Agency product, piloted on a dental clinic · staging

An AI-search visibility operating system

Challenge

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

System

A closed loop — discover, measure, diagnose, prioritize, fix, validate, learn, attribute — sampling AI engines through official APIs, every rate with a sample size and a Wilson interval, brand-truth facts checked against AI claims, opportunities turned into briefs and experiments, GA4 AI referrals attributed, weekly runs on a durable scheduler, client report archived.

Technology

Result

• 13 MCP tools, a client portal and a weekly report on staging
• Two approved opportunities executed on the pilot site
• Nothing shown under n < 5 — by rule