The Lab
We operate this site as a public GEO experiment. The Lab shows what the AI crawlers are doing to us, whether the LLMs cite us, and which experiments we are running on ourselves — in real numbers, updated as they land.
AI crawlers
Crawler hits: measurement in progress — the pipeline is scheduled but has not produced data yet. We show "pending," never a fabricated zero.
Citation rate
Citation rate: measurement in progress — the pipeline is scheduled but has not produced data yet. We show "pending," never a fabricated zero.
Experiments
4
0 running · 3 planned · 1 closed
GEO self-compliance
100%
4/4 live pages pass their GEO threshold · enforced at deploy
Experiments
Full log →- exp-004planned
Does inclusion in llms-full.txt change crawl or citation?
Proposed — not started. Awaiting selection and control/treatment sign-off.
- exp-003planned
Does an answer-first opening change how often we're cited?
Proposed — not started. Awaiting selection and control/treatment sign-off.
- exp-002planned
Does FAQPage schema raise AI crawl frequency or citation?
Proposed — not started. Awaiting selection and control/treatment sign-off.
- exp-001concluded
Baseline established — the day-zero snapshot
At launch the live corpus was 2 articles (both cornerstone) plus 6 glossary terms; robots.txt welcomes the major AI crawlers and Cloudflare runs DNS-only, so…
This is the first cut of the Lab. The traffic, crawler, and citation panels light up as the observability pipelines stream their first runs. Underlying datasets are published under /datasets as they come online.