Find out why an LLM cited a competitor instead of you.

Paste any answer generated by an LLM. Our engine extracts every cited URL, parses structural signals (lists, stats, attribution language), compares those patterns to what you can ship on your domain, and highlights repair tickets that improve quoteability. We never invent citations or call models for you.

We do not sell LLM rankings. Nobody can measure them honestly. We sell what can be measured: structure, accessibility, and receipts to prove it.