Reader-supported — affiliate links never affect a score. Rankings are never sold. How scoring works →

About Vouch

Vouch exists because AI-tool marketing pages are indistinguishable from one another, and most “best AI tools” lists are rewrites of those marketing pages. We publish measured scores instead: public arena data, sample-weighted review aggregates, verified pricing and consumer-trust records, combined by a published, versioned method anyone can recompute.

Who runs it

Minel Gunesoglu

Founder, Vouch

Founder of Vouch. Runs the scoring benchmarks and reads the community evidence behind every published score.

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How the site makes money

Two ways, both disclosed. Some outbound links are affiliate links: buy through one and we may earn a commission at no extra cost to you. And vendors can pay to have a submitted tool reviewed sooner. Neither moves a score by a single point — anchors, weights and gates are fixed before scoring, and a paid submission that measures badly is published with its bad score.

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