We put real buying questions to the AI answer engines — no vendor named in the question — and count who comes back. Type a product name and you get its answer: named or not, at what rank, on which engines, out of the same published files the category pages are built from. Free, no signup, no email.
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2,406 distinct products have been named across 39 categories and 3,960 answers so far. Nothing here is a rating we assigned; it is a count of what came back.
Most likely we have not measured your category yet — there are only 39. Say which one it is on the library home page and I run it and send you the result, free.
Every page here is free. $9.99 a month gets you one email when your own row moves; a $29.99 one-off report says why the engines name someone else. Both are linked from every product page.