Peec, Profound, and Otterly tell you which queries buyers ask AI engines about your category. They stop at the dashboard. This tool takes that same export and does the next step — clustering the queries by intent, buyer stage, and theme, then mapping each cluster to the content that would actually earn the citation.
Upload the CSV export from your AI search tracker. If it has multiple columns, you'll pick which one holds the queries below.
The analysis is only as sharp as the context behind it. These details let the clustering map queries to your real competitive position.