PilotAgency product, piloted on a dental clinic

How ChatGPT and Google AI describe you, in numbers

See, in numbers, how ChatGPT, Gemini and Google AI describe you — and whether a change on the site moves anything

Poor AI visibilityBad tracking

How we got there

1. Issue found

   Nobody could say, with numbers, how AI assistants describe the brand — or whether a content change moved anything.

2. How we checked

   AI engines sampled through official APIs; every rate reported with its sample size and a Wilson interval; brand-truth facts checked against what the AI actually claims.

3. Root cause

   AI visibility was judged by anecdote — one prompt, one day — with no sample, no baseline and no attribution back to traffic.

4. What we fixed

   A closed loop — discover, measure, diagnose, prioritise, fix, validate, learn, attribute — with opportunities turned into briefs and experiments, GA4 AI referrals attributed, weekly runs on a durable scheduler and the client report archived.

5. Measured Delivered

   2 approved improvements shipped on the pilot site

   Window: pilot on a dental clinicCaveat: Nothing is shown under n < 5 — by rule. No visibility uplift is claimed yet.