Built, awaiting client goAgency product, piloted on a dental clinic

An AI-search visibility operating system

Poor AI visibilityBad tracking

1. Issue detected

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

2. Verification

   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. Fix

   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

   13 MCP tools · 2 approved opportunities executed on the pilot

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