How ChatGPT, Gemini and Google AI describe you, in numbers
It measures how AI assistants describe you and whether a site change moves anything — with a sample and an interval, not anecdotes.
We build and run it ourselves. Updated:
The experience
What it actually looks like.
Captures come after launch — we do not show a staging environment as a published product.
The problem · What we built
The problem
Nobody could say, with numbers, how AI assistants describe a brand or whether a content change moved anything.
What we built
A closed loop: discover, measure, diagnose, prioritise, fix, validate. AI engines are queried through their official APIs; every rate comes with its sample; nothing is shown under 5 answers.
Services actually used
Only the services that were really used in the project.
Result
2 approved improvements shipped on the pilot site
Delivered built and shipped; it can be checked
Timeline
- donePilot on a dental clinic
- done · Multi-provider architecture
- nowAvailable in Guided Optimisation, for clients
Technology (for the curious)
Cloudflare WorkersD1R2Durable ObjectsSearch Console APIGA4MCP
Related work
More of the same kind.
LiveOwn product
Valhalla — the engine behind Guided Optimisation
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LiveOwn product
Purceas.com — the site that is also the demo
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BodyFit Dristor
Websites & landing pages · Apps & software · AI chatbots · Google Ads & paid ads · Automation
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