",
            "Year of the parent's €110M funding round (stated without a year on positivegroup.com/our-story)",
            "Independent (press or filing) confirmation of the acquisition and the parent's funding figures",
            "Surfer's own founding year (not stated on the pages opened today)"
          ]
        }
      },
      "pricing": {
        "model": "per-prompt",
        "promptUnit": "Pricing tooltip: '1 AI prompt equals 1 tracked query/phrase (e.g., “best email marketing tools in 2026”). Each prompt includes monitoring across all models in plan'. Docs: AI Search Analytics tiers are 'concurrently tracked prompts'.",
        "promptUnitPerEngine": "no",
        "promptUnitPerCountry": "n/a",
        "promptUnitPerRun": "no",
        "freePlan": {
          "available": "n/a",
          "limits": "No free monitoring plan appears on the pricing page. Free one-off tools exist: a 'Free AI Visibility Audit' ('a free taste of Surfer's AI Search Analytics') and the free 'Surfer Pulse' AI-volatility tracker ('No account needed for ChatGPT & AI Overviews'). Neither tracks your own prompts over time."
        },
        "freeTrial": {
          "available": "yes",
          "days": 7,
          "cardRequired": "yes",
          "limits": "Trial doc: 'For 7 days, you get full access to our most popular plan — Pro — for free!' and 'you'll be asked to choose a subscription plan and enter your billing details at checkout. After 7 days ... your card is charged'. AI Search Analytics doc: 'During the trial you get Pro's limits'. The trial is for new accounts only and 'does not cancel automatically'."
        },
        "billingOptions": [
          "monthly",
          "annual"
        ],
        "annualDiscountNote": "Pricing FAQ: 'choosing the annual plan gives you a discount of up to 17% in comparison to the monthly payments'. Card badges run from 'Save $156' (AI Search Analytics 50) to 'Save $720' (Peace of Mind). The annual plan is charged upfront for the whole year.",
        "plans": [
          {
            "name": "AI Search Analytics 50",
            "contactSales": false,
            "priceMonthly": 95,
            "priceAnnualPerMonth": 82,
            "currency": "USD",
            "promptsIncluded": 50,
            "creditsIncluded": null,
            "enginesIncluded": [
              "chatgpt",
              "perplexity",
              "googleAiMode",
              "googleAio",
              "gemini"
            ],
            "enginesSelectable": "no",
            "maxEngines": 5,
            "runFrequency": "daily",
            "brandsOrProjects": 5,
            "seats": 5,
            "countries": null,
            "languages": null,
            "addOns": [],
            "planSource": "https://surferseo.com/pricing/"
          },
          {
            "name": "AI Search Analytics 100",
            "contactSales": false,
            "priceMonthly": 185,
            "priceAnnualPerMonth": 158,
            "currency": "USD",
            "promptsIncluded": 100,
            "creditsIncluded": null,
            "enginesIncluded": [
              "chatgpt",
              "perplexity",
              "googleAiMode",
              "googleAio",
              "gemini"
            ],
            "enginesSelectable": "no",
            "maxEngines": 5,
            "runFrequency": "daily",
            "brandsOrProjects": 5,
            "seats": 5,
            "countries": null,
            "languages": null,
            "addOns": [],
            "planSource": "https://surferseo.com/pricing/"
          },
          {
            "name": "AI Search Analytics 200",
            "contactSales": false,
            "priceMonthly": 365,
            "priceAnnualPerMonth": 308,
            "currency": "USD",
            "promptsIncluded": 200,
            "creditsIncluded": null,
            "enginesIncluded": [
              "chatgpt",
              "perplexity",
              "googleAiMode",
              "googleAio",
              "gemini"
            ],
            "enginesSelectable": "no",
            "maxEngines": 5,
            "runFrequency": "daily",
            "brandsOrProjects": 5,
            "seats": 5,
            "countries": null,
            "languages": null,
            "addOns": [],
            "planSource": "https://surferseo.com/pricing/"
          },
          {
            "name": "AI Search Analytics Unlimited",
            "contactSales": true,
            "priceMonthly": null,
            "priceAnnualPerMonth": null,
            "currency": null,
            "promptsIncluded": null,
            "creditsIncluded": null,
            "enginesIncluded": [
              "chatgpt",
              "perplexity",
              "googleAiMode",
              "googleAio",
              "gemini"
            ],
            "enginesSelectable": "no",
            "maxEngines": 5,
            "runFrequency": "daily",
            "brandsOrProjects": 5,
            "seats": 5,
            "countries": null,
            "languages": null,
            "addOns": [],
            "planSource": "https://docs.surferseo.com/en/articles/12944184-ai-search-analytics"
          },
          {
            "name": "Standard",
            "contactSales": false,
            "priceMonthly": 119,
            "priceAnnualPerMonth": 99,
            "currency": "USD",
            "promptsIncluded": 25,
            "creditsIncluded": null,
            "enginesIncluded": [
              "chatgpt"
            ],
            "enginesSelectable": "no",
            "maxEngines": 1,
            "runFrequency": "weekly",
            "brandsOrProjects": 1,
            "seats": 3,
            "countries": null,
            "languages": null,
            "addOns": [
              {
                "name": "Pack of 10 prompts (docs only: AI Tracker help article dated 2026-10-03; the pricing page shows no prompt selector for Standard; see naReasons)",
                "price": 18,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "prompts:+10"
              }
            ],
            "planSource": "https://surferseo.com/pricing/"
          },
          {
            "name": "Pro",
            "contactSales": false,
            "priceMonthly": 219,
            "priceAnnualPerMonth": 182,
            "currency": "USD",
            "promptsIncluded": 50,
            "creditsIncluded": null,
            "enginesIncluded": [
              "chatgpt",
              "perplexity",
              "googleAiMode",
              "googleAio",
              "gemini"
            ],
            "enginesSelectable": "no",
            "maxEngines": 5,
            "runFrequency": "daily",
            "brandsOrProjects": 5,
            "seats": 5,
            "countries": null,
            "languages": null,
            "addOns": [
              {
                "name": "Pro prompt tier 100 (replaces the included 50; a dropdown tier, not a stackable pack)",
                "price": 51,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "other"
              },
              {
                "name": "Pro prompt tier 100 (replaces the included 50; a dropdown tier, not a stackable pack)",
                "price": 42.33,
                "currency": "USD",
                "unit": "per month, billed annually",
                "appliesTo": "other"
              },
              {
                "name": "Pro prompt tier 250 (replaces the included 50; a dropdown tier, not a stackable pack)",
                "price": 409,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "other"
              },
              {
                "name": "Pro prompt tier 250 (replaces the included 50; a dropdown tier, not a stackable pack)",
                "price": 339.47,
                "currency": "USD",
                "unit": "per month, billed annually",
                "appliesTo": "other"
              },
              {
                "name": "Pro prompt tier 500 (replaces the included 50; a dropdown tier, not a stackable pack)",
                "price": 829,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "other"
              },
              {
                "name": "Pro prompt tier 500 (replaces the included 50; a dropdown tier, not a stackable pack)",
                "price": 688.07,
                "currency": "USD",
                "unit": "per month, billed annually",
                "appliesTo": "other"
              },
              {
                "name": "Pack of 10 prompts (docs only: AI Tracker help article dated 2026-10-03; the pricing-page selector shows the 100/250/500 tiers instead; see naReasons)",
                "price": 18,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "prompts:+10"
              }
            ],
            "planSource": "https://surferseo.com/pricing/"
          },
          {
            "name": "Peace of Mind",
            "contactSales": false,
            "priceMonthly": 359,
            "priceAnnualPerMonth": 299,
            "currency": "USD",
            "promptsIncluded": 100,
            "creditsIncluded": null,
            "enginesIncluded": [
              "chatgpt",
              "perplexity",
              "googleAiMode",
              "googleAio",
              "gemini"
            ],
            "enginesSelectable": "no",
            "maxEngines": 5,
            "runFrequency": "daily",
            "brandsOrProjects": "unlimited",
            "seats": 10,
            "countries": null,
            "languages": null,
            "addOns": [
              {
                "name": "Peace of Mind prompt tier 250 (replaces the included 100; a dropdown tier, not a stackable pack)",
                "price": 270,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "other"
              },
              {
                "name": "Peace of Mind prompt tier 250 (replaces the included 100; a dropdown tier, not a stackable pack)",
                "price": 224.1,
                "currency": "USD",
                "unit": "per month, billed annually",
                "appliesTo": "other"
              },
              {
                "name": "Peace of Mind prompt tier 500 (replaces the included 100; a dropdown tier, not a stackable pack)",
                "price": 720,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "other"
              },
              {
                "name": "Peace of Mind prompt tier 500 (replaces the included 100; a dropdown tier, not a stackable pack)",
                "price": 597.6,
                "currency": "USD",
                "unit": "per month, billed annually",
                "appliesTo": "other"
              },
              {
                "name": "Pack of 10 prompts (docs only: AI Tracker help article dated 2026-10-03; the pricing-page selector shows the 250/500 tiers instead; see naReasons)",
                "price": 18,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "prompts:+10"
              }
            ],
            "planSource": "https://surferseo.com/pricing/"
          },
          {
            "name": "Enterprise",
            "contactSales": true,
            "priceMonthly": null,
            "priceAnnualPerMonth": null,
            "currency": null,
            "promptsIncluded": null,
            "creditsIncluded": null,
            "enginesIncluded": [
              "chatgpt",
              "perplexity",
              "googleAiMode",
              "googleAio",
              "gemini"
            ],
            "enginesSelectable": "n/a",
            "maxEngines": 5,
            "runFrequency": "daily",
            "brandsOrProjects": null,
            "seats": null,
            "countries": null,
            "languages": null,
            "addOns": [],
            "planSource": "https://surferseo.com/pricing/"
          }
        ],
        "prov": {
          "sources": [
            {
              "url": "https://surferseo.com/pricing/",
              "type": "pricing",
              "title": "Positive Surfer - Pricing (cards, prompt-tier dropdowns, comparison grid, FAQ)",
              "archive": null
            },
            {
              "url": "https://docs.surferseo.com/en/articles/12944184-ai-search-analytics",
              "type": "docs",
              "title": "AI Search Analytics",
              "archive": null
            },
            {
              "url": "https://docs.surferseo.com/en/articles/11667466-ai-tracker",
              "type": "docs",
              "title": "AI Tracker",
              "archive": null
            },
            {
              "url": "https://docs.surferseo.com/en/articles/12944181-how-does-the-surfer-trial-work",
              "type": "docs",
              "title": "How does the Surfer trial work?",
              "archive": null
            },
            {
              "url": "https://docs.surferseo.com/en/articles/7545943-pricing-faq",
              "type": "docs",
              "title": "Pricing FAQ",
              "archive": null
            },
            {
              "url": "https://docs.surferseo.com/en/articles/6758676-annual-plans-limits-allocation",
              "type": "docs",
              "title": "Annual Plans Limits Allocation",
              "archive": null
            },
            {
              "url": "https://docs.surferseo.com/en/articles/12944161-fair-usage-policy",
              "type": "docs",
              "title": "Fair Usage Policy",
              "archive": null
            },
            {
              "url": "https://docs.surferseo.com/en/articles/12944180-subscription-migration-faq",
              "type": "docs",
              "title": "Subscription Migration FAQ",
              "archive": null
            },
            {
              "url": "https://surferseo.com/ai-tracker/",
              "type": "other",
              "title": "AI Tracker product page (pricing block + FAQ)",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "promptUnitPerCountry": "not published: no country or location setting is documented for AI Tracker prompts",
            "freePlan.available": "not published: the pricing page lists no free plan. 'Start for Free' CTAs open a 7-day trial checkout. The free AI Visibility Audit and free Surfer Pulse are not monitoring plans.",
            "plans.*.countries": "not published: no country cap or country setting is documented for AI Tracker. Workspaces store a target location and language, but the docs do not say AI Tracker uses them.",
            "plans.*.languages": "not published: no language cap or language setting is documented for AI Tracker",
            "plans.*.overage": "not published: no overage pricing; more prompts require a higher tier or plan",
            "AI Search Analytics Unlimited.priceMonthly": "contact sales: 'Custom pricing' (docs)",
            "AI Search Analytics Unlimited.priceAnnualPerMonth": "contact sales: 'Custom pricing' (docs)",
            "AI Search Analytics Unlimited.currency": "contact sales",
            "AI Search Analytics Unlimited.promptsIncluded": "not applicable: unlimited prompts (docs: '50, 100, 200, or unlimited concurrently tracked prompts')",
            "Enterprise.priceMonthly": "contact sales: card shows 'Custom' / 'Tailored packages'",
            "Enterprise.priceAnnualPerMonth": "contact sales",
            "Enterprise.currency": "contact sales",
            "Enterprise.promptsIncluded": "contact sales: 'custom prompt quota' (product FAQ)",
            "Enterprise.brandsOrProjects": "contact sales: 'Custom Limits'",
            "Enterprise.seats": "contact sales: 'Custom Limits'",
            "Standard.addOns": "contradictory sources: the AI Tracker help article (2026-10-03) offers 'packs of 10 for $18 per month each' on Standard; the pricing page shows no prompt selector or prompt add-on for Standard",
            "Pro.addOns": "contradictory sources: the help article offers $18/month packs of 10; the pricing-page selector offers only 100/250/500-prompt tiers (+51/+409/+829 USD per month)",
            "Peace of Mind.addOns": "contradictory sources: the help article offers $18/month packs of 10; the pricing-page selector offers only 250/500-prompt tiers (+270/+720 USD per month)"
          },
          "couldNotVerify": [
            "Whether the prompt allowance is shared across the organisation or applies per brand workspace (docs say one AI Tracker project per workspace and up to 100 prompts per query)",
            "Price of the Unlimited AI Search Analytics tier and of Enterprise (sales only)",
            "Whether the docs' 'packs of 10 for $18 per month' prompt add-on is actually sold. The docs say 'from the plan selector or at checkout', but the plan selector shows tiers instead and checkout needs sign-up.",
            "EUR prices shown to visitors from other regions (docs say the numbers are identical in USD and EUR; only USD was displayed to us)"
          ]
        }
      },
      "engines": {
        "status": {
          "chatgpt": {
            "status": "included",
            "surface": "ui",
            "minPlan": "AI Search Analytics 50"
          },
          "googleAio": {
            "status": "included",
            "surface": "ui",
            "minPlan": "AI Search Analytics 50"
          },
          "googleAiMode": {
            "status": "included",
            "surface": "ui",
            "minPlan": "AI Search Analytics 50"
          },
          "gemini": {
            "status": "included",
            "surface": "ui",
            "minPlan": "AI Search Analytics 50"
          },
          "perplexity": {
            "status": "included",
            "surface": "ui",
            "minPlan": "AI Search Analytics 50"
          },
          "claude": {
            "status": "no",
            "surface": "unknown",
            "minPlan": null
          },
          "copilot": {
            "status": "no",
            "surface": "unknown",
            "minPlan": null
          },
          "grok": {
            "status": "no",
            "surface": "unknown",
            "minPlan": null
          },
          "deepseek": {
            "status": "no",
            "surface": "unknown",
            "minPlan": null
          },
          "metaAi": {
            "status": "no",
            "surface": "unknown",
            "minPlan": null
          }
        },
        "other": [],
        "settings": {
          "country": "n/a",
          "language": "n/a",
          "persona": "n/a"
        },
        "prov": {
          "sources": [
            {
              "url": "https://surferseo.com/ai-tracker/",
              "type": "other",
              "title": "AI Tracker product page and FAQ ('Which AI models are supported?')",
              "archive": null
            },
            {
              "url": "https://surferseo.com/pricing/",
              "type": "pricing",
              "title": "Pricing comparison grid ('Track AI Visibility' engine list per plan)",
              "archive": null
            },
            {
              "url": "https://docs.surferseo.com/en/articles/12944184-ai-search-analytics",
              "type": "docs",
              "title": "AI Search Analytics ('AI models covered')",
              "archive": null
            },
            {
              "url": "https://docs.surferseo.com/en/articles/12330653-ai-tracker-overview-dashboard",
              "type": "docs",
              "title": "AI Tracker Overview Dashboard (model filter)",
              "archive": null
            },
            {
              "url": "https://surferseo.com/updates/",
              "type": "blog",
              "title": "Surfer product updates (engine additions)",
              "archive": null
            },
            {
              "url": "https://surferseo.com/blog/llm-scraped-ai-answers-vs-api-results/",
              "type": "blog",
              "title": "Scraped AI answers vs API results (vendor study)",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "settings.country": "not published: no country/location setting documented for AI Tracker",
            "settings.language": "not published: no language setting documented for AI Tracker",
            "settings.persona": "not published: no persona setting documented"
          },
          "couldNotVerify": [
            "Which country/IP and language AI answers are collected from, and whether the buyer can choose them",
            "Whether ChatGPT is queried logged-out or with an account, and whether web search is forced",
            "Engine coverage of the Enterprise plan (not itemised)"
          ]
        }
      },
      "method": {
        "value": "ui-rendering",
        "quote": "No, we are scraping real answers from AIO, AI Mode, ChatGPT, Gemini, and Perplexity to give you the most accurate results.",
        "detail": "The vendor says it scrapes the consumer interfaces of all five engines instead of calling model APIs. The product page says 'We scrape the real-world interfaces your customers actually see'. It also says it runs 'multiple queries per day per model' and averages them, and uses a 'self-consistency method' to filter noise. Classified as ui-rendering on the vendor's own description.",
        "prov": {
          "sources": [
            {
              "url": "https://surferseo.com/ai-tracker/",
              "type": "other",
              "title": "AI Tracker FAQ: 'Is Surfer using API to get AI results?' / 'How accurate are the results?'",
              "archive": null
            },
            {
              "url": "https://surferseo.com/blog/llm-scraped-ai-answers-vs-api-results/",
              "type": "blog",
              "title": "Scraped LLM answers vs API results (vendor study, data collected 2026-08-04)",
              "archive": null
            },
            {
              "url": "https://docs.surferseo.com/en/articles/11667466-ai-tracker",
              "type": "docs",
              "title": "AI Tracker (self-consistency method)",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {},
          "couldNotVerify": [
            "How many runs per prompt per model per day ('multiple queries per day per model' is not quantified)",
            "Location/IP, account state and device used when scraping each engine",
            "Independent confirmation that answers are scraped from consumer UIs"
          ]
        }
      },
      "metrics": {
        "mentions": "yes",
        "citationsWithUrls": "yes",
        "shareOfVoice": "yes",
        "positionProminence": "yes",
        "sentiment": "yes",
        "accuracyHallucination": "n/a",
        "promptDiscoveryOrVolume": "yes",
        "crawlerLogAnalytics": "n/a",
        "aiReferralAttribution": "n/a",
        "prov": {
          "sources": [
            {
              "url": "https://docs.surferseo.com/en/articles/12330653-ai-tracker-overview-dashboard",
              "type": "docs",
              "title": "AI Tracker Overview Dashboard",
              "archive": null
            },
            {
              "url": "https://docs.surferseo.com/en/articles/12350584-ai-tracker-sources-dashboard",
              "type": "docs",
              "title": "AI Tracker Sources Dashboard",
              "archive": null
            },
            {
              "url": "https://docs.surferseo.com/en/articles/12577029-ai-tracker-competitors-dashboard",
              "type": "docs",
              "title": "AI Tracker Competitors Dashboard",
              "archive": null
            },
            {
              "url": "https://docs.surferseo.com/en/articles/12352664-ai-tracker-prompt-management-dashboard",
              "type": "docs",
              "title": "AI Tracker Prompt Management Dashboard",
              "archive": null
            },
            {
              "url": "https://docs.surferseo.com/en/articles/12944175-ai-tracker-fanout-queries-dashboard",
              "type": "docs",
              "title": "AI Tracker Fanout Queries Dashboard",
              "archive": null
            },
            {
              "url": "https://docs.surferseo.com/en/articles/12944184-ai-search-analytics",
              "type": "docs",
              "title": "AI Search Analytics",
              "archive": null
            },
            {
              "url": "https://surferseo.com/pricing/",
              "type": "pricing",
              "title": "Pricing tooltips (Mention Gap, Brand Sentiments)",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "accuracyHallucination": "not published: no factual-accuracy or hallucination flag is documented. The product page speaks of fixing 'misquotes, silence, or off-brand framing', and exact responses and sentiment are viewable, but no accuracy check is described.",
            "crawlerLogAnalytics": "not published: no AI-crawler/bot log analytics documented",
            "aiReferralAttribution": "not published: no AI referral-traffic attribution documented. The Looker Studio template can be combined with a separate GA4 data source, but this is not a product feature."
          },
          "couldNotVerify": [
            "Whether any answer-accuracy or hallucination detection exists",
            "Prompt search volumes or demand estimates (none documented)"
          ]
        }
      },
      "actionLayer": {
        "recommendations": "yes",
        "contentGeneration": "yes",
        "technicalAudits": "n/a",
        "citationOutreach": "yes",
        "prov": {
          "sources": [
            {
              "url": "https://docs.surferseo.com/en/articles/11667466-ai-tracker",
              "type": "docs",
              "title": "AI Tracker (Recommendations section)",
              "archive": null
            },
            {
              "url": "https://docs.surferseo.com/en/articles/12350584-ai-tracker-sources-dashboard",
              "type": "docs",
              "title": "AI Tracker Sources Dashboard (Mention Gap, listing prices, Optimize)",
              "archive": null
            },
            {
              "url": "https://surferseo.com/updates/",
              "type": "blog",
              "title": "Updates: Recommendations with AI Tracker insights (2026-08-05), Backlink Marketplace, Optimize from AI Tracker",
              "archive": null
            },
            {
              "url": "https://surferseo.com/pricing/",
              "type": "pricing",
              "title": "Pricing comparison grid",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "technicalAudits": "not published: no schema, llms.txt or crawler-access audit documented. Surfer's Audit/Content Audit are content audits against SERP competitors."
          },
          "couldNotVerify": [
            "Whether any technical AI-readiness audit (schema, llms.txt, bot access) exists",
            "Price range and providers of the Backlink Marketplace placements"
          ]
        }
      },
      "dataAccess": {
        "api": "n/a",
        "csvExport": "yes",
        "lookerStudio": "yes",
        "warehouseOrBigQuery": "n/a",
        "slack": "n/a",
        "emailAlerts": "n/a",
        "mcp": "yes",
        "prov": {
          "sources": [
            {
              "url": "https://docs.surferseo.com/en/articles/5700335-surfer-api-introduction",
              "type": "docs",
              "title": "Surfer API Introduction ('What's not available via API')",
              "archive": null
            },
            {
              "url": "https://app.surferseo.com/llms.txt",
              "type": "docs",
              "title": "Surfer REST API v2 index",
              "archive": null
            },
            {
              "url": "https://surferseo.com/updates/",
              "type": "blog",
              "title": "Update 2026-01-23: 'API + Looker Studio: Bring AI Visibility Into Your Reporting Stack'",
              "archive": null
            },
            {
              "url": "https://docs.surferseo.com/en/articles/12944174-surfer-ai-tracker-x-looker-studio",
              "type": "docs",
              "title": "Surfer AI Tracker x Looker Studio",
              "archive": null
            },
            {
              "url": "https://docs.surferseo.com/en/articles/12944186-surfer-mcp",
              "type": "docs",
              "title": "Surfer MCP",
              "archive": null
            },
            {
              "url": "https://devs.surferseo.com/mcp/tools/index",
              "type": "docs",
              "title": "Surfer MCP capabilities",
              "archive": null
            },
            {
              "url": "https://devs.surferseo.com/mcp/credits-and-limits",
              "type": "docs",
              "title": "Surfer MCP credits and limits (plans that include MCP)",
              "archive": null
            },
            {
              "url": "https://docs.surferseo.com/en/articles/12944184-ai-search-analytics",
              "type": "docs",
              "title": "AI Search Analytics (export and sharing)",
              "archive": null
            },
            {
              "url": "https://surferseo.com/pricing/",
              "type": "pricing",
              "title": "Pricing comparison grid (Data Export, MCP, API Access)",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "api": "contradictory sources: the API introduction says AI Tracker is 'not exposed via API (yet...)' and the API v2 reference has no tracker endpoints, while a 2026-01-23 update announces an 'AI Tracker API' for Enterprise and the Looker connector reads AI Tracker data via API key",
            "warehouseOrBigQuery": "not published: no warehouse/BigQuery export documented",
            "slack": "not published: no Slack integration documented",
            "emailAlerts": "not published: in-app notifications for Recommendations are documented; email alerts for AI visibility changes are not"
          },
          "couldNotVerify": [
            "Whether a documented, publicly usable AI Tracker API exists (Enterprise only, per one update) and its endpoints",
            "Alert channels (email, Slack) for AI visibility or citation-source changes",
            "Any warehouse or BigQuery export"
          ]
        }
      },
      "businessFit": {
        "agencyMultiClient": "yes",
        "whiteLabel": "n/a",
        "sso": "yes",
        "soc2": "n/a",
        "iso27001": "n/a",
        "gdprStatement": "yes",
        "euDataResidency": "n/a",
        "uiLanguages": [
          "English",
          "Polish",
          "French"
        ],
        "prov": {
          "sources": [
            {
              "url": "https://surferseo.com/solutions/agency/",
              "type": "other",
              "title": "Surfer for Agencies",
              "archive": null
            },
            {
              "url": "https://docs.surferseo.com/en/articles/12944172-workspaces-in-surfer",
              "type": "docs",
              "title": "Workspaces in Surfer",
              "archive": null
            },
            {
              "url": "https://docs.surferseo.com/en/articles/5700344-how-to-white-label-surfer-reports",
              "type": "docs",
              "title": "How to white label Surfer reports?",
              "archive": null
            },
            {
              "url": "https://docs.surferseo.com/en/articles/12944160-single-sign-on-sso-for-enterprise-subscribers",
              "type": "docs",
              "title": "Single Sign-On (SSO) for Enterprise Subscribers",
              "archive": null
            },
            {
              "url": "https://surferseo.com/enterprise/",
              "type": "other",
              "title": "Surfer Enterprise (security section)",
              "archive": null
            },
            {
              "url": "https://surferseo.com/legal/privacy-policy-general/",
              "type": "other",
              "title": "Surfer Privacy Policy",
              "archive": null
            },
            {
              "url": "https://positivegroup.com/trust-center",
              "type": "other",
              "title": "Positive Trust Center",
              "archive": null
            },
            {
              "url": "https://positivegroup.com/european-digital-sovereignty",
              "type": "other",
              "title": "Positive - European digital sovereignty",
              "archive": null
            },
            {
              "url": "https://docs.surferseo.com/en/articles/8052688-surfer-language-and-location-support",
              "type": "docs",
              "title": "Surfer Language & Location Support",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "whiteLabel": "not published: Enterprise white-label is documented only for shared Audit and Content Editor URLs; AI Tracker reports are not mentioned",
            "soc2": "not published: no SOC 2 statement for Surfer",
            "iso27001": "not published: the parent's ISO 27001 card names 'Positive Signitic', not Surfer",
            "euDataResidency": "not published: no Surfer-specific hosting/region statement; parent Positive claims at group level that 'Customer data remains hosted, processed, and protected within Europe'"
          },
          "couldNotVerify": [
            "Surfer's own SOC 2 / ISO 27001 status",
            "Where Surfer (and AI Tracker) data is hosted, and whether EU residency is contractual",
            "Whether AI Tracker shared links can be white-labelled on Enterprise"
          ]
        }
      },
      "selection": {
        "roundups": 8,
        "probeAnswers": 7,
        "g2Reviews": 546,
        "g2Scope": "suite/parent listing",
        "presenceScore": 0.226,
        "passesGate": true,
        "shortlistedByRubric": false
      },
      "normalisation": {},
      "derived": {
        "segment": "budget",
        "entryPriceUsd": 95,
        "entryPlan": "AI Search Analytics 50",
        "entryBasis": null,
        "plans": {
          "AI Search Analytics 50|monthly": {
            "usd": 95,
            "checks": 7600,
            "costPer1kUsd": 12.5
          },
          "AI Search Analytics 50|annual": {
            "usd": 82,
            "checks": 7600,
            "costPer1kUsd": 10.79
          },
          "AI Search Analytics 100|monthly": {
            "usd": 185,
            "checks": 15200,
            "costPer1kUsd": 12.17
          },
          "AI Search Analytics 100|annual": {
            "usd": 158,
            "checks": 15200,
            "costPer1kUsd": 10.39
          },
          "AI Search Analytics 200|monthly": {
            "usd": 365,
            "checks": 30400,
            "costPer1kUsd": 12.01
          },
          "AI Search Analytics 200|annual": {
            "usd": 308,
            "checks": 30400,
            "costPer1kUsd": 10.13
          },
          "AI Search Analytics Unlimited|monthly": {
            "usd": null,
            "checks": null,
            "costPer1kUsd": null
          },
          "AI Search Analytics Unlimited|annual": {
            "usd": null,
            "checks": null,
            "costPer1kUsd": null
          },
          "Standard|monthly": {
            "usd": 119,
            "checks": 109,
            "costPer1kUsd": 1094.25
          },
          "Standard|annual": {
            "usd": 99,
            "checks": 109,
            "costPer1kUsd": 910.34
          },
          "Pro|monthly": {
            "usd": 219,
            "checks": 7600,
            "costPer1kUsd": 28.82
          },
          "Pro|annual": {
            "usd": 182,
            "checks": 7600,
            "costPer1kUsd": 23.95
          },
          "Peace of Mind|monthly": {
            "usd": 359,
            "checks": 15200,
            "costPer1kUsd": 23.62
          },
          "Peace of Mind|annual": {
            "usd": 299,
            "checks": 15200,
            "costPer1kUsd": 19.67
          },
          "Enterprise|monthly": {
            "usd": null,
            "checks": null,
            "costPer1kUsd": null
          },
          "Enterprise|annual": {
            "usd": null,
            "checks": null,
            "costPer1kUsd": null
          }
        },
        "scenarios": {
          "S|monthly": {
            "status": "fits",
            "plan": "AI Search Analytics 50",
            "costUsd": 95,
            "addOnsUsed": [],
            "reason": null,
            "detail": "prompt units needed = 50"
          },
          "S|annual": {
            "status": "fits",
            "plan": "AI Search Analytics 50",
            "costUsd": 82,
            "addOnsUsed": [],
            "reason": null,
            "detail": "prompt units needed = 50"
          },
          "M|monthly": {
            "status": "fits",
            "plan": "AI Search Analytics 200",
            "costUsd": 365,
            "addOnsUsed": [],
            "reason": null,
            "detail": "prompt units needed = 150"
          },
          "M|annual": {
            "status": "fits",
            "plan": "AI Search Analytics 200",
            "costUsd": 308,
            "addOnsUsed": [],
            "reason": null,
            "detail": "prompt units needed = 150"
          },
          "L|monthly": {
            "status": "not-supported",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "The vendor does not support Claude, Microsoft Copilot, Grok.",
            "detail": "engine(s) not supported: claude, copilot, grok"
          },
          "L|annual": {
            "status": "not-supported",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "The vendor does not support Claude, Microsoft Copilot, Grok.",
            "detail": "engine(s) not supported: claude, copilot, grok"
          }
        },
        "bestRate": {
          "plan": "AI Search Analytics 200",
          "usd": 365,
          "checks": 30400,
          "costPer1kUsd": 12.01
        },
        "largestPlan": {
          "plan": "AI Search Analytics 200",
          "usd": 365,
          "native": 365,
          "currency": "USD",
          "prompts": 200,
          "checks": 30400,
          "runFrequency": "daily"
        }
      },
      "flags": {
        "priceEstimate": false,
        "agencyRouteEligibilityUnconfirmed": false,
        "excludeFromAggregates": false,
        "note": null
      },
      "changesSince20260531": "Differences verified today against the 2026-05-31 lead list:\n(1) Pricing. The lead list had 'AI Tracker $95/mo for 25 prompts'. AI Tracker is now included in the suite plans: Standard ($119/mo monthly, $99 annual) has 25 ChatGPT-only prompts weekly, Pro ($219/$182) 50 prompts daily, Peace of Mind ($359/$299) 100 prompts daily. It is also sold standalone as 'AI Search Analytics' at $95 monthly / $82 annual for 50 prompts daily across 5 engines. Higher tiers are 100 prompts ($185/$158), 200 ($365/$308) and Unlimited (sales). Per the migration FAQ, legacy plans moved to the new pricing on 2026-05-18, with 'AI Tracker → included in Standard and higher subscription plans'. A page-source comment says the default standalone tier changed from 100 to 50 prompts on 2026-09-08.\n(2) Ownership. The lead list said 'private'. Surfer's blog post 'The Surfer Acquisition' (listed under Oct 24 2025 on the blog's release-notes index) says Surfer 'officially joined Group Positive' (France), and the site is now branded 'Positive Surfer'. HQ is still Wrocław.\n(3) New since 2026-05-31: Surfer MCP (beta 2026-08-11) with AI Tracker read tools, Recommendations driven by AI Tracker data (2026-08-05), and the 'Surfer AI Visibility Platform' positioning (2026-06-01).\nEngines unchanged: 5 (ChatGPT, Google AI Overviews, Google AI Mode, Gemini, Perplexity)."
    },
    {
      "id": "trakkr",
      "name": "Trakkr",
      "shortName": "Trakkr",
      "vendor": "Trakkr",
      "url": "https://trakkr.ai/",
      "pricingUrl": "https://trakkr.ai/pricing",
      "docsUrl": "https://trakkr.ai/learn/docs",
      "category": "native",
      "parentProduct": null,
      "status": "live",
      "summary": "Trakkr is a London-based, bootstrapped AI-visibility platform. It runs tracked prompts daily across eight AI models (ChatGPT, Claude, Gemini, Perplexity, Google AI Overviews, Grok, DeepSeek, Meta AI), adds citation, perception, accuracy, crawler and AI-referral analytics, and provides content and site-fix tooling. It is sold self-serve to single-brand teams (Growth, $100/mo) and to agencies and multi-brand teams (Scale, $500/mo, with white-label portal and REST API), with Enterprise contracts from $1,000/mo.",
      "reviewed": false,
      "identity": {
        "hqCountry": "GB",
        "ownership": "independent",
        "funding": "No outside funding disclosed; vendor states 'Independent and bootstrapped' (about page, company details 'Reviewed 25 September 2026')",
        "fundingAsOf": "2026-09-25",
        "yearLaunched": 2025,
        "prov": {
          "sources": [
            {
              "url": "https://trakkr.ai/about",
              "type": "other",
              "title": "About Trakkr (company details, reviewed 25 September 2026)",
              "archive": null
            },
            {
              "url": "https://trakkr.ai/privacy",
              "type": "other",
              "title": "Trakkr privacy policy (updated August 27, 2026)",
              "archive": null
            },
            {
              "url": "https://trakkr.ai/terms",
              "type": "other",
              "title": "Trakkr terms (updated December 16, 2025)",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {},
          "couldNotVerify": [
            "Legal entity name and UK company registration number (not published on the about, privacy or terms pages)",
            "Exact product launch date (only the founding year 2025 is published)",
            "Headcount and revenue"
          ]
        }
      },
      "pricing": {
        "model": "per-prompt",
        "promptUnit": "One active tracked prompt on one brand, run daily on all eight models in the brand's one included market: 'Growth and Scale both include 50 active prompts per brand. Inactive prompts are unlimited and cost nothing.' Each extra market re-runs every active prompt ('Each market runs as a separate analysis') and is billed through the Extra market add-on at about $30 per 50 active prompts per brand per month. Usage is also shown as data points: 'A data point is a single query to an AI model.'",
        "promptUnitPerEngine": "no",
        "promptUnitPerCountry": "yes",
        "promptUnitPerRun": "no",
        "freePlan": {
          "available": "no",
          "limits": null
        },
        "freeTrial": {
          "available": "yes",
          "days": 14,
          "cardRequired": "yes",
          "limits": "Trial runs on Growth: 'full access to Growth features' (pricing FAQ); 1 automation during the Growth trial (automations doc); runs once per account. A separate 14-day Scale trial is offered only to paying Growth customers and excludes the client-facing white-label portal."
        },
        "billingOptions": [
          "monthly",
          "annual"
        ],
        "annualDiscountNote": "Annual plans include 2 months free (17% savings)",
        "plans": [
          {
            "name": "Growth",
            "contactSales": false,
            "priceMonthly": 100,
            "priceAnnualPerMonth": 83.33,
            "currency": "USD",
            "promptsIncluded": 50,
            "creditsIncluded": null,
            "enginesIncluded": [
              "chatgpt",
              "claude",
              "gemini",
              "perplexity",
              "googleAio",
              "grok",
              "deepseek",
              "metaAi"
            ],
            "enginesSelectable": "no",
            "maxEngines": 8,
            "runFrequency": "daily",
            "brandsOrProjects": 1,
            "seats": 3,
            "countries": 1,
            "languages": null,
            "addOns": [
              {
                "name": "+50 active prompts per brand",
                "price": 39,
                "currency": "USD",
                "unit": "per brand per month (monthly billing)",
                "appliesTo": "prompts:+50"
              },
              {
                "name": "+100 active prompts per brand",
                "price": 59,
                "currency": "USD",
                "unit": "per brand per month (monthly billing)",
                "appliesTo": "prompts:+100"
              },
              {
                "name": "+200 active prompts per brand",
                "price": 99,
                "currency": "USD",
                "unit": "per brand per month (monthly billing)",
                "appliesTo": "prompts:+200"
              },
              {
                "name": "Extra brand",
                "price": 50,
                "currency": "USD",
                "unit": "per brand per month (monthly billing)",
                "appliesTo": "brands:+1"
              },
              {
                "name": "Extra seat (Growth only)",
                "price": 20,
                "currency": "USD",
                "unit": "per seat per month",
                "appliesTo": "seats:+1"
              },
              {
                "name": "Extra market (one additional region per brand). Price scales with the brand's active prompts: configurator '1 extra market × 1 brand' $30 at 50 prompts, $60 at 100, $90 at 150, $150 at 250 (about $30 per 50 active prompts); '2 extra markets × 1 brand' $60 at 50 prompts",
                "price": 30,
                "currency": "USD",
                "unit": "per extra market per brand per month at 50 active prompts per brand (monthly billing); add $30 for each further 50 active prompts",
                "appliesTo": "countries:+1"
              },
              {
                "name": "+25 article credits pack (content generation, not monitoring)",
                "price": 49,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "other"
              },
              {
                "name": "+50 article credits pack (content generation, not monitoring)",
                "price": 89,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "other"
              },
              {
                "name": "+100 article credits pack (content generation, not monitoring)",
                "price": 149,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "other"
              },
              {
                "name": "+50 active prompts per brand (configurator, annual: '$1,396 /yr' total vs '$1,000/yr' Growth base; line item '+50 prompts × 1 brand $33')",
                "price": 396,
                "currency": "USD",
                "unit": "per brand per year (billed annually)",
                "appliesTo": "prompts:+50"
              },
              {
                "name": "+100 active prompts per brand (configurator, annual: '$1,588 /yr' total vs '$1,000/yr' base; line item '$49')",
                "price": 588,
                "currency": "USD",
                "unit": "per brand per year (billed annually)",
                "appliesTo": "prompts:+100"
              },
              {
                "name": "+200 active prompts per brand (configurator, annual: '$1,984 /yr' total vs '$1,000/yr' base; line item '$82')",
                "price": 984,
                "currency": "USD",
                "unit": "per brand per year (billed annually)",
                "appliesTo": "prompts:+200"
              },
              {
                "name": "Extra brand (configurator, annual: '$1,500 /yr' total vs '$1,000/yr' base; line item '1 extra brand $42')",
                "price": 500,
                "currency": "USD",
                "unit": "per brand per year (billed annually)",
                "appliesTo": "brands:+1"
              },
              {
                "name": "Extra market (configurator, annual: '$1,300 /yr' at 50 prompts per brand, line item '$25'; '2 extra markets' '$1,600 /yr'; at 150 prompts '$2,488 /yr' total, market line item '$75')",
                "price": 300,
                "currency": "USD",
                "unit": "per extra market per brand per year (billed annually), at 50 active prompts per brand; scales with active prompts",
                "appliesTo": "countries:+1"
              },
              {
                "name": "+25 article credits pack (content generation, not monitoring; configurator, annual: '$1,490 /yr' total, line item '$41')",
                "price": 490,
                "currency": "USD",
                "unit": "per year (billed annually)",
                "appliesTo": "other"
              },
              {
                "name": "+50 article credits pack (content generation, not monitoring; configurator, annual: '$1,890 /yr' total, line item '$74')",
                "price": 890,
                "currency": "USD",
                "unit": "per year (billed annually)",
                "appliesTo": "other"
              },
              {
                "name": "+100 article credits pack (content generation, not monitoring; configurator, annual: '$2,490 /yr' total, line item '$124')",
                "price": 1490,
                "currency": "USD",
                "unit": "per year (billed annually)",
                "appliesTo": "other"
              }
            ],
            "planSource": "https://trakkr.ai/pricing"
          },
          {
            "name": "Scale",
            "contactSales": false,
            "priceMonthly": 500,
            "priceAnnualPerMonth": 416.67,
            "currency": "USD",
            "promptsIncluded": 50,
            "creditsIncluded": null,
            "enginesIncluded": [
              "chatgpt",
              "claude",
              "gemini",
              "perplexity",
              "googleAio",
              "grok",
              "deepseek",
              "metaAi"
            ],
            "enginesSelectable": "no",
            "maxEngines": 8,
            "runFrequency": "daily",
            "brandsOrProjects": 10,
            "seats": "unlimited",
            "countries": 1,
            "languages": null,
            "addOns": [
              {
                "name": "+50 active prompts per brand (configurator shows '+50 prompts × 10 brands' = $390/mo)",
                "price": 39,
                "currency": "USD",
                "unit": "per brand per month (monthly billing; multiplied by brands)",
                "appliesTo": "prompts:+50"
              },
              {
                "name": "+100 active prompts per brand (configurator shows '+100 prompts × 10 brands' = $590/mo)",
                "price": 59,
                "currency": "USD",
                "unit": "per brand per month (monthly billing; multiplied by brands)",
                "appliesTo": "prompts:+100"
              },
              {
                "name": "+200 active prompts per brand (configurator shows '+200 prompts × 10 brands' = $990/mo)",
                "price": 99,
                "currency": "USD",
                "unit": "per brand per month (monthly billing; multiplied by brands)",
                "appliesTo": "prompts:+200"
              },
              {
                "name": "Extra brand (11th brand onward)",
                "price": 50,
                "currency": "USD",
                "unit": "per brand per month (monthly billing)",
                "appliesTo": "brands:+1"
              },
              {
                "name": "Extra market (one additional region per brand; configurator '1 extra market × 10 brands' $300/mo at 50 prompts per brand and $900/mo at 150 prompts per brand, i.e. about $30 per 50 active prompts per brand)",
                "price": 30,
                "currency": "USD",
                "unit": "per extra market per brand per month at 50 active prompts per brand (monthly billing; multiplied by brands); add $30 for each further 50 active prompts",
                "appliesTo": "countries:+1"
              },
              {
                "name": "+25 article credits pack (content generation, not monitoring)",
                "price": 49,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "other"
              },
              {
                "name": "+50 article credits pack (content generation, not monitoring)",
                "price": 89,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "other"
              },
              {
                "name": "+100 article credits pack (content generation, not monitoring)",
                "price": 149,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "other"
              },
              {
                "name": "+50 active prompts per brand (configurator, annual: '+50 prompts × 10 brands', '$8,960 /yr' total vs '$5,000/yr' Scale base; line item '$330')",
                "price": 396,
                "currency": "USD",
                "unit": "per brand per year (billed annually; multiplied by brands)",
                "appliesTo": "prompts:+50"
              },
              {
                "name": "+100 active prompts per brand (configurator, annual: '+100 prompts × 10 brands', '$10,880 /yr' total; line item '$490')",
                "price": 588,
                "currency": "USD",
                "unit": "per brand per year (billed annually; multiplied by brands)",
                "appliesTo": "prompts:+100"
              },
              {
                "name": "+200 active prompts per brand (configurator, annual: '+200 prompts × 10 brands', '$14,840 /yr' total; line item '$820')",
                "price": 984,
                "currency": "USD",
                "unit": "per brand per year (billed annually; multiplied by brands)",
                "appliesTo": "prompts:+200"
              },
              {
                "name": "Extra brand, 11th onward (configurator, annual: '$5,500 /yr' total vs '$5,000/yr' base; line item '1 extra brand $42')",
                "price": 500,
                "currency": "USD",
                "unit": "per brand per year (billed annually)",
                "appliesTo": "brands:+1"
              },
              {
                "name": "Extra market (configurator, annual: '1 extra market × 10 brands', '$8,000 /yr' total at 50 prompts per brand; line item '$250')",
                "price": 300,
                "currency": "USD",
                "unit": "per extra market per brand per year (billed annually; multiplied by brands), at 50 active prompts per brand; scales with active prompts",
                "appliesTo": "countries:+1"
              },
              {
                "name": "+25 article credits pack (content generation, not monitoring; configurator, annual: '$5,490 /yr' total, line item '$41')",
                "price": 490,
                "currency": "USD",
                "unit": "per year (billed annually)",
                "appliesTo": "other"
              },
              {
                "name": "+50 article credits pack (content generation, not monitoring; configurator, annual: '$5,890 /yr' total, line item '$74')",
                "price": 890,
                "currency": "USD",
                "unit": "per year (billed annually)",
                "appliesTo": "other"
              },
              {
                "name": "+100 article credits pack (content generation, not monitoring; configurator, annual: '$6,490 /yr' total, line item '$124')",
                "price": 1490,
                "currency": "USD",
                "unit": "per year (billed annually)",
                "appliesTo": "other"
              }
            ],
            "planSource": "https://trakkr.ai/pricing"
          },
          {
            "name": "Enterprise",
            "contactSales": true,
            "priceMonthly": null,
            "priceAnnualPerMonth": 1000,
            "currency": "USD",
            "promptsIncluded": null,
            "creditsIncluded": null,
            "enginesIncluded": [
              "chatgpt",
              "claude",
              "gemini",
              "perplexity",
              "googleAio",
              "grok",
              "deepseek",
              "metaAi"
            ],
            "enginesSelectable": "no",
            "maxEngines": 8,
            "runFrequency": "daily",
            "brandsOrProjects": "unlimited",
            "seats": "unlimited",
            "countries": null,
            "languages": null,
            "addOns": [],
            "planSource": "https://trakkr.ai/pricing"
          }
        ],
        "prov": {
          "sources": [
            {
              "url": "https://trakkr.ai/pricing",
              "type": "pricing",
              "title": "AI Visibility Pricing: $100 Growth, $500 Scale | Trakkr",
              "archive": null
            },
            {
              "url": "https://trakkr.ai/learn/docs/account/billing",
              "type": "docs",
              "title": "Plans and billing (Trakkr docs)",
              "archive": null
            },
            {
              "url": "https://trakkr.ai/learn/docs/faq",
              "type": "docs",
              "title": "Frequently asked questions (Trakkr docs)",
              "archive": null
            },
            {
              "url": "https://trakkr.ai/learn/docs/features/prompts",
              "type": "docs",
              "title": "Prompts (Trakkr docs)",
              "archive": null
            },
            {
              "url": "https://trakkr.ai/learn/docs/account/brands",
              "type": "docs",
              "title": "Brands (Trakkr docs)",
              "archive": null
            },
            {
              "url": "https://trakkr.ai/learn/docs/features/automations",
              "type": "docs",
              "title": "Automations (Trakkr docs)",
              "archive": null
            },
            {
              "url": "https://trakkr.ai/trakkr-for/enterprise",
              "type": "other",
              "title": "Trakkr for Enterprise",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "plans.Growth.languages": "not published: no per-plan language cap; docs FAQ says 'Trakkr carries more than sixty languages and regional variants', set per brand",
            "plans.Scale.languages": "not published: no per-plan language cap; docs FAQ says 'more than sixty languages and regional variants'",
            "plans.creditsIncluded": "not applicable: monitoring is per-prompt; article credits (25 Growth / 100 Scale per month) are for content generation only",
            "plans.Enterprise.priceMonthly": "contact sales: 'From $1,000 /mo', 'Billed annually', 'Talk to sales'; no monthly-billing price",
            "plans.Enterprise.promptsIncluded": "not applicable: unlimited per the plan card ('Unlimited brands & prompts'), recorded the same way as brandsOrProjects = 'unlimited'; the schema has no 'unlimited' value for promptsIncluded. Contract caveat as for brands and seats: 'Enterprise caps are set in the contract'",
            "plans.Enterprise.countries": "contact sales: enterprise page shows a '15 markets · 9 languages' mock-up only; limits set in contract",
            "plans.Enterprise.languages": "contact sales",
            "plans.Enterprise.overage": "contact sales",
            "freePlan.limits": "not applicable: no free plan ('Is there a free version of Trakkr? No.')"
          },
          "couldNotVerify": [
            "Annual-billing price of an extra seat (the configurator has no seat control; docs give only '$20 per seat per month')",
            "Extra-market price on Enterprise (contract) and at prompt counts other than 50/100/150/250 per brand (docs: 'Priced per change … quotes it from a live invoice preview')",
            "Whether more than 250 active prompts per brand can be bought self-serve (the documented packs are tiers ending at '+200 250')",
            "Price of the Growth-only AI Pages add-on (billing doc: 'Priced per change')",
            "Whether Scale prompt packs are multiplied by the 10 included brand slots or only by active brands (docs: 'the price multiplies by brands owned'; the configurator multiplies by 10)",
            "Actual Enterprise price above the 'From $1,000/mo' floor and its contract limits",
            "Sales tax/VAT treatment (not stated on the pricing page)"
          ]
        }
      },
      "engines": {
        "status": {
          "chatgpt": {
            "status": "included",
            "surface": "api",
            "minPlan": "Growth"
          },
          "googleAio": {
            "status": "included",
            "surface": "ui",
            "minPlan": "Growth"
          },
          "googleAiMode": {
            "status": "no",
            "surface": "unknown",
            "minPlan": null
          },
          "gemini": {
            "status": "included",
            "surface": "api",
            "minPlan": "Growth"
          },
          "perplexity": {
            "status": "included",
            "surface": "api",
            "minPlan": "Growth"
          },
          "claude": {
            "status": "included",
            "surface": "api",
            "minPlan": "Growth"
          },
          "copilot": {
            "status": "no",
            "surface": "unknown",
            "minPlan": null
          },
          "grok": {
            "status": "included",
            "surface": "api",
            "minPlan": "Growth"
          },
          "deepseek": {
            "status": "included",
            "surface": "api",
            "minPlan": "Growth"
          },
          "metaAi": {
            "status": "included",
            "surface": "api",
            "minPlan": "Growth"
          }
        },
        "other": [],
        "settings": {
          "country": "yes",
          "language": "yes",
          "persona": "yes"
        },
        "prov": {
          "sources": [
            {
              "url": "https://trakkr.ai/learn/docs/faq",
              "type": "docs",
              "title": "Frequently asked questions (Trakkr docs)",
              "archive": null
            },
            {
              "url": "https://trakkr.ai/learn/docs/features/prompts",
              "type": "docs",
              "title": "Prompts (Trakkr docs)",
              "archive": null
            },
            {
              "url": "https://trakkr.ai/learn/docs/features/citations",
              "type": "docs",
              "title": "Citations (Trakkr docs)",
              "archive": null
            },
            {
              "url": "https://trakkr.ai/learn/docs/account/brands",
              "type": "docs",
              "title": "Brands (Trakkr docs)",
              "archive": null
            },
            {
              "url": "https://trakkr.ai/learn/docs/features/prompts/audiences",
              "type": "docs",
              "title": "Audiences (Trakkr docs)",
              "archive": null
            },
            {
              "url": "https://trakkr.ai/pricing",
              "type": "pricing",
              "title": "AI Visibility Pricing | Trakkr",
              "archive": null
            },
            {
              "url": "https://trakkr.ai/trakkr-for/enterprise",
              "type": "other",
              "title": "Trakkr for Enterprise",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {},
          "couldNotVerify": [
            "Model versions used per engine (e.g. which GPT, Claude or Gemini model) and whether they change over time",
            "How a market/country is applied to API-based engines (location parameter, proxy or prompt wording). Docs mention 'Market wording' but not the mechanism",
            "Whether Google AI Overviews are fetched by Trakkr itself or via a third-party SERP provider",
            "Whether web search is enabled on API calls for engines other than ChatGPT and Perplexity"
          ]
        }
      },
      "method": {
        "value": "mixed",
        "quote": "Trakkr sends each tracked prompt to the model providers' own APIs and records what comes back, so every score is built from a real answer rather than a simulation. AI Overviews is collected from live Google results.",
        "detail": "Seven of the eight engines are queried through the providers' APIs. ChatGPT citations come from OpenAI's web-search answers. Google AI Overviews are collected from live Google results, i.e. the consumer search surface. The method is therefore mixed and mostly API-based. No user panel or clickstream is used to collect answers. Prompt 'AI volume' estimates come from a separate 'waterfall' of sources, e.g. search volume plus learned per-category ratios split by 'published market share'.",
        "prov": {
          "sources": [
            {
              "url": "https://trakkr.ai/learn/docs/faq",
              "type": "docs",
              "title": "Frequently asked questions: 'Where do the answers come from?'",
              "archive": null
            },
            {
              "url": "https://trakkr.ai/learn/docs/features/citations",
              "type": "docs",
              "title": "Citations (Trakkr docs): 'Where the data comes from'",
              "archive": null
            },
            {
              "url": "https://trakkr.ai/privacy",
              "type": "other",
              "title": "Trakkr privacy policy: 'AI model providers'",
              "archive": null
            },
            {
              "url": "https://trakkr.ai/learn/docs/metrics",
              "type": "docs",
              "title": "Metrics (Trakkr docs)",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {},
          "couldNotVerify": [
            "Whether API answers match what a logged-out consumer sees in each app (the vendor does not compare API and UI output)",
            "Collection route for Google AI Overviews (own scraping vs third-party SERP API)"
          ]
        }
      },
      "metrics": {
        "mentions": "yes",
        "citationsWithUrls": "yes",
        "shareOfVoice": "yes",
        "positionProminence": "yes",
        "sentiment": "yes",
        "accuracyHallucination": "yes",
        "promptDiscoveryOrVolume": "yes",
        "crawlerLogAnalytics": "yes",
        "aiReferralAttribution": "yes",
        "prov": {
          "sources": [
            {
              "url": "https://trakkr.ai/learn/docs/metrics",
              "type": "docs",
              "title": "Metrics (Trakkr docs)",
              "archive": null
            },
            {
              "url": "https://trakkr.ai/learn/docs/features/citations",
              "type": "docs",
              "title": "Citations (Trakkr docs)",
              "archive": null
            },
            {
              "url": "https://trakkr.ai/learn/docs/features/perception",
              "type": "docs",
              "title": "Perception (Trakkr docs)",
              "archive": null
            },
            {
              "url": "https://trakkr.ai/learn/docs/features/accuracy",
              "type": "docs",
              "title": "Accuracy (Trakkr docs)",
              "archive": null
            },
            {
              "url": "https://trakkr.ai/learn/docs/features/research",
              "type": "docs",
              "title": "Research (Trakkr docs)",
              "archive": null
            },
            {
              "url": "https://trakkr.ai/learn/docs/features/traffic/crawlers",
              "type": "docs",
              "title": "Crawlers (Trakkr docs)",
              "archive": null
            },
            {
              "url": "https://trakkr.ai/learn/docs/features/traffic/visitors",
              "type": "docs",
              "title": "Visitors (Trakkr docs)",
              "archive": null
            },
            {
              "url": "https://trakkr.ai/learn/docs/features/competitors",
              "type": "docs",
              "title": "Competitors (Trakkr docs)",
              "archive": null
            },
            {
              "url": "https://trakkr.ai/learn/docs",
              "type": "docs",
              "title": "Documentation | Trakkr",
              "archive": null
            },
            {
              "url": "https://trakkr.ai/learn/docs/features/integrations",
              "type": "docs",
              "title": "Integrations (Trakkr docs)",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {},
          "couldNotVerify": [
            "Accuracy of the 'AI Vol' estimates (the vendor calls them estimates from a 'waterfall' of sources)"
          ]
        }
      },
      "actionLayer": {
        "recommendations": "yes",
        "contentGeneration": "yes",
        "technicalAudits": "yes",
        "citationOutreach": "yes",
        "prov": {
          "sources": [
            {
              "url": "https://trakkr.ai/learn/docs/features/actions",
              "type": "docs",
              "title": "Actions (Trakkr docs)",
              "archive": null
            },
            {
              "url": "https://trakkr.ai/learn/docs/features/content",
              "type": "docs",
              "title": "Content (Trakkr docs)",
              "archive": null
            },
            {
              "url": "https://trakkr.ai/learn/docs/features/optimize",
              "type": "docs",
              "title": "Optimize (Trakkr docs)",
              "archive": null
            },
            {
              "url": "https://trakkr.ai/learn/docs/features/citations/outreach",
              "type": "docs",
              "title": "Outreach (Trakkr docs)",
              "archive": null
            },
            {
              "url": "https://trakkr.ai/pricing",
              "type": "pricing",
              "title": "Pricing comparison grid",
              "archive": null
            },
            {
              "url": "https://trakkr.ai/learn/docs",
              "type": "docs",
              "title": "Documentation index",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {},
          "couldNotVerify": [
            "Quality of generated articles and of the auto-applied site fixes (not testable without an account)"
          ]
        }
      },
      "dataAccess": {
        "api": "yes",
        "csvExport": "yes",
        "lookerStudio": "yes",
        "warehouseOrBigQuery": "yes",
        "slack": "yes",
        "emailAlerts": "yes",
        "mcp": "yes",
        "prov": {
          "sources": [
            {
              "url": "https://trakkr.ai/learn/api",
              "type": "docs",
              "title": "API Reference - REST API Documentation | Trakkr",
              "archive": null
            },
            {
              "url": "https://trakkr.ai/learn/api/mcp",
              "type": "docs",
              "title": "MCP server (Trakkr API reference)",
              "archive": null
            },
            {
              "url": "https://trakkr.ai/learn/docs/features/reports-export",
              "type": "docs",
              "title": "Reports and exports (Trakkr docs)",
              "archive": null
            },
            {
              "url": "https://trakkr.ai/learn/docs/features/integrations",
              "type": "docs",
              "title": "Integrations (Trakkr docs)",
              "archive": null
            },
            {
              "url": "https://trakkr.ai/learn/docs/features/automations",
              "type": "docs",
              "title": "Automations (Trakkr docs)",
              "archive": null
            },
            {
              "url": "https://trakkr.ai/learn/docs/account/billing",
              "type": "docs",
              "title": "Plans and billing (Trakkr docs)",
              "archive": null
            },
            {
              "url": "https://trakkr.ai/trakkr-for/enterprise",
              "type": "other",
              "title": "Trakkr for Enterprise",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {},
          "couldNotVerify": [
            "Enterprise warehouse sync (Snowflake/BigQuery/Databricks) is described only on a marketing page, not in the docs",
            "REST API rate limits and quotas per plan (a 'Rate limits' page exists but values were not checked)"
          ]
        }
      },
      "businessFit": {
        "agencyMultiClient": "yes",
        "whiteLabel": "yes",
        "sso": "yes",
        "soc2": "no",
        "iso27001": "n/a",
        "gdprStatement": "yes",
        "euDataResidency": "n/a",
        "uiLanguages": null,
        "prov": {
          "sources": [
            {
              "url": "https://trakkr.ai/security",
              "type": "other",
              "title": "Security at Trakkr",
              "archive": null
            },
            {
              "url": "https://trakkr.ai/privacy",
              "type": "other",
              "title": "Trakkr privacy policy",
              "archive": null
            },
            {
              "url": "https://trakkr.ai/learn/docs/account/white-label/overview",
              "type": "docs",
              "title": "White-label portal (Trakkr docs)",
              "archive": null
            },
            {
              "url": "https://trakkr.ai/learn/docs/features/agency",
              "type": "docs",
              "title": "Agency (Trakkr docs)",
              "archive": null
            },
            {
              "url": "https://trakkr.ai/pricing",
              "type": "pricing",
              "title": "Pricing (Enterprise card: 'SSO & security review')",
              "archive": null
            },
            {
              "url": "https://trakkr.ai/trakkr-for/agencies",
              "type": "other",
              "title": "Trakkr for Agencies",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "iso27001": "not published: ISO 27001 is listed only for infrastructure providers (Google Cloud, Cloudflare), not claimed for Trakkr itself",
            "euDataResidency": "not published: privacy policy says 'Your data might be processed in the US, EU, or other regions where our service providers operate'; security FAQ mentions 'regional isolation' but no EU-only option is documented",
            "uiLanguages": "not published: the marketing site has a language selector, but the app interface language is not documented (docs cover prompt/answer languages only)"
          },
          "couldNotVerify": [
            "SSO protocol (SAML/OIDC) and whether SSO can be bought below Enterprise",
            "Whether EU-only data hosting can be contracted on Enterprise",
            "App UI languages",
            "Timeline for Trakkr's own SOC 2"
          ]
        }
      },
      "selection": {
        "roundups": 1,
        "probeAnswers": 1,
        "g2Reviews": null,
        "g2Scope": "product listing",
        "presenceScore": 0.019,
        "passesGate": true,
        "shortlistedByRubric": false
      },
      "normalisation": {
        "plans": {
          "Scale": {
            "checksPerMonth": 121600,
            "basis": "10 brands × 50 active prompts per brand × 8 models × 30.4 daily runs = 121,600 answer checks/month as sold. evidence/trakkr/fix-pricing-monthly.txt (captured 2026-10-03): Scale card \"Track 10 brands daily\", \"50 prompts per brand\", \"All 8 models included\"; compare grid \"Brands included 1 / 10\", \"Prompts per brand 50 / 50\", \"AI models tracked 8 / 8\", \"Refresh frequency Daily / Daily\", \"Data points 12,000 / 120,000\" (= 10 × 50 × 8 × 30); pricing FAQ \"A data point is a single query to an AI model.\" The capacity is spread across 10 brands, not one: FAQ \"The per-brand depth is the same on both (all 8 models, 50 prompts per brand), so Scale is about breadth, not a bigger single brand.\" Record promptsIncluded stays 50 (the per-brand cap), so single-brand scenario fit is unchanged."
          }
        }
      },
      "derived": {
        "segment": "mid",
        "entryPriceUsd": 100,
        "entryPlan": "Growth",
        "entryBasis": null,
        "plans": {
          "Growth|monthly": {
            "usd": 100,
            "checks": 12160,
            "costPer1kUsd": 8.22
          },
          "Growth|annual": {
            "usd": 83.33,
            "checks": 12160,
            "costPer1kUsd": 6.85
          },
          "Scale|monthly": {
            "usd": 500,
            "checks": 121600,
            "costPer1kUsd": 4.11
          },
          "Scale|annual": {
            "usd": 416.67,
            "checks": 121600,
            "costPer1kUsd": 3.43
          },
          "Enterprise|monthly": {
            "usd": null,
            "checks": null,
            "costPer1kUsd": null
          },
          "Enterprise|annual": {
            "usd": 1000,
            "checks": null,
            "costPer1kUsd": null
          }
        },
        "scenarios": {
          "S|monthly": {
            "status": "fits",
            "plan": "Growth",
            "costUsd": 100,
            "addOnsUsed": [],
            "reason": null,
            "detail": "prompt units needed = 50"
          },
          "S|annual": {
            "status": "fits",
            "plan": "Growth",
            "costUsd": 83.33,
            "addOnsUsed": [],
            "reason": null,
            "detail": "prompt units needed = 50"
          },
          "M|monthly": {
            "status": "not-supported",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "The vendor does not support Google AI Mode.",
            "detail": "engine(s) not supported: googleAiMode"
          },
          "M|annual": {
            "status": "not-supported",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "The vendor does not support Google AI Mode.",
            "detail": "engine(s) not supported: googleAiMode"
          },
          "L|monthly": {
            "status": "not-supported",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "The vendor does not support Google AI Mode, Microsoft Copilot.",
            "detail": "engine(s) not supported: googleAiMode, copilot"
          },
          "L|annual": {
            "status": "not-supported",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "The vendor does not support Google AI Mode, Microsoft Copilot.",
            "detail": "engine(s) not supported: googleAiMode, copilot"
          }
        },
        "bestRate": {
          "plan": "Scale",
          "usd": 500,
          "checks": 121600,
          "costPer1kUsd": 4.11
        },
        "largestPlan": {
          "plan": "Scale",
          "usd": 500,
          "native": 500,
          "currency": "USD",
          "prompts": 50,
          "checks": 121600,
          "runFrequency": "daily"
        }
      },
      "flags": {
        "priceEstimate": false,
        "agencyRouteEligibilityUnconfirmed": false,
        "excludeFromAggregates": false,
        "note": null
      },
      "changesSince20260531": "Entry price rose. The 2026-05-31 lead list had Growth at $79/mo; today Growth is $100/mo ($1,000/yr) and Scale is $500/mo, with Enterprise from $1,000/mo. The action layer is broader than the lead list's 'playbooks (instructions, not content generation)': plans now include article generation (25/100 article credits per month), auto-applied site fixes ('Fix it for me'), AI Pages, citation outreach drafts and an Agent. Unchanged: London HQ, founded 2025, bootstrapped, 8 models, 14-day trial (now stated as card required), Scale = white-label + API. A second internal 2026-05-31 document (market analysis) listed Trakkr as 'free / $79 / $399/mc'. Today there is no free plan ('Is there a free version of Trakkr? No.'), and the upper self-serve tier is Scale at $500/mo."
    },
    {
      "id": "writesonic",
      "name": "Writesonic GEO platform (AI Search Visibility Platform)",
      "shortName": "Writesonic GEO platform",
      "vendor": "Writesonic, Inc.",
      "url": "https://writesonic.com/",
      "pricingUrl": "https://writesonic.com/pricing",
      "docsUrl": "https://docs.writesonic.com/",
      "category": "native",
      "parentProduct": null,
      "status": "live",
      "summary": "Writesonic's AI Search Visibility Platform tracks brand mentions, citations, share of voice, position and sentiment in AI answers, which it says it collects by scraping each platform's web interface daily (ChatGPT, Gemini and Google AI Overviews on self-serve plans; 10 platforms on Enterprise). It is sold to marketing teams and agencies from $79/mo billed annually, bundled with SEO and content tools such as AI articles, site audits, an Action Center with outreach email drafts, and AI-crawler log analytics.",
      "reviewed": false,
      "identity": {
        "hqCountry": "US",
        "ownership": "vc-backed",
        "funding": "$2.6M raised in 2021, per the vendor's About page ('Raised $2.6M in 2021. Profitable since.'). The founder bio says 'YC S21' (Y Combinator, Summer 2021). The page's 'Backed by' row names Y Combinator, HOF Capital, Soma Capital and Rebel Fund (logos with alt text), plus 'Strategic angels from Microsoft, Meta, and more'. It does not say which backer joined which round. No later round is mentioned.",
        "fundingAsOf": "2026-10-03",
        "yearLaunched": 2025,
        "prov": {
          "sources": [
            {
              "url": "https://writesonic.com/about-us",
              "type": "other",
              "title": "About Writesonic (story timeline 2021-2025, funding, team)",
              "archive": null
            },
            {
              "url": "https://writesonic.com/legal/privacy-policy",
              "type": "other",
              "title": "Writesonic Privacy Policy",
              "archive": null
            },
            {
              "url": "https://writesonic.com/legal/terms",
              "type": "other",
              "title": "Writesonic Terms of Service",
              "archive": null
            },
            {
              "url": "https://writesonic.trust.site/",
              "type": "other",
              "title": "Writesonic Trust Center",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {},
          "couldNotVerify": [
            "Which named backer (Y Combinator, HOF Capital, Soma Capital, Rebel Fund, strategic angels) took part in which round, and whether any round after 2021 exists (the About page only says 'Raised $2.6M in 2021. Profitable since.')",
            "Independent confirmation of the funding amount or profitability claim (vendor-site figures only)",
            "Exact month of the 2025 GEO product launch",
            "How the About page's '$2M+ ARR from AI search' is measured (vendor claim, no method given)"
          ]
        }
      },
      "pricing": {
        "model": "per-prompt",
        "promptUnit": "Plans meter 'Prompts Tracked' (Starter 50, Basic 100, Growth 200) plus a separate daily cap on 'Answers Tracked (Daily)' (50 / 300 / 600). Docs: 'Prompts are the questions and queries that GEO tracks across 10+ AI platforms.' The agency grid defines answers as 'Prompts × Models × Runs'.",
        "promptUnitPerEngine": "n/a",
        "promptUnitPerCountry": "yes",
        "promptUnitPerRun": "no",
        "freePlan": {
          "available": "no",
          "limits": "None of the plans on the pricing page is free. It lists Starter, Basic, Growth and Enterprise for brands, and Agency Starter and Agency Enterprise for agencies. 'Start free. No credit card needed.' refers to the 7-day trial. Free one-off tools (llms.txt Generator, AI Crawl Checker) are listed separately and are not monitoring plans."
        },
        "freeTrial": {
          "available": "yes",
          "days": 7,
          "cardRequired": "no",
          "limits": "Homepage: 'Start 7-Day Free Trial', '7-day free trial', 'No credit card'. Pricing FAQ: 'No. Sign up and explore Writesonic with full access. No credit card. No hidden catches.' The vendor does not say which plan's limits apply during the trial. Enterprise and agency plans are demo-led. Separately: '7-day, no-questions-asked refund.'"
        },
        "billingOptions": [
          "monthly",
          "annual"
        ],
        "annualDiscountNote": "Toggle badge 'Save 20%'. FAQ: 'Annual billing saves 20%. You pay for 12 months upfront. Switch anytime.'",
        "plans": [
          {
            "name": "Starter",
            "contactSales": false,
            "priceMonthly": 99,
            "priceAnnualPerMonth": 79,
            "currency": "USD",
            "promptsIncluded": 50,
            "creditsIncluded": null,
            "enginesIncluded": [
              "chatgpt",
              "gemini",
              "googleAio"
            ],
            "enginesSelectable": "no",
            "maxEngines": 3,
            "runFrequency": "daily",
            "brandsOrProjects": 1,
            "seats": 1,
            "countries": 1,
            "languages": 1,
            "addOns": [],
            "planSource": "https://writesonic.com/pricing"
          },
          {
            "name": "Basic",
            "contactSales": false,
            "priceMonthly": 249,
            "priceAnnualPerMonth": 199,
            "currency": "USD",
            "promptsIncluded": 100,
            "creditsIncluded": null,
            "enginesIncluded": [
              "chatgpt",
              "gemini",
              "googleAio"
            ],
            "enginesSelectable": "no",
            "maxEngines": 3,
            "runFrequency": "daily",
            "brandsOrProjects": 1,
            "seats": 2,
            "countries": 1,
            "languages": 1,
            "addOns": [
              {
                "name": "Additional user (up to 3 more, max 5 users)",
                "price": 50,
                "currency": "USD",
                "unit": "per user per month",
                "appliesTo": "seats:+1"
              }
            ],
            "planSource": "https://writesonic.com/pricing"
          },
          {
            "name": "Growth",
            "contactSales": false,
            "priceMonthly": 499,
            "priceAnnualPerMonth": 399,
            "currency": "USD",
            "promptsIncluded": 200,
            "creditsIncluded": null,
            "enginesIncluded": [
              "chatgpt",
              "gemini",
              "googleAio"
            ],
            "enginesSelectable": "no",
            "maxEngines": 3,
            "runFrequency": "daily",
            "brandsOrProjects": 2,
            "seats": 3,
            "countries": 1,
            "languages": 1,
            "addOns": [
              {
                "name": "Additional user (up to 2 more, max 5 users)",
                "price": 50,
                "currency": "USD",
                "unit": "per user per month",
                "appliesTo": "seats:+1"
              },
              {
                "name": "Article add-on: +20 AI articles (content, not tracking)",
                "price": 100,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "other"
              }
            ],
            "planSource": "https://writesonic.com/pricing"
          },
          {
            "name": "Enterprise",
            "contactSales": true,
            "priceMonthly": null,
            "priceAnnualPerMonth": null,
            "currency": null,
            "promptsIncluded": null,
            "creditsIncluded": null,
            "enginesIncluded": [
              "chatgpt",
              "gemini",
              "googleAio",
              "perplexity",
              "claude",
              "copilot",
              "grok",
              "deepseek",
              "metaAi",
              "googleAiMode"
            ],
            "enginesSelectable": "n/a",
            "maxEngines": 10,
            "runFrequency": "daily",
            "brandsOrProjects": null,
            "seats": null,
            "countries": null,
            "languages": null,
            "addOns": [],
            "planSource": "https://writesonic.com/pricing"
          },
          {
            "name": "Agency Starter (Pitch Projects)",
            "contactSales": false,
            "priceMonthly": 250,
            "priceAnnualPerMonth": 200,
            "currency": "USD",
            "promptsIncluded": null,
            "creditsIncluded": null,
            "enginesIncluded": [
              "chatgpt",
              "gemini",
              "googleAio",
              "perplexity",
              "copilot",
              "grok",
              "deepseek",
              "metaAi",
              "googleAiMode"
            ],
            "enginesSelectable": "n/a",
            "maxEngines": 9,
            "runFrequency": "n/a",
            "brandsOrProjects": 20,
            "seats": "unlimited",
            "countries": null,
            "languages": null,
            "addOns": [
              {
                "name": "Convert pitch to standard (ongoing) project, 'from $150/project/mo' (minimum price; limits not published)",
                "price": 150,
                "currency": "USD",
                "unit": "per project per month (from)",
                "appliesTo": "other"
              }
            ],
            "planSource": "https://writesonic.com/pricing/agencies"
          },
          {
            "name": "Agency Enterprise",
            "contactSales": true,
            "priceMonthly": null,
            "priceAnnualPerMonth": null,
            "currency": null,
            "promptsIncluded": null,
            "creditsIncluded": null,
            "enginesIncluded": [
              "chatgpt",
              "gemini",
              "googleAio",
              "perplexity",
              "claude",
              "copilot",
              "grok",
              "deepseek",
              "metaAi",
              "googleAiMode"
            ],
            "enginesSelectable": "n/a",
            "maxEngines": 10,
            "runFrequency": "n/a",
            "brandsOrProjects": null,
            "seats": null,
            "countries": null,
            "languages": null,
            "addOns": [],
            "planSource": "https://writesonic.com/pricing/agencies"
          }
        ],
        "prov": {
          "sources": [
            {
              "url": "https://writesonic.com/pricing",
              "type": "pricing",
              "title": "Pricing - For Brands (cards, Compare plans grid, FAQ)",
              "archive": null
            },
            {
              "url": "https://writesonic.com/pricing/agencies",
              "type": "pricing",
              "title": "Pricing - For Agencies (cards, Compare plans grid, FAQ)",
              "archive": null
            },
            {
              "url": "https://docs.writesonic.com/docs/fair-usage-policy",
              "type": "docs",
              "title": "Fair Usage Policy",
              "archive": null
            },
            {
              "url": "https://docs.writesonic.com/docs/markets-track-multiple-regions-and-languages",
              "type": "docs",
              "title": "Markets: Track multiple Regions and Languages",
              "archive": null
            },
            {
              "url": "https://docs.writesonic.com/docs/different-subscription-plans-of-writesonic",
              "type": "docs",
              "title": "Different subscription plans of Writesonic (outdated, see notes)",
              "archive": null
            },
            {
              "url": "https://docs.writesonic.com/docs/geo-getting-started",
              "type": "docs",
              "title": "GEO: Getting Started",
              "archive": null
            },
            {
              "url": "https://docs.writesonic.com/docs/switching-between-monthly-and-annual-billing",
              "type": "docs",
              "title": "Switching Between Monthly and Annual Billing",
              "archive": null
            },
            {
              "url": "https://writesonic.com/",
              "type": "other",
              "title": "Writesonic homepage (7-day trial wording)",
              "archive": null
            },
            {
              "url": "https://writesonic.com/agencies",
              "type": "other",
              "title": "Writesonic for Agencies (partner models)",
              "archive": null
            },
            {
              "url": "https://writesonic.com/integrations",
              "type": "other",
              "title": "Integrations (FAQ: integrations on the trial and self-serve plans)",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "promptUnitPerEngine": "contradictory sources: Basic/Growth answer caps (300/600 per day = prompts × 3 platforms) imply one prompt is answered on every engine, but Starter shows '50 prompts, 50 answers tracked daily' with the same 3 platforms",
            "Enterprise.priceMonthly": "contact sales",
            "Enterprise.priceAnnualPerMonth": "contact sales",
            "Enterprise.promptsIncluded": "contact sales: 'Custom prompts, regions, languages'",
            "Enterprise.brandsOrProjects": "contact sales: 'Custom users, projects & access control'",
            "Enterprise.seats": "contact sales",
            "Enterprise.countries": "contact sales: 'Custom' markets",
            "Enterprise.languages": "contact sales: 'Custom' markets",
            "Agency Starter (Pitch Projects).promptsIncluded": "not published: plan is metered as '2,000 answers/month' (Prompts × Models × Runs), not a prompt count",
            "Agency Starter (Pitch Projects).runFrequency": "not published: projects 'run 1–7 days, then auto-pause'; refresh cadence not stated",
            "Agency Starter (Pitch Projects).countries": "not published: grid marks 'Custom Prompts, Regions, Languages' as available without a number",
            "Agency Starter (Pitch Projects).languages": "not published",
            "Agency Enterprise.priceMonthly": "contact sales",
            "Agency Enterprise.priceAnnualPerMonth": "contact sales",
            "Agency Enterprise.promptsIncluded": "contact sales",
            "Agency Enterprise.runFrequency": "contact sales",
            "Agency Enterprise.brandsOrProjects": "contact sales",
            "Agency Enterprise.seats": "contact sales",
            "Agency Enterprise.countries": "contact sales",
            "Agency Enterprise.languages": "contact sales"
          },
          "couldNotVerify": [
            "Whether one tracked prompt is answered on all three self-serve engines every day on Starter (50 prompts but only 50 answers/day)",
            "Which plan's limits apply during the 7-day free trial",
            "Whether self-serve buyers can add engines (Perplexity, Claude, Copilot, etc.) or extra markets as paid add-ons without moving to Enterprise (no add-on is listed)",
            "Any Enterprise or Agency Enterprise price band or minimum contract",
            "Price and size of the agency 'Bulk Purchase' AI visibility credits",
            "What limits a converted standard agency project ('from $150/project/mo') includes",
            "Whether Agency Starter really includes unlimited users: only the card says so, in a line ('Unlimited users, projects & access control') whose other two claims the grid contradicts"
          ]
        }
      },
      "engines": {
        "status": {
          "chatgpt": {
            "status": "included",
            "surface": "ui",
            "minPlan": "Starter"
          },
          "googleAio": {
            "status": "included",
            "surface": "ui",
            "minPlan": "Starter"
          },
          "googleAiMode": {
            "status": "included",
            "surface": "ui",
            "minPlan": "Enterprise"
          },
          "gemini": {
            "status": "included",
            "surface": "ui",
            "minPlan": "Starter"
          },
          "perplexity": {
            "status": "included",
            "surface": "ui",
            "minPlan": "Enterprise"
          },
          "claude": {
            "status": "included",
            "surface": "ui",
            "minPlan": "Enterprise"
          },
          "copilot": {
            "status": "included",
            "surface": "ui",
            "minPlan": "Enterprise"
          },
          "grok": {
            "status": "included",
            "surface": "ui",
            "minPlan": "Enterprise"
          },
          "deepseek": {
            "status": "included",
            "surface": "ui",
            "minPlan": "Enterprise"
          },
          "metaAi": {
            "status": "included",
            "surface": "ui",
            "minPlan": "Enterprise"
          }
        },
        "other": [],
        "settings": {
          "country": "yes",
          "language": "yes",
          "persona": "n/a"
        },
        "prov": {
          "sources": [
            {
              "url": "https://writesonic.com/pricing",
              "type": "pricing",
              "title": "Pricing (cards, 'AI Platforms Tracked' row, FAQ 'Which AI platforms do you track?')",
              "archive": null
            },
            {
              "url": "https://writesonic.com/pricing/agencies",
              "type": "pricing",
              "title": "Pricing - For Agencies ('All models except Claude')",
              "archive": null
            },
            {
              "url": "https://docs.writesonic.com/docs/why-we-monitor-real-ai-platforms-not-just-apis",
              "type": "docs",
              "title": "Why We Monitor Real AI Platforms, Not Just APIs",
              "archive": null
            },
            {
              "url": "https://writesonic.com/ai-visibility-tracker",
              "type": "other",
              "title": "AI Visibility Tracker",
              "archive": null
            },
            {
              "url": "https://docs.writesonic.com/docs/markets-track-multiple-regions-and-languages",
              "type": "docs",
              "title": "Markets: Track multiple Regions and Languages",
              "archive": null
            },
            {
              "url": "https://docs.writesonic.com/docs/overview-platforms",
              "type": "docs",
              "title": "Overview: Platforms",
              "archive": null
            },
            {
              "url": "https://docs.writesonic.com/docs/different-subscription-plans-of-writesonic",
              "type": "docs",
              "title": "Different subscription plans (outdated engine list)",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "settings.persona": "not published"
          },
          "couldNotVerify": [
            "Per-engine collection details (logged-in vs logged-out sessions, model version, search toggle) for any platform",
            "Whether Gemini is tracked via the Gemini app UI or another Google surface",
            "Whether any engine beyond the three self-serve ones can be bought as an add-on"
          ]
        }
      },
      "method": {
        "value": "ui-rendering",
        "quote": "At Writesonic, we don't rely on APIs or approximations. We scrape the actual web interfaces of AI platforms—the same interfaces your customers use every day.",
        "detail": "The vendor says it scrapes the consumer web interfaces of AI platforms ('ChatGPT.com, Google AI Overviews, Perplexity.ai, and other platforms directly') rather than calling APIs. It routes the scraping through different locations to simulate users in each market. Separately, Brand Explorer and AI Search Volume draw on a '2B+ AI conversations' dataset described as 'proprietary and acquired'; the vendor does not disclose its origin.",
        "prov": {
          "sources": [
            {
              "url": "https://docs.writesonic.com/docs/why-we-monitor-real-ai-platforms-not-just-apis",
              "type": "docs",
              "title": "Why We Monitor Real AI Platforms, Not Just APIs",
              "archive": null
            },
            {
              "url": "https://writesonic.com/ai-visibility-tracker",
              "type": "other",
              "title": "AI Visibility Tracker ('Our approach')",
              "archive": null
            },
            {
              "url": "https://docs.writesonic.com/docs/brand-explorer",
              "type": "docs",
              "title": "Brand Explorer",
              "archive": null
            },
            {
              "url": "https://docs.writesonic.com/docs/prompt-explorer",
              "type": "docs",
              "title": "Prompt Explorer (AI Search Volume)",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {},
          "couldNotVerify": [
            "Whether every one of the 10 platforms is scraped from the UI, or some via APIs (the vendor makes only a blanket statement)",
            "Origin of the '2 billion+ AI conversations' dataset behind prompt volumes and Brand Explorer (described only as 'proprietary and acquired')"
          ]
        }
      },
      "metrics": {
        "mentions": "yes",
        "citationsWithUrls": "yes",
        "shareOfVoice": "yes",
        "positionProminence": "yes",
        "sentiment": "yes",
        "accuracyHallucination": "n/a",
        "promptDiscoveryOrVolume": "yes",
        "crawlerLogAnalytics": "yes",
        "aiReferralAttribution": "yes",
        "prov": {
          "sources": [
            {
              "url": "https://writesonic.com/pricing",
              "type": "pricing",
              "title": "Pricing (Compare plans grid)",
              "archive": null
            },
            {
              "url": "https://docs.writesonic.com/docs/ai-search-vocabulary-concepts-very-important",
              "type": "docs",
              "title": "AI Search Vocabulary & Metrics",
              "archive": null
            },
            {
              "url": "https://docs.writesonic.com/docs/all-citations",
              "type": "docs",
              "title": "All Citations",
              "archive": null
            },
            {
              "url": "https://docs.writesonic.com/docs/all-prompts",
              "type": "docs",
              "title": "All Prompts and Answers",
              "archive": null
            },
            {
              "url": "https://docs.writesonic.com/docs/sentiment-overview",
              "type": "docs",
              "title": "Sentiment: Overview",
              "archive": null
            },
            {
              "url": "https://docs.writesonic.com/docs/prompt-explorer",
              "type": "docs",
              "title": "Prompt Explorer",
              "archive": null
            },
            {
              "url": "https://docs.writesonic.com/docs/ai-traffic-analytics",
              "type": "docs",
              "title": "AI Bot (Traffic) Analytics",
              "archive": null
            },
            {
              "url": "https://writesonic.com/ai-agent-analytics",
              "type": "other",
              "title": "AI Agent Analytics",
              "archive": null
            },
            {
              "url": "https://docs.writesonic.com/docs/content-optimization",
              "type": "docs",
              "title": "Content Optimization (hallucination FAQ)",
              "archive": null
            },
            {
              "url": "https://writesonic.com/integrations",
              "type": "other",
              "title": "Integrations (CDN list, GA4, FAQ)",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "accuracyHallucination": "not published: no feature that flags inaccurate or hallucinated statements about the brand was found; only generic content-optimization advice"
          },
          "couldNotVerify": [
            "Whether position/rank is reported per platform on self-serve plans (docs describe it generically)",
            "How the AI Search Volume estimates are derived (dataset origin undisclosed)",
            "Whether the GA4 integration is available on self-serve plans and the trial (Integrations FAQ says yes; the pricing grid says Enterprise only)",
            "Whether AI referral (human visit) attribution on self-serve plans needs a CDN/log integration"
          ]
        }
      },
      "actionLayer": {
        "recommendations": "yes",
        "contentGeneration": "yes",
        "technicalAudits": "yes",
        "citationOutreach": "yes",
        "prov": {
          "sources": [
            {
              "url": "https://writesonic.com/pricing",
              "type": "pricing",
              "title": "Pricing (Action Center, Content, Site Audit, Agentic Workflows rows)",
              "archive": null
            },
            {
              "url": "https://docs.writesonic.com/docs/action-center-actionables",
              "type": "docs",
              "title": "Action Center: Actionables",
              "archive": null
            },
            {
              "url": "https://docs.writesonic.com/docs/citation-opportunity",
              "type": "docs",
              "title": "Citation Opportunities",
              "archive": null
            },
            {
              "url": "https://docs.writesonic.com/docs/content-optimization",
              "type": "docs",
              "title": "Content Optimization",
              "archive": null
            },
            {
              "url": "https://writesonic.com/ai-visibility-action-center",
              "type": "other",
              "title": "Action Center product page",
              "archive": null
            },
            {
              "url": "https://docs.writesonic.com/docs/geo-getting-started",
              "type": "docs",
              "title": "GEO: Getting Started (Draft Email outreach)",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {},
          "couldNotVerify": [
            "Whether the site audit checks llms.txt presence or validity (only a separate free generator tool was found)",
            "How much outreach automation (Outreach/Reddit agents) is available on self-serve plans versus Enterprise"
          ]
        }
      },
      "dataAccess": {
        "api": "yes",
        "csvExport": "yes",
        "lookerStudio": "yes",
        "warehouseOrBigQuery": "n/a",
        "slack": "n/a",
        "emailAlerts": "yes",
        "mcp": "yes",
        "prov": {
          "sources": [
            {
              "url": "https://apidocs.writesonic.com/api-reference/authentication",
              "type": "docs",
              "title": "Writesonic GEO API - Authentication",
              "archive": null
            },
            {
              "url": "https://apidocs.writesonic.com/llms.txt",
              "type": "docs",
              "title": "Writesonic API docs index (llms.txt)",
              "archive": null
            },
            {
              "url": "https://apidocs.writesonic.com/mcp/mcp-server.md",
              "type": "docs",
              "title": "MCP Server",
              "archive": null
            },
            {
              "url": "https://writesonic.com/mcp",
              "type": "other",
              "title": "Writesonic MCP (FAQ)",
              "archive": null
            },
            {
              "url": "https://writesonic.com/integrations",
              "type": "other",
              "title": "Integrations (FAQ)",
              "archive": null
            },
            {
              "url": "https://docs.writesonic.com/docs/writesonic-geo-looker-studio-integration",
              "type": "docs",
              "title": "Writesonic GEO Looker Studio Integration",
              "archive": null
            },
            {
              "url": "https://docs.writesonic.com/docs/alerting",
              "type": "docs",
              "title": "Alerting",
              "archive": null
            },
            {
              "url": "https://writesonic.com/enterprise",
              "type": "other",
              "title": "Writesonic for Enterprise",
              "archive": null
            },
            {
              "url": "https://writesonic.com/ai-visibility-tracker",
              "type": "other",
              "title": "AI Visibility Tracker (export wording)",
              "archive": null
            },
            {
              "url": "https://writesonic.com/pricing",
              "type": "pricing",
              "title": "Pricing (Integrations / Alerts rows)",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "warehouseOrBigQuery": "not published: no BigQuery/Snowflake/warehouse connector named; only the generic REST API and webhooks",
            "slack": "contradictory sources: Enterprise/Agencies pages list 'Email, Slack, in-app' alert routing, but the Alerting doc says alerts are currently delivered by email only"
          },
          "couldNotVerify": [
            "Which plans include REST API access (no API row on the live pricing grid; an outdated doc says Basic)",
            "Whether the MCP works during the free trial (integrations FAQ says yes; MCP docs require a paid plan)",
            "Whether a native Slack alert integration is live",
            "Whether CSV export is available on Starter"
          ]
        }
      },
      "businessFit": {
        "agencyMultiClient": "yes",
        "whiteLabel": "yes",
        "sso": "yes",
        "soc2": "yes",
        "iso27001": "n/a",
        "gdprStatement": "yes",
        "euDataResidency": "n/a",
        "uiLanguages": null,
        "prov": {
          "sources": [
            {
              "url": "https://writesonic.com/pricing/agencies",
              "type": "pricing",
              "title": "Pricing - For Agencies (grid)",
              "archive": null
            },
            {
              "url": "https://writesonic.com/agencies",
              "type": "other",
              "title": "Writesonic for Agencies",
              "archive": null
            },
            {
              "url": "https://writesonic.com/pricing",
              "type": "pricing",
              "title": "Pricing (SSO/SAML row, Enterprise card)",
              "archive": null
            },
            {
              "url": "https://writesonic.com/enterprise",
              "type": "other",
              "title": "Writesonic for Enterprise (Security and Compliance)",
              "archive": null
            },
            {
              "url": "https://writesonic.trust.site/",
              "type": "other",
              "title": "Writesonic Trust Center",
              "archive": null
            },
            {
              "url": "https://writesonic.com/legal/dpa",
              "type": "other",
              "title": "Data Processing Agreement (Schedules 2-3)",
              "archive": null
            },
            {
              "url": "https://writesonic.com/legal/privacy-policy",
              "type": "other",
              "title": "Privacy Policy",
              "archive": null
            },
            {
              "url": "https://docs.writesonic.com/docs/team-management-with-role-based-access-control-rbac",
              "type": "docs",
              "title": "Team Management with RBAC",
              "archive": null
            },
            {
              "url": "https://docs.writesonic.com/docs/project-hub",
              "type": "docs",
              "title": "Project Hub",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "iso27001": "not published: Trust Center and DPA list SOC 2 (plus GDPR/HIPAA) only",
            "euDataResidency": "not published: all listed sub-processors are US-region; DPA only says 'Hosting region(s) configurable by enterprise contract' without naming an EU option",
            "uiLanguages": "not published"
          },
          "couldNotVerify": [
            "Whether an EU hosting region is actually available under the enterprise-contract hosting option",
            "UI languages of the app",
            "Whether white-label reporting can be bought without Agency Enterprise / Enterprise"
          ]
        }
      },
      "selection": {
        "roundups": 12,
        "probeAnswers": 15,
        "g2Reviews": 2143,
        "g2Scope": "suite/parent listing",
        "presenceScore": 0.366,
        "passesGate": true,
        "shortlistedByRubric": false
      },
      "normalisation": {
        "plans": {
          "Starter": {
            "checksPerMonth": 1520,
            "basis": "published daily answer cap, not prompts x 3 engines: evidence/writesonic/fix-pricing-brands-monthly.txt card \"50 prompts, 50 answers tracked daily\"; verify-pricing-grid-brands-monthly.txt grid \"Answers Tracked (Daily)\" = 50 (Basic 300, Growth 600) with \"Tracking Frequency\" Daily -> 50 x 30.4 = 1,520"
          },
          "Agency Starter (Pitch Projects)": {
            "checksPerMonth": 2000,
            "basis": "vendor meters answer checks directly: evidence/writesonic/fix-pricing-agencies-monthly.txt \"2,000 answers/month\" and grid \"Answers/Month / Prompts × Models × Runs / 2,000\"; pitch-only plan (\"Each project runs 1–7 days, then auto-pauses\"), so it does not fit any ongoing scenario"
          }
        }
      },
      "derived": {
        "segment": "budget",
        "entryPriceUsd": 99,
        "entryPlan": "Starter",
        "entryBasis": null,
        "plans": {
          "Starter|monthly": {
            "usd": 99,
            "checks": 1520,
            "costPer1kUsd": 65.13
          },
          "Starter|annual": {
            "usd": 79,
            "checks": 1520,
            "costPer1kUsd": 51.97
          },
          "Basic|monthly": {
            "usd": 249,
            "checks": 9120,
            "costPer1kUsd": 27.3
          },
          "Basic|annual": {
            "usd": 199,
            "checks": 9120,
            "costPer1kUsd": 21.82
          },
          "Growth|monthly": {
            "usd": 499,
            "checks": 18240,
            "costPer1kUsd": 27.36
          },
          "Growth|annual": {
            "usd": 399,
            "checks": 18240,
            "costPer1kUsd": 21.88
          },
          "Enterprise|monthly": {
            "usd": null,
            "checks": null,
            "costPer1kUsd": null
          },
          "Enterprise|annual": {
            "usd": null,
            "checks": null,
            "costPer1kUsd": null
          },
          "Agency Starter (Pitch Projects)|monthly": {
            "usd": 250,
            "checks": 2000,
            "costPer1kUsd": 125
          },
          "Agency Starter (Pitch Projects)|annual": {
            "usd": 200,
            "checks": 2000,
            "costPer1kUsd": 100
          },
          "Agency Enterprise|monthly": {
            "usd": null,
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            "costPer1kUsd": null
          },
          "Agency Enterprise|annual": {
            "usd": null,
            "checks": null,
            "costPer1kUsd": null
          }
        },
        "scenarios": {
          "S|monthly": {
            "status": "custom-quote",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "Published plans fall short (no Perplexity; no weekly runs); a sales-quoted plan exists.",
            "detail": "no published plan covers it; a sales-quoted plan exists. Published plans fall short — Starter: not in plan: perplexity (no add-on for it); Basic: not in plan: perplexity (no add-on for it); Growth: not in plan: perplexity (no add-on for it); Agency Starter (Pitch Projects): run frequency n/a is below weekly."
          },
          "S|annual": {
            "status": "custom-quote",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "Published plans fall short (no Perplexity; no weekly runs); a sales-quoted plan exists.",
            "detail": "no published plan covers it; a sales-quoted plan exists. Published plans fall short — Starter: not in plan: perplexity (no add-on for it); Basic: not in plan: perplexity (no add-on for it); Growth: not in plan: perplexity (no add-on for it); Agency Starter (Pitch Projects): run frequency n/a is below weekly."
          },
          "M|monthly": {
            "status": "custom-quote",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "Published plans fall short (no Perplexity, Google AI Mode; no daily runs); a sales-quoted plan exists.",
            "detail": "no published plan covers it; a sales-quoted plan exists. Published plans fall short — Starter: not in plan: perplexity, googleAiMode (no add-on for them); Basic: not in plan: perplexity, googleAiMode (no add-on for them); Growth: not in plan: perplexity, googleAiMode (no add-on for them); Agency Starter (Pitch Projects): run frequency n/a is below daily."
          },
          "M|annual": {
            "status": "custom-quote",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "Published plans fall short (no Perplexity, Google AI Mode; no daily runs); a sales-quoted plan exists.",
            "detail": "no published plan covers it; a sales-quoted plan exists. Published plans fall short — Starter: not in plan: perplexity, googleAiMode (no add-on for them); Basic: not in plan: perplexity, googleAiMode (no add-on for them); Growth: not in plan: perplexity, googleAiMode (no add-on for them); Agency Starter (Pitch Projects): run frequency n/a is below daily."
          },
          "L|monthly": {
            "status": "custom-quote",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "Published plans fall short (no Perplexity, Google AI Mode, Claude, Microsoft Copilot, Grok); a sales-quoted plan exists.",
            "detail": "no published plan covers it; a sales-quoted plan exists. Published plans fall short — Starter: not in plan: perplexity, googleAiMode, claude, copilot, grok (no add-on for them); Basic: not in plan: perplexity, googleAiMode, claude, copilot, grok (no add-on for them); Growth: not in plan: perplexity, googleAiMode, claude, copilot, grok (no add-on for them); Agency Starter (Pitch Projects): not in plan: claude (no add-on for it)."
          },
          "L|annual": {
            "status": "custom-quote",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "Published plans fall short (no Perplexity, Google AI Mode, Claude, Microsoft Copilot, Grok); a sales-quoted plan exists.",
            "detail": "no published plan covers it; a sales-quoted plan exists. Published plans fall short — Starter: not in plan: perplexity, googleAiMode, claude, copilot, grok (no add-on for them); Basic: not in plan: perplexity, googleAiMode, claude, copilot, grok (no add-on for them); Growth: not in plan: perplexity, googleAiMode, claude, copilot, grok (no add-on for them); Agency Starter (Pitch Projects): not in plan: claude (no add-on for it)."
          }
        },
        "bestRate": {
          "plan": "Basic",
          "usd": 249,
          "checks": 9120,
          "costPer1kUsd": 27.3
        },
        "largestPlan": {
          "plan": "Growth",
          "usd": 499,
          "native": 499,
          "currency": "USD",
          "prompts": 200,
          "checks": 18240,
          "runFrequency": "daily"
        }
      },
      "flags": {
        "priceEstimate": false,
        "agencyRouteEligibilityUnconfirmed": false,
        "excludeFromAggregates": false,
        "note": null
      },
      "changesSince20260531": "Compared with the 2026-05-31 lead list, verified today:\n1. Plans and price floor changed. The lead list had GEO starting on 'Professional' at $199/mo (300 queries/day, 1 language/region). Today the brand plans are Starter ($99 monthly / $79 annual), Basic ($249 / $199), Growth ($499 / $399) and Enterprise (custom). Every plan includes AI-visibility tracking, so GEO now starts at $79/mo billed annually. The pricing page has no 'Professional' plan today. The tier at $199/mo billed annually is Basic ($249 monthly), with '100 prompts, 300 answers tracked daily'. An outdated Help Center page still uses the names 'Professional'/'Advanced'. 1 market (language + country) is still the limit on self-serve plans.\n2. Engine coverage is now tiered. The lead list said '10+' platforms. Self-serve plans track only ChatGPT, Gemini and Google AI Overviews. 'All 10' (adding Perplexity, Claude, Copilot, Grok, DeepSeek, Meta AI and Google AI Mode) is Enterprise-only.\n3. New agency pricing tab: Agency Starter pitch projects at $250/mo ($200 annual) with 'All AI models except Claude', and a custom Agency Enterprise tier with white-label reporting.\n4. HQ: the lead list said London. The vendor's privacy policy and terms now say Writesonic, Inc. (a Delaware corporation) is 'headquartered in the United States', with a San Francisco address. Funding is unchanged ($2.6M in 2021, YC S21; the About page names Y Combinator, HOF Capital, Soma Capital and Rebel Fund as backers); the vendor adds 'Profitable since'.\n5. The lead list mentioned Cloudflare bot analytics. Today the server-side 'AI Agent Analytics' page lists Cloudflare, AWS CloudFront, WordPress, Vercel, Drupal, Fastly, Shopify and custom log drains; the Integrations page also lists Akamai and Google Cloud CDN. New since the lead list: a read-only MCP server (all paid plans), a public GEO REST API, a Looker Studio connector, AI Ads and Shopping tracking, and email Alerts. Citation-gap outreach (email drafts) is still in the Action Center. Today the Action Center is full on Enterprise and a trial on Growth."
    },
    {
      "id": "yext-scout",
      "name": "Yext Scout",
      "shortName": "Yext Scout",
      "vendor": "Yext, Inc. (yext.com)",
      "url": "https://www.yext.com/platform/scout",
      "pricingUrl": "https://www.yext.com/knowledge-center/yext-faq",
      "docsUrl": "https://help.yext.com/hc/en-us/categories/37140570372635-Scout",
      "category": "suite-module",
      "parentProduct": "Yext platform",
      "status": "live",
      "summary": "Yext Scout is the AI and local search visibility agent inside Yext's enterprise marketing platform. It measures how each location ranks against nearby competitors in ChatGPT, Gemini, Claude, Perplexity and Google AI Overviews, alongside Google Search and Maps, and the newer Brand Scout module adds brand-level tracking. It is sold through custom, sales-led annual contracts priced mainly per location, aimed at multi-location brands and the agencies and resellers that serve them.",
      "reviewed": false,
      "identity": {
        "hqCountry": "US",
        "ownership": "public-company",
        "funding": "No venture funding applies: Scout is a product of Yext, Inc., listed on the NYSE as YEXT. Yext reported ARR of $440.8M (Q2 FY27 release, 2026-09-01). Related deals: Scout 'builds on Yext's acquisition of Places Scout' (launch release, 2025-03-03); GoShine was acquired in June 2026, terms undisclosed, and is now 'Brand Scout' (Q2 FY27 shareholder letter); a definitive agreement to acquire Flamel.ai was announced 2026-09-30 (cash on hand, terms undisclosed).",
        "fundingAsOf": "2026-10-03",
        "yearLaunched": 2025,
        "prov": {
          "sources": [
            {
              "url": "https://www.yext.com/about/news-media/introducing-yext-scout",
              "type": "press",
              "title": "Introducing Yext Scout, An AI Search & Competitive Intelligence Agent Redefining Brand Visibility (2025-03-03)",
              "archive": null
            },
            {
              "url": "https://investors.yext.com/news-events/press-releases/detail/391/yext-announces-second-quarter-fiscal-2027-results",
              "type": "press",
              "title": "Yext Announces Second Quarter Fiscal 2027 Results (2026-09-01)",
              "archive": null
            },
            {
              "url": "https://investors.yext.com/sec-filings/all-sec-filings/content/0001628280-26-059706/ex992q2fy27shareholderlett.htm",
              "type": "filing",
              "title": "Q2 FY27 Letter to Shareholders, Exhibit 99.2 (investor-site copy of the SEC filing)",
              "archive": null
            },
            {
              "url": "https://investors.yext.com/news-events/press-releases/detail/394/yext-signs-definitive-agreement-to-acquire-flamel-ai",
              "type": "press",
              "title": "Yext Signs Definitive Agreement to Acquire Flamel.ai (2026-09-30)",
              "archive": null
            },
            {
              "url": "https://help.yext.com/hc/en-us",
              "type": "docs",
              "title": "Yext Help Center (footer: 61 Ninth Avenue, New York, NY 10011)",
              "archive": null
            },
            {
              "url": "https://goshine.ai/",
              "type": "other",
              "title": "GoShine ('GoShine is now part of Yext')",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {},
          "couldNotVerify": [
            "Exact closing date and price of the GoShine acquisition (vendor gives only 'June')",
            "Scout-specific revenue or customer count (Yext does not break Scout out; the shareholder letter only says it is expected to be 'a meaningful ARR contributor in FY27')"
          ]
        }
      },
      "pricing": {
        "model": "custom",
        "promptUnit": null,
        "promptUnitPerEngine": "n/a",
        "promptUnitPerCountry": "n/a",
        "promptUnitPerRun": "n/a",
        "freePlan": {
          "available": "n/a",
          "limits": "Help center describes 'Free Scout customers' who get 'Up to 2 benchmark-driven actions at a time' and '1 competitor on the Competitor chart'. The pricing FAQ says there is no free tier. The Scout page promotion 'See exactly how your brand appears in ChatGPT and Google for free' has a 'Try Scout' button, but it redirects (HTTP 301) to Corvo AI (askcorvo.com, 'Free forever.'), a separate Yext SMB product, not to a Scout account."
        },
        "freeTrial": {
          "available": "no",
          "days": null,
          "cardRequired": "n/a",
          "limits": "Pricing FAQ: 'There's no free tier and no standard free trial.' It also says 'Existing customers can also run pilots of new products or features to define value and scope before committing.'"
        },
        "billingOptions": [
          "annual",
          "custom"
        ],
        "annualDiscountNote": null,
        "plans": [
          {
            "name": "Scout (custom solution pricing)",
            "contactSales": true,
            "priceMonthly": null,
            "priceAnnualPerMonth": null,
            "currency": null,
            "promptsIncluded": null,
            "creditsIncluded": null,
            "enginesIncluded": [
              "chatgpt",
              "gemini",
              "googleAio",
              "perplexity",
              "claude"
            ],
            "enginesSelectable": "n/a",
            "maxEngines": 5,
            "runFrequency": "n/a",
            "brandsOrProjects": null,
            "seats": null,
            "countries": "unlimited",
            "languages": null,
            "addOns": [],
            "planSource": "https://www.yext.com/knowledge-center/yext-faq"
          },
          {
            "name": "Brand Scout (brand-level module)",
            "contactSales": true,
            "priceMonthly": null,
            "priceAnnualPerMonth": null,
            "currency": null,
            "promptsIncluded": null,
            "creditsIncluded": null,
            "enginesIncluded": [],
            "enginesSelectable": "n/a",
            "maxEngines": 4,
            "runFrequency": "n/a",
            "brandsOrProjects": null,
            "seats": null,
            "countries": null,
            "languages": null,
            "addOns": [],
            "planSource": "https://help.yext.com/hc/en-us/articles/56464138752667-Overview"
          }
        ],
        "prov": {
          "sources": [
            {
              "url": "https://www.yext.com/knowledge-center/yext-faq",
              "type": "pricing",
              "title": "How Much Does Yext Cost? Pricing, Support & What to Expect as a Customer",
              "archive": null
            },
            {
              "url": "https://www.yext.com/pricing",
              "type": "pricing",
              "title": "yext.com/pricing (HTTP 404, redirects to /404)",
              "archive": null
            },
            {
              "url": "https://www.yext.com/platform/scout",
              "type": "other",
              "title": "Scout product page and FAQ",
              "archive": null
            },
            {
              "url": "https://help.yext.com/hc/en-us/articles/53810657597851-Action-Center-and-Scout",
              "type": "docs",
              "title": "Action Center and Scout (free vs paid Scout)",
              "archive": null
            },
            {
              "url": "https://help.yext.com/hc/en-us/articles/37152956007195-How-to-Get-and-Access-Scout",
              "type": "docs",
              "title": "How to Get and Access Scout",
              "archive": null
            },
            {
              "url": "https://help.yext.com/hc/en-us/articles/37266875413403-Scout-FAQs",
              "type": "docs",
              "title": "Scout FAQs (help center)",
              "archive": null
            },
            {
              "url": "https://help.yext.com/hc/en-us/articles/37265339006491-Scout-Updates",
              "type": "docs",
              "title": "Scout Updates (changelog)",
              "archive": null
            },
            {
              "url": "https://help.yext.com/hc/en-us/articles/37154708809883-AI-Performance-Overview",
              "type": "docs",
              "title": "AI Performance Overview",
              "archive": null
            },
            {
              "url": "https://help.yext.com/hc/en-us/articles/42751017913627-Scout-Home-Screen",
              "type": "docs",
              "title": "Scout Home Screen",
              "archive": null
            },
            {
              "url": "https://help.yext.com/hc/en-us/articles/56464138752667-Overview",
              "type": "docs",
              "title": "Brand Scout: Overview",
              "archive": null
            },
            {
              "url": "https://investors.yext.com/sec-filings/all-sec-filings/content/0001628280-26-059706/ex992q2fy27shareholderlett.htm",
              "type": "filing",
              "title": "Q2 FY27 Letter to Shareholders",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "promptUnit": "not applicable: pricing is per location (unit rate) or per solution, not per prompt; tracked questions are generated from brand name and primary category",
            "promptUnitPerEngine": "not applicable: no prompt-based billing",
            "promptUnitPerCountry": "not applicable: no prompt-based billing",
            "promptUnitPerRun": "not applicable: no prompt-based billing",
            "freePlan": "contradictory sources: help center describes limited 'Free Scout customers'; pricing FAQ says 'There's no free tier'",
            "freeTrial.days": "not applicable: no standard free trial",
            "freeTrial.cardRequired": "not applicable: no standard free trial",
            "annualDiscountNote": "not applicable: billing is annual by default; the published discount is for multi-year terms (a one-year term 'carries a modest uplift')",
            "priceMonthly": "contact sales: no list price; custom per-location solution pricing",
            "priceAnnualPerMonth": "contact sales: no list price; custom per-location solution pricing",
            "currency": "contact sales: no price displayed",
            "promptsIncluded": "not applicable: Scout is licensed per location; Brand Scout query allowance not published",
            "runFrequency": "contradictory sources: location-level Scout: product FAQ 'continuous scans' vs help FAQ 'Monthly' score updates and a rolling 4-week window",
            "Brand Scout.runFrequency": "not published: help center says Brand Scout 'runs continuous scans across four AI platforms' but gives no cadence, and 'continuous' has no schema value",
            "brandsOrProjects": "not published",
            "seats": "not published",
            "Brand Scout.countries": "not published: country coverage for brand-level queries is not stated",
            "languages": "not published",
            "overage": "not published",
            "Brand Scout.enginesIncluded": "not published: help center says 'four AI platforms' without naming them"
          },
          "couldNotVerify": [
            "Any price, per-location unit rate or minimum annual commitment for Scout",
            "Whether Brand Scout is priced separately from location-level Scout, and its query allowance",
            "Which four AI platforms Brand Scout scans",
            "How often each location is re-scanned per engine (continuous vs monthly)",
            "What exactly a 'Free Scout' account is and who qualifies",
            "Seats and number of brands per contract"
          ]
        }
      },
      "engines": {
        "status": {
          "chatgpt": {
            "status": "included",
            "surface": "unknown",
            "minPlan": "Scout (custom solution pricing)"
          },
          "googleAio": {
            "status": "included",
            "surface": "unknown",
            "minPlan": "Scout (custom solution pricing)"
          },
          "googleAiMode": {
            "status": "n/a",
            "surface": "unknown",
            "minPlan": null
          },
          "gemini": {
            "status": "included",
            "surface": "unknown",
            "minPlan": "Scout (custom solution pricing)"
          },
          "perplexity": {
            "status": "included",
            "surface": "unknown",
            "minPlan": "Scout (custom solution pricing)"
          },
          "claude": {
            "status": "included",
            "surface": "unknown",
            "minPlan": "Scout (custom solution pricing)"
          },
          "copilot": {
            "status": "n/a",
            "surface": "unknown",
            "minPlan": null
          },
          "grok": {
            "status": "no",
            "surface": "unknown",
            "minPlan": null
          },
          "deepseek": {
            "status": "n/a",
            "surface": "unknown",
            "minPlan": null
          },
          "metaAi": {
            "status": "n/a",
            "surface": "unknown",
            "minPlan": null
          }
        },
        "other": [],
        "settings": {
          "country": "yes",
          "language": "n/a",
          "persona": "n/a"
        },
        "prov": {
          "sources": [
            {
              "url": "https://www.yext.com/platform/scout",
              "type": "other",
              "title": "Scout product page, FAQ 'Which search engines and AI models does Scout track?'",
              "archive": null
            },
            {
              "url": "https://help.yext.com/hc/en-us/articles/37266875413403-Scout-FAQs",
              "type": "docs",
              "title": "Scout FAQs ('What AI models are scanned?')",
              "archive": null
            },
            {
              "url": "https://help.yext.com/hc/en-us/articles/42751017913627-Scout-Home-Screen",
              "type": "docs",
              "title": "Scout Home Screen (AI Win Rate across five AI models)",
              "archive": null
            },
            {
              "url": "https://help.yext.com/hc/en-us/articles/37154708809883-AI-Performance-Overview",
              "type": "docs",
              "title": "AI Performance Overview",
              "archive": null
            },
            {
              "url": "https://help.yext.com/hc/en-us/articles/37265339006491-Scout-Updates",
              "type": "docs",
              "title": "Scout Updates (changelog)",
              "archive": null
            },
            {
              "url": "https://help.yext.com/hc/en-us/articles/37153363787419-Scanning-Methodology",
              "type": "docs",
              "title": "Scanning Methodology",
              "archive": null
            },
            {
              "url": "https://help.yext.com/hc/en-us/articles/56464138752667-Overview",
              "type": "docs",
              "title": "Brand Scout: Overview",
              "archive": null
            },
            {
              "url": "https://www.yext.com/about/news-media/introducing-yext-scout",
              "type": "press",
              "title": "Introducing Yext Scout (2025-03-03)",
              "archive": null
            },
            {
              "url": "https://www.yext.com/about/news-media/yext-opens-scout-visibility-intelligence-to-partners-with-the-launch-of-mcp-and-api",
              "type": "press",
              "title": "Yext Opens Scout Visibility Intelligence to Partners with the Launch of MCP and API (2026-05-18)",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "googleAiMode": "not published",
            "copilot": "not published",
            "deepseek": "not published",
            "metaAi": "not published",
            "language": "not published",
            "persona": "not published"
          },
          "couldNotVerify": [
            "Whether ChatGPT, Gemini, Claude and Perplexity are queried through APIs or their consumer apps with web search",
            "The four AI platforms Brand Scout scans",
            "Whether prompts can be run in languages other than English or for non-US markets beyond address localisation"
          ]
        }
      },
      "method": {
        "value": "undisclosed",
        "quote": "Scout mirrors real consumer behavior by: Replicating searches at the hyper-local level Prompting AI engines with both branded and unbranded queries.",
        "detail": "Yext describes what Scout asks: templated branded/unbranded and objective/subjective local questions, built from the brand name and Google primary category and posed from an address near each location. It does not say whether answers are collected through engine APIs, rendered consumer interfaces or a panel. The only hint, a 2026-02-11 note about upgrading 'our integration from Gemini 2.0 to Gemini 2.5', suggests model-version access but is not stated as the method.",
        "prov": {
          "sources": [
            {
              "url": "https://www.yext.com/platform/scout",
              "type": "other",
              "title": "Scout FAQ 'How does Scout gather AI visibility data?'",
              "archive": null
            },
            {
              "url": "https://help.yext.com/hc/en-us/articles/37153363787419-Scanning-Methodology",
              "type": "docs",
              "title": "Scanning Methodology",
              "archive": null
            },
            {
              "url": "https://help.yext.com/hc/en-us/articles/37266875413403-Scout-FAQs",
              "type": "docs",
              "title": "Scout FAQs",
              "archive": null
            },
            {
              "url": "https://help.yext.com/hc/en-us/articles/37265339006491-Scout-Updates",
              "type": "docs",
              "title": "Scout Updates (2026-01-28 AI Scanning Strategy Update; 2026-02-11 Q&A Snippets)",
              "archive": null
            },
            {
              "url": "https://help.yext.com/hc/en-us/articles/56464138752667-Overview",
              "type": "docs",
              "title": "Brand Scout: Overview",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {},
          "couldNotVerify": [
            "Collection channel per engine (API, logged-out consumer UI, or other)",
            "Number of runs or samples per question per engine",
            "Whether Google AI Overviews are captured from live Google result pages"
          ]
        }
      },
      "metrics": {
        "mentions": "yes",
        "citationsWithUrls": "yes",
        "shareOfVoice": "yes",
        "positionProminence": "yes",
        "sentiment": "yes",
        "accuracyHallucination": "n/a",
        "promptDiscoveryOrVolume": "n/a",
        "crawlerLogAnalytics": "n/a",
        "aiReferralAttribution": "n/a",
        "prov": {
          "sources": [
            {
              "url": "https://help.yext.com/hc/en-us/articles/37154708809883-AI-Performance-Overview",
              "type": "docs",
              "title": "AI Performance Overview",
              "archive": null
            },
            {
              "url": "https://help.yext.com/hc/en-us/articles/42751017913627-Scout-Home-Screen",
              "type": "docs",
              "title": "Scout Home Screen",
              "archive": null
            },
            {
              "url": "https://help.yext.com/hc/en-us/articles/37459508389787-Scout-Data-Dictionary",
              "type": "docs",
              "title": "Scout Data Dictionary",
              "archive": null
            },
            {
              "url": "https://help.yext.com/hc/en-us/articles/37265339006491-Scout-Updates",
              "type": "docs",
              "title": "Scout Updates",
              "archive": null
            },
            {
              "url": "https://help.yext.com/hc/en-us/articles/56464138752667-Overview",
              "type": "docs",
              "title": "Brand Scout: Overview",
              "archive": null
            },
            {
              "url": "https://help.yext.com/hc/en-us/articles/56468766067611-Link-Intelligence",
              "type": "docs",
              "title": "Brand Scout: Link Intelligence",
              "archive": null
            },
            {
              "url": "https://help.yext.com/hc/en-us/articles/56468682912411-Narrative",
              "type": "docs",
              "title": "Brand Scout: Narrative",
              "archive": null
            },
            {
              "url": "https://www.yext.com/platform/scout",
              "type": "other",
              "title": "Scout product page",
              "archive": null
            },
            {
              "url": "https://www.yext.com/blog/do-you-know-how-your-brand-is-cited-ai-search",
              "type": "blog",
              "title": "Do You Know How Your Brand is Cited in AI Search? (2025-08-28)",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "accuracyHallucination": "not published: Scout checks listing/NAP accuracy, but no flag for inaccurate or hallucinated AI answers is documented",
            "promptDiscoveryOrVolume": "not published: tracked questions are generated from brand name and primary category; no AI prompt-volume or prompt-discovery data is documented",
            "crawlerLogAnalytics": "not published",
            "aiReferralAttribution": "not published"
          },
          "couldNotVerify": [
            "Whether URL-level citations (not just domains) are available in location-level Scout",
            "Whether Brand Scout metrics are available to all Scout customers yet"
          ]
        }
      },
      "actionLayer": {
        "recommendations": "yes",
        "contentGeneration": "yes",
        "technicalAudits": "yes",
        "citationOutreach": "yes",
        "prov": {
          "sources": [
            {
              "url": "https://www.yext.com/platform/scout",
              "type": "other",
              "title": "Scout product page (Action Center, agents)",
              "archive": null
            },
            {
              "url": "https://help.yext.com/hc/en-us/articles/37266875413403-Scout-FAQs",
              "type": "docs",
              "title": "Scout FAQs (how actions are generated)",
              "archive": null
            },
            {
              "url": "https://help.yext.com/hc/en-us/articles/37459508389787-Scout-Data-Dictionary",
              "type": "docs",
              "title": "Scout Data Dictionary (website metrics incl. Local Business schema)",
              "archive": null
            },
            {
              "url": "https://help.yext.com/hc/en-us/articles/56464734481051-Optimization",
              "type": "docs",
              "title": "Brand Scout: Optimization",
              "archive": null
            },
            {
              "url": "https://help.yext.com/hc/en-us/articles/56464978676507-Content-Studio",
              "type": "docs",
              "title": "Brand Scout: Content Studio",
              "archive": null
            },
            {
              "url": "https://help.yext.com/hc/en-us/articles/56465488529819-Live-Tests",
              "type": "docs",
              "title": "Brand Scout: Live Tests",
              "archive": null
            },
            {
              "url": "https://help.yext.com/hc/en-us/articles/53810657597851-Action-Center-and-Scout",
              "type": "docs",
              "title": "Action Center and Scout",
              "archive": null
            },
            {
              "url": "https://investors.yext.com/news-events/press-releases/detail/392/yext-expands-agentic-capabilities-to-grow-ai-visibility-for",
              "type": "press",
              "title": "Yext Expands Agentic Capabilities (2026-09-01)",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {},
          "couldNotVerify": [
            "Whether llms.txt or AI-crawler access (robots.txt) is audited",
            "Whether Brand Scout content generation is metered or capped per contract"
          ]
        }
      },
      "dataAccess": {
        "api": "yes",
        "csvExport": "yes",
        "lookerStudio": "n/a",
        "warehouseOrBigQuery": "n/a",
        "slack": "n/a",
        "emailAlerts": "yes",
        "mcp": "yes",
        "prov": {
          "sources": [
            {
              "url": "https://help.yext.com/hc/en-us/articles/51148318036379-Scout-API-MCP-Overview-and-Setup",
              "type": "docs",
              "title": "Scout API & MCP Overview and Setup",
              "archive": null
            },
            {
              "url": "https://help.yext.com/hc/en-us/articles/51251763809435-Yext-MCP-Overview",
              "type": "docs",
              "title": "Yext MCP Overview",
              "archive": null
            },
            {
              "url": "https://www.yext.com/platform/scout",
              "type": "other",
              "title": "Scout FAQ 'Is Scout data available through MCP or API?'",
              "archive": null
            },
            {
              "url": "https://www.yext.com/about/news-media/yext-opens-scout-visibility-intelligence-to-partners-with-the-launch-of-mcp-and-api",
              "type": "press",
              "title": "Scout MCP and API launch (2026-05-18)",
              "archive": null
            },
            {
              "url": "https://help.yext.com/hc/en-us/articles/37266875413403-Scout-FAQs",
              "type": "docs",
              "title": "Scout FAQs (export)",
              "archive": null
            },
            {
              "url": "https://help.yext.com/hc/en-us/articles/42999770308123-Configure-Scan-Notifications",
              "type": "docs",
              "title": "Configure Scan Notifications",
              "archive": null
            },
            {
              "url": "https://help.yext.com/hc/en-us/articles/37265339006491-Scout-Updates",
              "type": "docs",
              "title": "Scout Updates (exports)",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "lookerStudio": "not published",
            "warehouseOrBigQuery": "not published: only API-based exports into a warehouse are mentioned; no native BigQuery/warehouse connector documented",
            "slack": "not published"
          },
          "couldNotVerify": [
            "Scout API endpoints, rate limits and whether API access costs extra (docs behind login)",
            "Whether the API/MCP early-access status has ended",
            "Threshold-based alerts (e.g. rank or sentiment drops)"
          ]
        }
      },
      "businessFit": {
        "agencyMultiClient": "yes",
        "whiteLabel": "yes",
        "sso": "yes",
        "soc2": "yes",
        "iso27001": "n/a",
        "gdprStatement": "yes",
        "euDataResidency": "n/a",
        "uiLanguages": null,
        "prov": {
          "sources": [
            {
              "url": "https://www.yext.com/about/news-media/yext-opens-scout-visibility-intelligence-to-partners-with-the-launch-of-mcp-and-api",
              "type": "press",
              "title": "Scout MCP and API launch (2026-05-18)",
              "archive": null
            },
            {
              "url": "https://help.yext.com/hc/en-us/articles/51251763809435-Yext-MCP-Overview",
              "type": "docs",
              "title": "Yext MCP Overview (Account Tools for Partner and multi-account customers)",
              "archive": null
            },
            {
              "url": "https://help.yext.com/hc/en-us/articles/51148791546651-How-to-Leverage-Scout-Data-via-MCP-Key-Use-Cases-for-Partners",
              "type": "docs",
              "title": "How to Leverage Scout Data via MCP: Key Use Cases for Partners",
              "archive": null
            },
            {
              "url": "https://help.yext.com/hc/en-us/articles/37152956007195-How-to-Get-and-Access-Scout",
              "type": "docs",
              "title": "How to Get and Access Scout (entity-level permissions)",
              "archive": null
            },
            {
              "url": "https://help.yext.com/hc/en-us/articles/53500651593243-Configure-SAML-SSO",
              "type": "docs",
              "title": "Configure SAML SSO",
              "archive": null
            },
            {
              "url": "https://search.yext.com/Security.html",
              "type": "other",
              "title": "Yext Search | Security Features (Compliance: SOC 2, ISO 27001 and 27018, DPA)",
              "archive": null
            },
            {
              "url": "https://trustcenter.yext.com/",
              "type": "other",
              "title": "Yext Trust Center (Cloudflare bot check, HTTP 403)",
              "archive": null
            },
            {
              "url": "https://www.yext.com/privacy-policy",
              "type": "other",
              "title": "Privacy and Cookies Policy",
              "archive": null
            },
            {
              "url": "https://docs.yext.com/docs/managementapis/introduction/overview-policies-and-conventions",
              "type": "docs",
              "title": "Management API policies and conventions (US and EU partitions)",
              "archive": null
            },
            {
              "url": "https://www.yext.com/knowledge-center/yext-faq",
              "type": "pricing",
              "title": "Yext pricing FAQ (agency/reseller pricing)",
              "archive": null
            },
            {
              "url": "https://help.yext.com/hc/en-us/sections/37152420311963-Scout",
              "type": "docs",
              "title": "Help center Scout section (language switcher)",
              "archive": null
            },
            {
              "url": "https://apps.apple.com/us/app/scout-by-yext/id6747995596",
              "type": "other",
              "title": "Scout by Yext (App Store)",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "iso27001": "not published: security FAQ says controls are 'designed based on the principles of ISO 27001 and 27018'; no certification stated (Trust Center page blocked)",
            "euDataResidency": "not published: an EU API partition and 'EU source region accounts' exist, but no page commits to EU data residency for Scout data",
            "uiLanguages": "not published"
          },
          "couldNotVerify": [
            "Trust Center contents (Cloudflare bot check blocked access)",
            "Whether SSO is included or a paid add-on",
            "Whether EU-region accounts keep Scout scan data in the EU",
            "Scout web UI languages"
          ]
        }
      },
      "selection": {
        "roundups": 2,
        "probeAnswers": 2,
        "g2Reviews": 1125,
        "g2Scope": "suite/parent listing",
        "presenceScore": 0.058,
        "passesGate": true,
        "shortlistedByRubric": false
      },
      "normalisation": {
        "scenario": {
          "M": {
            "status": "not-supported",
            "reason": "No Yext tier covers 5 engines incl. Google AI Mode. Location-level Scout scans a closed set of five AI models without AI Mode: evidence/yext-scout/help-scout-home-screen.txt \"across five AI models (ChatGPT, Gemini, Google AI Overview, Perplexity, and Claude)\"; evidence/yext-scout/fix-help-scout-faqs.txt \"What AI models are scanned? Gemini, Google AI Overviews, ChatGPT, Claude, and Perplexity\". Brand Scout (evidence/yext-scout/fix-help-brand-scout-overview.txt) \"runs continuous scans across four AI platforms\", fewer than the 5 engines M needs."
          }
        }
      },
      "derived": {
        "segment": "enterprise",
        "entryPriceUsd": null,
        "entryPlan": null,
        "entryBasis": null,
        "plans": {
          "Scout (custom solution pricing)|monthly": {
            "usd": null,
            "checks": null,
            "costPer1kUsd": null
          },
          "Scout (custom solution pricing)|annual": {
            "usd": null,
            "checks": null,
            "costPer1kUsd": null
          },
          "Brand Scout (brand-level module)|monthly": {
            "usd": null,
            "checks": null,
            "costPer1kUsd": null
          },
          "Brand Scout (brand-level module)|annual": {
            "usd": null,
            "checks": null,
            "costPer1kUsd": null
          }
        },
        "scenarios": {
          "S|monthly": {
            "status": "custom-quote",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "Sales-quoted plans only.",
            "detail": "no published plan covers it; a sales-quoted plan exists. No plan is published for monthly billing."
          },
          "S|annual": {
            "status": "custom-quote",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "Sales-quoted plans only.",
            "detail": "no published plan covers it; a sales-quoted plan exists. No plan is published for annual billing."
          },
          "M|monthly": {
            "status": "not-supported",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "Location-level Scout scans five AI models without Google AI Mode; Brand Scout scans four platforms.",
            "detail": "override: No Yext tier covers 5 engines incl. Google AI Mode. Location-level Scout scans a closed set of five AI models without AI Mode: evidence/yext-scout/help-scout-home-screen.txt \"across five AI models (ChatGPT, Gemini, Google AI Overview, Perplexity, and Claude)\"; evidence/yext-scout/fix-help-scout-faqs.txt \"What AI models are scanned? Gemini, Google AI Overviews, ChatGPT, Claude, and Perplexity\". Brand Scout (evidence/yext-scout/fix-help-brand-scout-overview.txt) \"runs continuous scans across four AI platforms\", fewer than the 5 engines M needs."
          },
          "M|annual": {
            "status": "not-supported",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "Location-level Scout scans five AI models without Google AI Mode; Brand Scout scans four platforms.",
            "detail": "override: No Yext tier covers 5 engines incl. Google AI Mode. Location-level Scout scans a closed set of five AI models without AI Mode: evidence/yext-scout/help-scout-home-screen.txt \"across five AI models (ChatGPT, Gemini, Google AI Overview, Perplexity, and Claude)\"; evidence/yext-scout/fix-help-scout-faqs.txt \"What AI models are scanned? Gemini, Google AI Overviews, ChatGPT, Claude, and Perplexity\". Brand Scout (evidence/yext-scout/fix-help-brand-scout-overview.txt) \"runs continuous scans across four AI platforms\", fewer than the 5 engines M needs."
          },
          "L|monthly": {
            "status": "not-supported",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "The vendor does not support Grok.",
            "detail": "engine(s) not supported: grok"
          },
          "L|annual": {
            "status": "not-supported",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "The vendor does not support Grok.",
            "detail": "engine(s) not supported: grok"
          }
        },
        "bestRate": null,
        "largestPlan": null
      },
      "flags": {
        "priceEstimate": false,
        "agencyRouteEligibilityUnconfirmed": false,
        "excludeFromAggregates": false,
        "note": null
      },
      "changesSince20260531": "Grok: the lead list named it, but Scout no longer tracks it. Today's engines are Google Search, Google Maps, Google AI Overviews, ChatGPT, Gemini, Claude and Perplexity; per the help changelog, Claude replaced Grok in October 2025. The 'Visibility Score' named in the lead list was replaced on 2026-06-17 by Overall, AI and Google Win Rate. Confirmed: the March 2025 launch, 20 competitors per scan, and the Scout API and MCP for partners (white-label via API) launched 2026-05-18, in early access. New since then: Yext acquired GoShine in June 2026 and added it as 'Brand Scout'. Brand Scout covers brand-level query tracking across four unnamed AI platforms, Share of Voice, content generation and Live Tests, and was piloted ahead of broader availability set for 2026-09-30. On 2026-10-03 the Scout page carries the banner 'New in Scout: Create brand and third-party content to improve AI visibility', but no page states that Brand Scout is generally available. Action Center became generally available on 2026-08-05. A waitlist opened 2026-09-30 for the multiplayer agent harness, and an agreement to acquire Flamel.ai (paid media) was announced the same day. The free 'Try Scout' path ('See exactly how your brand appears in ChatGPT and Google for free') now redirects to Corvo AI (askcorvo.com), a separate free SMB product. Pricing is still custom, but Yext now publishes a pricing FAQ: per-location unit rate, annual billing, no free tier and no standard trial."
    },
    {
      "id": "ziptie",
      "name": "ZipTie (ziptie.ai)",
      "shortName": "ZipTie",
      "vendor": "ZIPTIE, INC.",
      "url": "https://ziptie.ai/",
      "pricingUrl": "https://ziptie.ai/pricing/",
      "docsUrl": "https://docs.ziptie.ai/",
      "category": "native",
      "parentProduct": null,
      "status": "live",
      "summary": "ZipTie (ziptie.ai) is a self-serve AI search monitoring platform from ZIPTIE, INC., a Texas corporation operated from Poland. It runs user-defined prompts daily, weekly or monthly on up to seven engines (ChatGPT, Google AI Overviews, Google AI Mode, Perplexity, Microsoft Copilot, Bing AI Overview, Gemini) and reports mentions, citations, sentiment and competitor share. It is aimed at SEO and content teams and agencies; pricing is built per prompt slot, cadence and engine count, with unlimited seats and projects.",
      "reviewed": true,
      "identity": {
        "hqCountry": "US",
        "ownership": null,
        "funding": null,
        "fundingAsOf": null,
        "yearLaunched": null,
        "prov": {
          "sources": [
            {
              "url": "https://ziptie.ai/about/",
              "type": "other",
              "title": "About ziptie.ai: The Team Behind AI Search Monitoring",
              "archive": null
            },
            {
              "url": "https://ziptie.ai/terms-of-service/",
              "type": "other",
              "title": "ziptie.ai Terms of Service (v2.3, last updated 2026-10-01)",
              "archive": null
            },
            {
              "url": "https://ziptie.ai/privacy-policy/",
              "type": "other",
              "title": "ziptie.ai Privacy Policy (v2.3, last updated 2026-10-01)",
              "archive": null
            },
            {
              "url": "https://ziptie.ai/welcome/",
              "type": "other",
              "title": "ziptie.dev or ziptie.ai? (target of the ziptie.dev redirect)",
              "archive": null
            },
            {
              "url": "https://ziptie.ai/blog/sge-crash-course/",
              "type": "blog",
              "title": "SGE crash course (vendor blog, displayed 'Published: April 3, 2024'; now carries a May-2025 'Important Update')",
              "archive": null
            },
            {
              "url": "https://ziptie.ai/blog/how-to-use-ai-overviews-tracking-in-ziptie/",
              "type": "blog",
              "title": "How to use AI Overviews tracking in ZipTie (vendor blog, displayed 'Published: May 28, 2024')",
              "archive": null
            },
            {
              "url": "https://ziptie.ai/blog/ziptie-tracks-ai-overviews-chatgpt-and-perplexity/",
              "type": "blog",
              "title": "ZipTie tracks AI Overviews, ChatGPT and Perplexity (vendor blog, displayed 'Published: May 4, 2025')",
              "archive": null
            },
            {
              "url": "https://ziptie.ai/blog/new-features-of-ziptie-dev/",
              "type": "blog",
              "title": "New features of ZipTie.dev (vendor blog, displayed 'Published: October 6, 2023'; body now reads 'ziptie.ai/')",
              "archive": null
            },
            {
              "url": "https://ziptie.ai/blog/ziptie-main-features/",
              "type": "blog",
              "title": "ZipTie.dev Main Features: Your AI Search Monitoring Solution (vendor blog, displayed 'Published: June 1, 2023', but describes ChatGPT/Perplexity tracking)",
              "archive": null
            },
            {
              "url": "https://web.archive.org/web/20260322032139/https://ziptie.ai/",
              "type": "other",
              "title": "Wayback Machine snapshot of ziptie.ai, 2026-03-22 (context only; captured earlier on 2026-10-03, not re-openable during verification)",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "ownership": "not published: no ownership or investor disclosure on the vendor site; no reputable press found",
            "funding": "not published: no funding round found on the vendor site or in press searches on 2026-10-03",
            "fundingAsOf": "not applicable: no funding data",
            "yearLaunched": "contradictory sources: the 2024 evidence is for the ziptie.dev lineage, while ziptie.ai is 'our new platform' and 'a separate product with its own accounts' with no launch date; the About page implies 2023 and vendor blog posts are edited under their original dates"
          },
          "couldNotVerify": [
            "Ownership and any outside investment (only unattributed directory claims of 'bootstrapped' exist)",
            "Headcount and revenue",
            "Formal relationship, if any, to the Onely agency (only an older vendor blog post mentions Onely; the current site does not)",
            "Launch year of the ziptie.ai platform: vendor sources conflict (About page implies 2023; dated posts describe the ziptie.dev lineage from 2024; ziptie.ai is called a new, separate product)",
            "Funding/ownership press search could not be re-run during the 2026-10-03 verification pass; the null rests on the vendor site plus the analyst's earlier same-day searches",
            "Wayback snapshots could not be re-opened during verification (web.archive.org unreachable from this machine); the earlier same-day capture is context only"
          ]
        }
      },
      "pricing": {
        "model": "per-prompt",
        "promptUnit": "One prompt slot per cadence pool (daily, weekly or monthly), shared across all projects and run on every engine the workspace subscribes to: 'A prompt is a slot you hold, not a meter that counts down. One prompt in a daily project takes one daily slot and then re-runs every 24 hours at no extra cost.'",
        "promptUnitPerEngine": "no",
        "promptUnitPerCountry": "yes",
        "promptUnitPerRun": "no",
        "freePlan": {
          "available": "no",
          "limits": null
        },
        "freeTrial": {
          "available": "yes",
          "days": 7,
          "cardRequired": "no",
          "limits": "25 monitored prompts on a daily refresh; ChatGPT, Google AI Overviews and Microsoft Copilot only (Perplexity, Google AI Mode, Bing AI Overview and Gemini 'unlock on a paid plan'); API/MCP refused; UGC Impact Analysis and Content Generation not available; does not auto-convert ('no auto-billing'). Reuse wording differs: the pricing page says 'one free trial per person' ('available on your first workspace and can't be started again on a second one'), the Terms v2.3 say 'once per account'."
        },
        "billingOptions": [
          "monthly",
          "quarterly",
          "annual"
        ],
        "annualDiscountNote": "Annual (Save 20%)",
        "plans": [
          {
            "name": "Starter preset (50 daily prompts, 3 engines)",
            "contactSales": false,
            "priceMonthly": 42.75,
            "priceAnnualPerMonth": 34.2,
            "currency": "USD",
            "promptsIncluded": 50,
            "creditsIncluded": null,
            "enginesIncluded": [
              "chatgpt",
              "googleAio",
              "perplexity",
              "googleAiMode",
              "copilot",
              "gemini"
            ],
            "enginesSelectable": "yes",
            "maxEngines": 3,
            "runFrequency": "daily",
            "brandsOrProjects": "unlimited",
            "seats": "unlimited",
            "countries": "unlimited",
            "languages": null,
            "addOns": [
              {
                "name": "UGC Impact Analysis (multiplies the prompts-and-engines subtotal by 1.8, i.e. '+80%'; the longer-billing discount applies to it)",
                "price": null,
                "currency": "USD",
                "unit": "per month (x1.8 multiplier on the prompt subtotal, not a fixed fee)",
                "appliesTo": "other"
              },
              {
                "name": "Content Generation context (each adds 8 briefs + 4 finished pieces per month to a shared pool; up to 50 contexts; never discounted)",
                "price": 20,
                "currency": "USD",
                "unit": "per month per context",
                "appliesTo": "other"
              },
              {
                "name": "API & MCP Access (REST + MCP at api.ziptie.ai; flat; never discounted; not available in the trial)",
                "price": 10,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "other"
              }
            ],
            "planSource": "https://ziptie.ai/pricing/"
          },
          {
            "name": "Professional preset (200 daily + 500 weekly prompts, 5 engines, UGC Impact Analysis)",
            "contactSales": false,
            "priceMonthly": 659.59,
            "priceAnnualPerMonth": 527.67,
            "currency": "USD",
            "promptsIncluded": 700,
            "creditsIncluded": null,
            "enginesIncluded": [
              "chatgpt",
              "googleAio",
              "perplexity",
              "googleAiMode",
              "copilot",
              "gemini"
            ],
            "enginesSelectable": "yes",
            "maxEngines": 5,
            "runFrequency": "configurable",
            "brandsOrProjects": "unlimited",
            "seats": "unlimited",
            "countries": "unlimited",
            "languages": null,
            "addOns": [
              {
                "name": "Content Generation context (each adds 8 briefs + 4 finished pieces per month to a shared pool; up to 50 contexts; never discounted)",
                "price": 20,
                "currency": "USD",
                "unit": "per month per context",
                "appliesTo": "other"
              },
              {
                "name": "API & MCP Access (REST + MCP at api.ziptie.ai; flat; never discounted; not available in the trial)",
                "price": 10,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "other"
              }
            ],
            "planSource": "https://ziptie.ai/pricing/"
          },
          {
            "name": "Enterprise preset (500 daily + 2,000 weekly + 5,000 monthly prompts, all 7 engines, UGC Impact Analysis)",
            "contactSales": false,
            "priceMonthly": 3137.09,
            "priceAnnualPerMonth": 2509.67,
            "currency": "USD",
            "promptsIncluded": 7500,
            "creditsIncluded": null,
            "enginesIncluded": [
              "chatgpt",
              "googleAio",
              "perplexity",
              "googleAiMode",
              "copilot",
              "gemini"
            ],
            "enginesSelectable": "yes",
            "maxEngines": 7,
            "runFrequency": "configurable",
            "brandsOrProjects": "unlimited",
            "seats": "unlimited",
            "countries": "unlimited",
            "languages": null,
            "addOns": [
              {
                "name": "Content Generation context (each adds 8 briefs + 4 finished pieces per month to a shared pool; up to 50 contexts; never discounted)",
                "price": 20,
                "currency": "USD",
                "unit": "per month per context",
                "appliesTo": "other"
              },
              {
                "name": "API & MCP Access (REST + MCP at api.ziptie.ai; flat; never discounted; not available in the trial)",
                "price": 10,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "other"
              }
            ],
            "planSource": "https://ziptie.ai/pricing/"
          },
          {
            "name": "Worked example: in-house brand (50 daily + 300 weekly + 1,000 monthly prompts, all 7 engines)",
            "contactSales": false,
            "priceMonthly": 230.95,
            "priceAnnualPerMonth": 184.76,
            "currency": "USD",
            "promptsIncluded": 1350,
            "creditsIncluded": null,
            "enginesIncluded": [
              "chatgpt",
              "googleAio",
              "perplexity",
              "googleAiMode",
              "copilot",
              "gemini"
            ],
            "enginesSelectable": "yes",
            "maxEngines": 7,
            "runFrequency": "configurable",
            "brandsOrProjects": "unlimited",
            "seats": "unlimited",
            "countries": "unlimited",
            "languages": null,
            "addOns": [
              {
                "name": "UGC Impact Analysis (multiplies the prompts-and-engines subtotal by 1.8, i.e. '+80%'; the longer-billing discount applies to it)",
                "price": null,
                "currency": "USD",
                "unit": "per month (x1.8 multiplier on the prompt subtotal, not a fixed fee)",
                "appliesTo": "other"
              },
              {
                "name": "Content Generation context (each adds 8 briefs + 4 finished pieces per month to a shared pool; up to 50 contexts; never discounted)",
                "price": 20,
                "currency": "USD",
                "unit": "per month per context",
                "appliesTo": "other"
              },
              {
                "name": "API & MCP Access (REST + MCP at api.ziptie.ai; flat; never discounted; not available in the trial)",
                "price": 10,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "other"
              }
            ],
            "planSource": "https://ziptie.ai/pricing/"
          },
          {
            "name": "Worked example: agency roster (10 clients x 50 weekly prompts = 500 weekly prompts, all 7 engines)",
            "contactSales": false,
            "priceMonthly": 130.72,
            "priceAnnualPerMonth": 104.58,
            "currency": "USD",
            "promptsIncluded": 500,
            "creditsIncluded": null,
            "enginesIncluded": [
              "chatgpt",
              "googleAio",
              "perplexity",
              "googleAiMode",
              "copilot",
              "gemini"
            ],
            "enginesSelectable": "yes",
            "maxEngines": 7,
            "runFrequency": "weekly",
            "brandsOrProjects": "unlimited",
            "seats": "unlimited",
            "countries": "unlimited",
            "languages": null,
            "addOns": [
              {
                "name": "UGC Impact Analysis (multiplies the prompts-and-engines subtotal by 1.8, i.e. '+80%'; the longer-billing discount applies to it)",
                "price": null,
                "currency": "USD",
                "unit": "per month (x1.8 multiplier on the prompt subtotal, not a fixed fee)",
                "appliesTo": "other"
              },
              {
                "name": "Content Generation context (each adds 8 briefs + 4 finished pieces per month to a shared pool; up to 50 contexts; never discounted)",
                "price": 20,
                "currency": "USD",
                "unit": "per month per context",
                "appliesTo": "other"
              },
              {
                "name": "API & MCP Access (REST + MCP at api.ziptie.ai; flat; never discounted; not available in the trial)",
                "price": 10,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "other"
              }
            ],
            "planSource": "https://ziptie.ai/pricing/"
          },
          {
            "name": "Worked example: enterprise long tail (1,000 monthly prompts, all 7 engines)",
            "contactSales": false,
            "priceMonthly": 61,
            "priceAnnualPerMonth": 48.8,
            "currency": "USD",
            "promptsIncluded": 1000,
            "creditsIncluded": null,
            "enginesIncluded": [
              "chatgpt",
              "googleAio",
              "perplexity",
              "googleAiMode",
              "copilot",
              "gemini"
            ],
            "enginesSelectable": "yes",
            "maxEngines": 7,
            "runFrequency": "monthly",
            "brandsOrProjects": "unlimited",
            "seats": "unlimited",
            "countries": "unlimited",
            "languages": null,
            "addOns": [
              {
                "name": "UGC Impact Analysis (multiplies the prompts-and-engines subtotal by 1.8, i.e. '+80%'; the longer-billing discount applies to it)",
                "price": null,
                "currency": "USD",
                "unit": "per month (x1.8 multiplier on the prompt subtotal, not a fixed fee)",
                "appliesTo": "other"
              },
              {
                "name": "Content Generation context (each adds 8 briefs + 4 finished pieces per month to a shared pool; up to 50 contexts; never discounted)",
                "price": 20,
                "currency": "USD",
                "unit": "per month per context",
                "appliesTo": "other"
              },
              {
                "name": "API & MCP Access (REST + MCP at api.ziptie.ai; flat; never discounted; not available in the trial)",
                "price": 10,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "other"
              }
            ],
            "planSource": "https://ziptie.ai/pricing/"
          },
          {
            "name": "Homepage example: 100 weekly prompts, all 7 engines",
            "contactSales": false,
            "priceMonthly": 26.17,
            "priceAnnualPerMonth": 20.94,
            "currency": "USD",
            "promptsIncluded": 100,
            "creditsIncluded": null,
            "enginesIncluded": [
              "chatgpt",
              "googleAio",
              "perplexity",
              "googleAiMode",
              "copilot",
              "gemini"
            ],
            "enginesSelectable": "yes",
            "maxEngines": 7,
            "runFrequency": "weekly",
            "brandsOrProjects": "unlimited",
            "seats": "unlimited",
            "countries": "unlimited",
            "languages": null,
            "addOns": [
              {
                "name": "UGC Impact Analysis (multiplies the prompts-and-engines subtotal by 1.8, i.e. '+80%'; the longer-billing discount applies to it)",
                "price": null,
                "currency": "USD",
                "unit": "per month (x1.8 multiplier on the prompt subtotal, not a fixed fee)",
                "appliesTo": "other"
              },
              {
                "name": "Content Generation context (each adds 8 briefs + 4 finished pieces per month to a shared pool; up to 50 contexts; never discounted)",
                "price": 20,
                "currency": "USD",
                "unit": "per month per context",
                "appliesTo": "other"
              },
              {
                "name": "API & MCP Access (REST + MCP at api.ziptie.ai; flat; never discounted; not available in the trial)",
                "price": 10,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "other"
              }
            ],
            "planSource": "https://ziptie.ai/pricing/"
          },
          {
            "name": "Configurator example: 50 weekly prompts on ChatGPT, Google AI Overviews and Perplexity",
            "contactSales": false,
            "priceMonthly": 6.1,
            "priceAnnualPerMonth": 4.88,
            "currency": "USD",
            "promptsIncluded": 50,
            "creditsIncluded": null,
            "enginesIncluded": [
              "chatgpt",
              "googleAio",
              "perplexity",
              "googleAiMode",
              "copilot",
              "gemini"
            ],
            "enginesSelectable": "yes",
            "maxEngines": 3,
            "runFrequency": "weekly",
            "brandsOrProjects": "unlimited",
            "seats": "unlimited",
            "countries": "unlimited",
            "languages": null,
            "addOns": [
              {
                "name": "UGC Impact Analysis (multiplies the prompts-and-engines subtotal by 1.8, i.e. '+80%'; the longer-billing discount applies to it)",
                "price": null,
                "currency": "USD",
                "unit": "per month (x1.8 multiplier on the prompt subtotal, not a fixed fee)",
                "appliesTo": "other"
              },
              {
                "name": "Content Generation context (each adds 8 briefs + 4 finished pieces per month to a shared pool; up to 50 contexts; never discounted)",
                "price": 20,
                "currency": "USD",
                "unit": "per month per context",
                "appliesTo": "other"
              },
              {
                "name": "API & MCP Access (REST + MCP at api.ziptie.ai; flat; never discounted; not available in the trial)",
                "price": 10,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "other"
              }
            ],
            "planSource": "https://ziptie.ai/pricing/"
          },
          {
            "name": "Configurator example: 150 daily prompts on 5 engines",
            "contactSales": false,
            "priceMonthly": 202.5,
            "priceAnnualPerMonth": 162,
            "currency": "USD",
            "promptsIncluded": 150,
            "creditsIncluded": null,
            "enginesIncluded": [
              "chatgpt",
              "googleAio",
              "perplexity",
              "googleAiMode",
              "copilot",
              "gemini"
            ],
            "enginesSelectable": "yes",
            "maxEngines": 5,
            "runFrequency": "daily",
            "brandsOrProjects": "unlimited",
            "seats": "unlimited",
            "countries": "unlimited",
            "languages": null,
            "addOns": [
              {
                "name": "UGC Impact Analysis (multiplies the prompts-and-engines subtotal by 1.8, i.e. '+80%'; the longer-billing discount applies to it)",
                "price": null,
                "currency": "USD",
                "unit": "per month (x1.8 multiplier on the prompt subtotal, not a fixed fee)",
                "appliesTo": "other"
              },
              {
                "name": "Content Generation context (each adds 8 briefs + 4 finished pieces per month to a shared pool; up to 50 contexts; never discounted)",
                "price": 20,
                "currency": "USD",
                "unit": "per month per context",
                "appliesTo": "other"
              },
              {
                "name": "API & MCP Access (REST + MCP at api.ziptie.ai; flat; never discounted; not available in the trial)",
                "price": 10,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "other"
              }
            ],
            "planSource": "https://ziptie.ai/pricing/"
          },
          {
            "name": "Configurator minimum (100 monthly prompts, 1 engine)",
            "contactSales": false,
            "priceMonthly": 1,
            "priceAnnualPerMonth": 0.8,
            "currency": "USD",
            "promptsIncluded": 100,
            "creditsIncluded": null,
            "enginesIncluded": [
              "chatgpt",
              "googleAio",
              "perplexity",
              "googleAiMode",
              "copilot",
              "gemini"
            ],
            "enginesSelectable": "yes",
            "maxEngines": 1,
            "runFrequency": "monthly",
            "brandsOrProjects": "unlimited",
            "seats": "unlimited",
            "countries": "unlimited",
            "languages": null,
            "addOns": [
              {
                "name": "UGC Impact Analysis (multiplies the prompts-and-engines subtotal by 1.8, i.e. '+80%'; the longer-billing discount applies to it)",
                "price": null,
                "currency": "USD",
                "unit": "per month (x1.8 multiplier on the prompt subtotal, not a fixed fee)",
                "appliesTo": "other"
              },
              {
                "name": "Content Generation context (each adds 8 briefs + 4 finished pieces per month to a shared pool; up to 50 contexts; never discounted)",
                "price": 20,
                "currency": "USD",
                "unit": "per month per context",
                "appliesTo": "other"
              },
              {
                "name": "API & MCP Access (REST + MCP at api.ziptie.ai; flat; never discounted; not available in the trial)",
                "price": 10,
                "currency": "USD",
                "unit": "per month",
                "appliesTo": "other"
              }
            ],
            "planSource": "https://ziptie.ai/pricing/"
          }
        ],
        "prov": {
          "sources": [
            {
              "url": "https://ziptie.ai/pricing/",
              "type": "pricing",
              "title": "Pricing: Pay for Prompts and Engines You Track | ziptie.ai",
              "archive": null
            },
            {
              "url": "https://ziptie.ai/wp-content/themes/ziptie-theme/dist/js/pricing-calc.js?ver=1790973654",
              "type": "pricing",
              "title": "Pricing configurator script on ziptie.ai (rate card constants)",
              "archive": null
            },
            {
              "url": "https://ziptie.ai/",
              "type": "other",
              "title": "AI Search Visibility Monitoring | ziptie.ai (homepage incl. FAQ)",
              "archive": null
            },
            {
              "url": "https://ziptie.ai/agencies/",
              "type": "other",
              "title": "ziptie.ai for agencies",
              "archive": null
            },
            {
              "url": "https://ziptie.ai/faq/",
              "type": "docs",
              "title": "ziptie.ai FAQ (tabs: About, Setup, Monitoring, Accuracy, Security, Plans & support)",
              "archive": null
            },
            {
              "url": "https://ziptie.ai/terms-of-service/",
              "type": "other",
              "title": "ziptie.ai Terms of Service (v2.3, last updated 2026-10-01)",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "plans.languages": "not published: no language list or cap; language is set per project and is only passed to Google AI Overviews, Google AI Mode and Bing AI Overview",
            "addOns.UGC Impact Analysis.price": "not applicable: priced as a x1.8 multiplier on the prompts-and-engines subtotal, not a fixed amount",
            "freePlan.limits": "not applicable: no free plan",
            "customPlan.price": "contact sales: quoted plans (large volumes, SSO/SCIM) have no list price"
          },
          "couldNotVerify": [
            "Whether checkout enforces a minimum spend (the configurator shows configurations down to $1.00/month; no sign-up was made)",
            "Quoted-plan pricing for SSO/SCIM and for volumes above the ~$2,000/month custom-plan threshold",
            "Whether presets or configurations above $2,000/month can still be bought self-serve or are pushed to a quote",
            "Quarterly/semi-annual period totals as charged (the page shows only per-month estimates; the app shows the period total before confirming; per-month figures were captured)"
          ]
        }
      },
      "engines": {
        "status": {
          "chatgpt": {
            "status": "included",
            "surface": "ui",
            "minPlan": "any paid configuration (also in the 7-day trial)"
          },
          "googleAio": {
            "status": "included",
            "surface": "ui",
            "minPlan": "any paid configuration (also in the 7-day trial)"
          },
          "googleAiMode": {
            "status": "included",
            "surface": "ui",
            "minPlan": "any paid configuration"
          },
          "gemini": {
            "status": "included",
            "surface": "ui",
            "minPlan": "any paid configuration"
          },
          "perplexity": {
            "status": "included",
            "surface": "ui",
            "minPlan": "any paid configuration"
          },
          "claude": {
            "status": "no",
            "surface": "unknown",
            "minPlan": null
          },
          "copilot": {
            "status": "included",
            "surface": "ui",
            "minPlan": "any paid configuration (also in the 7-day trial)"
          },
          "grok": {
            "status": "no",
            "surface": "unknown",
            "minPlan": null
          },
          "deepseek": {
            "status": "no",
            "surface": "unknown",
            "minPlan": null
          },
          "metaAi": {
            "status": "no",
            "surface": "unknown",
            "minPlan": null
          }
        },
        "other": [
          {
            "name": "Bing AI Overview",
            "status": "included"
          }
        ],
        "settings": {
          "country": "yes",
          "language": "yes",
          "persona": "n/a"
        },
        "prov": {
          "sources": [
            {
              "url": "https://ziptie.ai/welcome/",
              "type": "other",
              "title": "ziptie.dev or ziptie.ai? (target of the ziptie.dev redirect)",
              "archive": null
            },
            {
              "url": "https://ziptie.ai/about/",
              "type": "other",
              "title": "About ziptie.ai: The Team Behind AI Search Monitoring",
              "archive": null
            },
            {
              "url": "https://ziptie.ai/product/",
              "type": "other",
              "title": "ziptie.ai product page",
              "archive": null
            },
            {
              "url": "https://ziptie.ai/faq/",
              "type": "docs",
              "title": "ziptie.ai FAQ (tabs: About, Setup, Monitoring, Accuracy, Security, Plans & support)",
              "archive": null
            },
            {
              "url": "https://docs.ziptie.ai/content/guides/engine-names.html",
              "type": "docs",
              "title": "ziptie.ai API guide: Engine names",
              "archive": null
            },
            {
              "url": "https://ziptie.ai/privacy-policy/",
              "type": "other",
              "title": "ziptie.ai Privacy Policy (v2.3, last updated 2026-10-01)",
              "archive": null
            },
            {
              "url": "https://ziptie.ai/pricing/",
              "type": "pricing",
              "title": "Pricing: Pay for Prompts and Engines You Track | ziptie.ai",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "settings.persona": "not published: no persona simulation setting documented"
          },
          "couldNotVerify": [
            "Which ChatGPT model/search mode, and which Gemini/Copilot variant, the providers query",
            "The per-country engine availability list (shown only inside the project wizard)",
            "Device options beyond 'desktop' (only an API example value)"
          ]
        }
      },
      "method": {
        "value": "ui-rendering",
        "quote": "ziptie.ai captures each prompt from the live consumer products rather than a model API, scoped to the country and language you select, with no logged-in account history influencing the answer.",
        "detail": "The vendor says answers come from the live consumer products, not model APIs, in fresh logged-out sessions. Collection is outsourced: per the FAQ and Privacy Policy, BrightData submits queries to ChatGPT, Copilot, Perplexity and Gemini, and DataForSEO collects Google AI Overviews, Google AI Mode and Bing AI Overview (with organic results).",
        "prov": {
          "sources": [
            {
              "url": "https://ziptie.ai/faq/",
              "type": "docs",
              "title": "ziptie.ai FAQ (tabs: About, Setup, Monitoring, Accuracy, Security, Plans & support)",
              "archive": null
            },
            {
              "url": "https://ziptie.ai/privacy-policy/",
              "type": "other",
              "title": "ziptie.ai Privacy Policy (v2.3, last updated 2026-10-01)",
              "archive": null
            },
            {
              "url": "https://ziptie.ai/",
              "type": "other",
              "title": "AI Search Visibility Monitoring | ziptie.ai (homepage incl. FAQ)",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {},
          "couldNotVerify": [
            "How BrightData and DataForSEO obtain the consumer answers (full browser rendering vs. other endpoints)",
            "How many samples are taken per prompt, engine and cycle (one answer per check appears to be the unit, but this is not stated)"
          ]
        }
      },
      "metrics": {
        "mentions": "yes",
        "citationsWithUrls": "yes",
        "shareOfVoice": "yes",
        "positionProminence": "no",
        "sentiment": "yes",
        "accuracyHallucination": "n/a",
        "promptDiscoveryOrVolume": "yes",
        "crawlerLogAnalytics": "n/a",
        "aiReferralAttribution": "n/a",
        "prov": {
          "sources": [
            {
              "url": "https://ziptie.ai/",
              "type": "other",
              "title": "AI Search Visibility Monitoring | ziptie.ai (homepage incl. FAQ)",
              "archive": null
            },
            {
              "url": "https://ziptie.ai/faq/",
              "type": "docs",
              "title": "ziptie.ai FAQ (tabs: About, Setup, Monitoring, Accuracy, Security, Plans & support)",
              "archive": null
            },
            {
              "url": "https://ziptie.ai/product/",
              "type": "other",
              "title": "ziptie.ai product page",
              "archive": null
            },
            {
              "url": "https://docs.ziptie.ai/",
              "type": "docs",
              "title": "ziptie.ai Public API Reference (Scalar, OpenAPI 3.1.0)",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "accuracyHallucination": "not published: no factual-accuracy or hallucination flag documented (only sentiment and how the brand is portrayed)",
            "crawlerLogAnalytics": "not published: no AI-crawler/log analytics; 'No tracking tag, no DNS record, no code change'",
            "aiReferralAttribution": "not published: no AI-referral traffic tracking; only a Google Search Console integration"
          },
          "couldNotVerify": [
            "How sentiment accuracy is validated beyond 'we periodically review samples ourselves'"
          ]
        }
      },
      "actionLayer": {
        "recommendations": "yes",
        "contentGeneration": "yes",
        "technicalAudits": "n/a",
        "citationOutreach": "n/a",
        "prov": {
          "sources": [
            {
              "url": "https://ziptie.ai/product/",
              "type": "other",
              "title": "ziptie.ai product page",
              "archive": null
            },
            {
              "url": "https://ziptie.ai/faq/",
              "type": "docs",
              "title": "ziptie.ai FAQ (tabs: About, Setup, Monitoring, Accuracy, Security, Plans & support)",
              "archive": null
            },
            {
              "url": "https://ziptie.ai/",
              "type": "other",
              "title": "AI Search Visibility Monitoring | ziptie.ai (homepage incl. FAQ)",
              "archive": null
            },
            {
              "url": "https://ziptie.ai/pricing/",
              "type": "pricing",
              "title": "Pricing: Pay for Prompts and Engines You Track | ziptie.ai",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "technicalAudits": "not published: no site, schema or llms.txt audit on ziptie.ai (the vendor says it never touches your site); the older ziptie.dev indexing tool is a separate product",
            "citationOutreach": "not published: citation-source and UGC analysis are offered to guide outreach, but no outreach tooling"
          },
          "couldNotVerify": []
        }
      },
      "dataAccess": {
        "api": "yes",
        "csvExport": "yes",
        "lookerStudio": "n/a",
        "warehouseOrBigQuery": "n/a",
        "slack": "n/a",
        "emailAlerts": "yes",
        "mcp": "yes",
        "prov": {
          "sources": [
            {
              "url": "https://ziptie.ai/pricing/",
              "type": "pricing",
              "title": "Pricing: Pay for Prompts and Engines You Track | ziptie.ai",
              "archive": null
            },
            {
              "url": "https://ziptie.ai/faq/",
              "type": "docs",
              "title": "ziptie.ai FAQ (tabs: About, Setup, Monitoring, Accuracy, Security, Plans & support)",
              "archive": null
            },
            {
              "url": "https://ziptie.ai/product/",
              "type": "other",
              "title": "ziptie.ai product page",
              "archive": null
            },
            {
              "url": "https://docs.ziptie.ai/",
              "type": "docs",
              "title": "ziptie.ai Public API Reference (Scalar, OpenAPI 3.1.0)",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "lookerStudio": "not published: no Looker Studio connector mentioned (REST API offered for BI pipelines)",
            "warehouseOrBigQuery": "not published: no native warehouse/BigQuery export mentioned",
            "slack": "not published: no Slack integration mentioned; no webhooks"
          },
          "couldNotVerify": []
        }
      },
      "businessFit": {
        "agencyMultiClient": "yes",
        "whiteLabel": "no",
        "sso": "yes",
        "soc2": "no",
        "iso27001": "n/a",
        "gdprStatement": "yes",
        "euDataResidency": "no",
        "uiLanguages": null,
        "prov": {
          "sources": [
            {
              "url": "https://ziptie.ai/agencies/",
              "type": "other",
              "title": "ziptie.ai for agencies",
              "archive": null
            },
            {
              "url": "https://ziptie.ai/faq/",
              "type": "docs",
              "title": "ziptie.ai FAQ (tabs: About, Setup, Monitoring, Accuracy, Security, Plans & support)",
              "archive": null
            },
            {
              "url": "https://ziptie.ai/pricing/",
              "type": "pricing",
              "title": "Pricing: Pay for Prompts and Engines You Track | ziptie.ai",
              "archive": null
            },
            {
              "url": "https://ziptie.ai/about/",
              "type": "other",
              "title": "About ziptie.ai: The Team Behind AI Search Monitoring",
              "archive": null
            },
            {
              "url": "https://ziptie.ai/privacy-policy/",
              "type": "other",
              "title": "ziptie.ai Privacy Policy (v2.3, last updated 2026-10-01)",
              "archive": null
            },
            {
              "url": "https://ziptie.ai/terms-of-service/",
              "type": "other",
              "title": "ziptie.ai Terms of Service (v2.3, last updated 2026-10-01)",
              "archive": null
            }
          ],
          "checkedAt": "2026-10-03",
          "confidence": "verified",
          "naReasons": {
            "iso27001": "not published: no ISO 27001 certification claimed (ISO 27001 is mentioned only for some subprocessors)",
            "uiLanguages": "not published: app UI languages not stated; marketing site and docs are English only"
          },
          "couldNotVerify": [
            "App UI languages (the app was not opened; no sign-up)",
            "DPA contents and the quoted-plan terms for SSO/SCIM (both 'on request')"
          ]
        }
      },
      "selection": {
        "roundups": 9,
        "probeAnswers": 15,
        "g2Reviews": 1,
        "g2Scope": "product listing",
        "presenceScore": 0.232,
        "passesGate": true,
        "shortlistedByRubric": false
      },
      "normalisation": {
        "plans": {
          "Professional preset (200 daily + 500 weekly prompts, 5 engines, UGC Impact Analysis)": {
            "checksPerMonth": 41275,
            "basis": "mixed cadence, summed per pool: (200 daily x 30.4 + 500 weekly x 4.35) x 5 engines = 41,275. Configurator state evidence/ziptie/fix-cfg-professional-monthly.meta.json (range-d on 200, range-w on 500, range-m off; engines gpt, aio, perplexity, ai_mode, gemini); summary 'Prompts: $81.43/mo x 5 engines: x4.50 UGC Impact Analysis: +80% $659.59 /mo estimated' (the preset price includes the UGC Impact Analysis +80% multiplier, so this cost per 1,000 checks includes that add-on). evidence/ziptie/pricing-default.txt: 'One prompt in a daily project takes one daily slot and then re-runs every 24 hours at no extra cost'; pools 'Weekly (7 days)' / 'Daily (24h)'."
          },
          "Enterprise preset (500 daily + 2,000 weekly + 5,000 monthly prompts, all 7 engines, UGC Impact Analysis)": {
            "checksPerMonth": 202300,
            "basis": "mixed cadence, summed per pool: (500 daily x 30.4 + 2,000 weekly x 4.35 + 5,000 monthly x 1) x 7 engines = 202,300. Configurator state evidence/ziptie/fix-cfg-enterprise-monthly.meta.json (range-d 500, range-w 2000, range-m 5000; all 7 engines incl. bing_ai_overview); summary 'Prompts: $285.71/mo x 7 engines: x6.10 UGC Impact Analysis: +80% $3,137.09 /mo estimated' (the preset price includes UGC Impact Analysis +80%). evidence/ziptie/pricing-default.txt pools 'Once every 30 days' / 'Weekly (7 days)' / 'Daily (24h)'."
          },
          "Worked example: in-house brand (50 daily + 300 weekly + 1,000 monthly prompts, all 7 engines)": {
            "checksPerMonth": 26775,
            "basis": "mixed cadence, summed per pool: (50 daily x 30.4 + 300 weekly x 4.35 + 1,000 monthly x 1) x 7 engines = 26,775. evidence/ziptie/pricing-default.txt: 'In-house brand: 50 daily, 300 weekly and 1,000 monthly prompts, all 7 engines $230.95/mo $184.76/mo'; configurator evidence/ziptie/fix-cfg-inhouse-monthly.txt 'Prompts: $37.86/mo x 7 engines: x6.10 $230.95 /mo estimated' (no add-ons; state in fix-cfg-inhouse-monthly.meta.json: range-d 50, range-w 300, range-m 1000, all 7 engines)."
          }
        }
      },
      "derived": {
        "segment": "budget",
        "entryPriceUsd": 1,
        "entryPlan": "Configurator minimum (100 monthly prompts, 1 engine)",
        "entryBasis": null,
        "plans": {
          "Starter preset (50 daily prompts, 3 engines)|monthly": {
            "usd": 42.75,
            "checks": 4560,
            "costPer1kUsd": 9.38
          },
          "Starter preset (50 daily prompts, 3 engines)|annual": {
            "usd": 34.2,
            "checks": 4560,
            "costPer1kUsd": 7.5
          },
          "Professional preset (200 daily + 500 weekly prompts, 5 engines, UGC Impact Analysis)|monthly": {
            "usd": 659.59,
            "checks": 41275,
            "costPer1kUsd": 15.98
          },
          "Professional preset (200 daily + 500 weekly prompts, 5 engines, UGC Impact Analysis)|annual": {
            "usd": 527.67,
            "checks": 41275,
            "costPer1kUsd": 12.78
          },
          "Enterprise preset (500 daily + 2,000 weekly + 5,000 monthly prompts, all 7 engines, UGC Impact Analysis)|monthly": {
            "usd": 3137.09,
            "checks": 202300,
            "costPer1kUsd": 15.51
          },
          "Enterprise preset (500 daily + 2,000 weekly + 5,000 monthly prompts, all 7 engines, UGC Impact Analysis)|annual": {
            "usd": 2509.67,
            "checks": 202300,
            "costPer1kUsd": 12.41
          },
          "Worked example: in-house brand (50 daily + 300 weekly + 1,000 monthly prompts, all 7 engines)|monthly": {
            "usd": 230.95,
            "checks": 26775,
            "costPer1kUsd": 8.63
          },
          "Worked example: in-house brand (50 daily + 300 weekly + 1,000 monthly prompts, all 7 engines)|annual": {
            "usd": 184.76,
            "checks": 26775,
            "costPer1kUsd": 6.9
          },
          "Worked example: agency roster (10 clients x 50 weekly prompts = 500 weekly prompts, all 7 engines)|monthly": {
            "usd": 130.72,
            "checks": 15225,
            "costPer1kUsd": 8.59
          },
          "Worked example: agency roster (10 clients x 50 weekly prompts = 500 weekly prompts, all 7 engines)|annual": {
            "usd": 104.58,
            "checks": 15225,
            "costPer1kUsd": 6.87
          },
          "Worked example: enterprise long tail (1,000 monthly prompts, all 7 engines)|monthly": {
            "usd": 61,
            "checks": 7000,
            "costPer1kUsd": 8.71
          },
          "Worked example: enterprise long tail (1,000 monthly prompts, all 7 engines)|annual": {
            "usd": 48.8,
            "checks": 7000,
            "costPer1kUsd": 6.97
          },
          "Homepage example: 100 weekly prompts, all 7 engines|monthly": {
            "usd": 26.17,
            "checks": 3045,
            "costPer1kUsd": 8.59
          },
          "Homepage example: 100 weekly prompts, all 7 engines|annual": {
            "usd": 20.94,
            "checks": 3045,
            "costPer1kUsd": 6.88
          },
          "Configurator example: 50 weekly prompts on ChatGPT, Google AI Overviews and Perplexity|monthly": {
            "usd": 6.1,
            "checks": 653,
            "costPer1kUsd": 9.35
          },
          "Configurator example: 50 weekly prompts on ChatGPT, Google AI Overviews and Perplexity|annual": {
            "usd": 4.88,
            "checks": 653,
            "costPer1kUsd": 7.48
          },
          "Configurator example: 150 daily prompts on 5 engines|monthly": {
            "usd": 202.5,
            "checks": 22800,
            "costPer1kUsd": 8.88
          },
          "Configurator example: 150 daily prompts on 5 engines|annual": {
            "usd": 162,
            "checks": 22800,
            "costPer1kUsd": 7.11
          },
          "Configurator minimum (100 monthly prompts, 1 engine)|monthly": {
            "usd": 1,
            "checks": 100,
            "costPer1kUsd": 10
          },
          "Configurator minimum (100 monthly prompts, 1 engine)|annual": {
            "usd": 0.8,
            "checks": 100,
            "costPer1kUsd": 8
          }
        },
        "scenarios": {
          "S|monthly": {
            "status": "fits",
            "plan": "Configurator example: 50 weekly prompts on ChatGPT, Google AI Overviews and Perplexity",
            "costUsd": 6.1,
            "addOnsUsed": [],
            "reason": null,
            "detail": "prompt units needed = 50"
          },
          "S|annual": {
            "status": "fits",
            "plan": "Configurator example: 50 weekly prompts on ChatGPT, Google AI Overviews and Perplexity",
            "costUsd": 4.88,
            "addOnsUsed": [],
            "reason": null,
            "detail": "prompt units needed = 50"
          },
          "M|monthly": {
            "status": "fits",
            "plan": "Configurator example: 150 daily prompts on 5 engines",
            "costUsd": 202.5,
            "addOnsUsed": [],
            "reason": null,
            "detail": "prompt units needed = 150"
          },
          "M|annual": {
            "status": "fits",
            "plan": "Configurator example: 150 daily prompts on 5 engines",
            "costUsd": 162,
            "addOnsUsed": [],
            "reason": null,
            "detail": "prompt units needed = 150"
          },
          "L|monthly": {
            "status": "not-supported",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "The vendor does not support Claude, Grok.",
            "detail": "engine(s) not supported: claude, grok"
          },
          "L|annual": {
            "status": "not-supported",
            "plan": null,
            "costUsd": null,
            "addOnsUsed": [],
            "reason": "The vendor does not support Claude, Grok.",
            "detail": "engine(s) not supported: claude, grok"
          }
        },
        "bestRate": {
          "plan": "Worked example: agency roster (10 clients x 50 weekly prompts = 500 weekly prompts, all 7 engines)",
          "usd": 130.72,
          "checks": 15225,
          "costPer1kUsd": 8.59
        },
        "largestPlan": {
          "plan": "Enterprise preset (500 daily + 2,000 weekly + 5,000 monthly prompts, all 7 engines, UGC Impact Analysis)",
          "usd": 3137.09,
          "native": 3137.09,
          "currency": "USD",
          "prompts": 7500,
          "checks": 202300,
          "runFrequency": "configurable"
        }
      },
      "flags": {
        "priceEstimate": true,
        "agencyRouteEligibilityUnconfirmed": false,
        "excludeFromAggregates": true,
        "note": "Estimate — ZipTie has no tiers; prices are per-month estimates read from its public configurator on 2026-10-03, and no minimum spend is published. Shown in the table with an estimate badge and left out of headline ranges and medians."
      },
      "changesSince20260531": "Verified on 2026-10-03 against the 2026-05-31 lead list, which had 'ZipTie - ziptie.dev', engines AIO/ChatGPT/Perplexity, 'Pro $159/mo (2,000 searches)' and no agency program. (1) The product now sold is ziptie.ai. ziptie.dev and its pricing URL redirect to ziptie.ai/welcome/ and ziptie.ai/pricing/; the vendor calls ziptie.dev 'our original product' that 'keeps running as long as it has active users'. (2) Tiered plans are gone. ziptie.ai uses a configurator ('Nothing is tiered'): $0.30 per daily prompt slot per month (weekly 1/7, monthly 1/30) times an engine multiplier (x2.85 for 3 engines, x6.1 for 7). The presets start at $42.75/month (Starter: 50 daily prompts, 3 engines), there are 5% / 10% / 20% discounts for quarterly / semi-annual / annual billing, and paid add-ons for UGC Impact Analysis (x1.8), Content Generation ($20 per context) and API & MCP ($10). No $159 Pro plan is published any more. (3) Engines went from 3 to 7: Google AI Mode, Microsoft Copilot, Bing AI Overview and Google Gemini were added. (4) An Agencies page now documents multi-client setups (shared prompt pool, client Guest viewers) and states that there is no white-label. (5) The vendor names its answer-collection providers: BrightData and DataForSEO. (6) Legal entity: ZIPTIE, INC. (Texas), operating from Poland. (7) A 7-day free trial with no card (25 daily prompts, 3 engines) is offered."
    }
  ]
}
