Diagnose
Stop guessing why ChatGPT won't say your name.
For every losing query, you see the engine's full answer, the competitor it cited, and the source page the citation pointed at. That turns "we're invisible in AI" into a concrete content TODO list.
What you see for every losing query
The exact answer
Verbatim engine response, captured at probe time, with the cited sources highlighted.
Who beat you
Competitor name, citation count, and the URL the engine grabbed the answer from.
Why they won
Structured analysis of what their cited page does that yours doesn't — schema, FAQ, comparison framing, recency.
The fix
One-click action: ship an answer page, claim your listing on the relevant comparison hub, or publish a release.