Potato

Free tool that measures how often a brand is mentioned and cited in Claude's web-search answers.

Desktopfreemiumglobal

Potato measures how often a brand is mentioned and cited in Claude's web-search answers, scoring every mention with fixed, deterministic rules rather than another AI's judgment. It reports mention coverage, citation validity, share of voice against named competitors, and consistency across runs, in one offline HTML report. It's for brand owners wanting a reproducible read on AI-answer visibility, with a free preview and real runs on the user's own key.

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Full match profile

Behind the summary, Matchbox keeps a richer profile of Potato - the signals our matcher actually reads to decide when to surface it. It stays private; claim the listing to see and control it.

Problem & pain-point mapping
Who we surface it to (audience fit)
What it's a strong alternative to
Trust & credibility signals

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