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The pipeline, in the open

Every number below is computed from our production database — the same data our customers' dashboards run on, pooled and anonymized. No projections, no marketing math. Collecting daily since July 4, 2026.

That last number is the whole thesis: engines cite third parties 92% of the time. AI visibility is mostly won off your own website — which is why it has to be measured, not assumed.

Engines don't behave alike

Same prompts, same days — different engines. Answers from the last 28 days; engines with fewer than 20 answers in the window are omitted rather than shown on thin data.

How each engine is sampled — real consumer surfaces where they diverge from developer APIs — is documented on the methodology page, including the published day-over-day stability number. Aggregates refresh hourly.