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 the commercial terms each vendor publishes, combined by a published, versioned method anyone can recompute.
Who runs it
Minel Gunesoglu
Founder, Vouch
Founder of Vouch. Builds every published score from dated public evidence (arena data, sample-weighted review aggregates and vendor terms) and reads the community record behind it.
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.
Editorial rules
- Every published number is dated, sourced and reproducible from committed inputs.
- A dimension we cannot measure is never estimated. Where a measurement is genuinely unavailable, a measurable substitute takes its place for that tool, chosen from evidence already held and declared on the card.
- Community quotes are real, dated and linked to their source.
- Stale scores are flagged and re-collected; a discontinued tool is not published as though it were still live.
- Category pages are ordered by composite and the top score is computed from the scores, never chosen. Every card states how much of it was measured, so a placing can be read with its coverage.
- No tool, sponsor or not, has ever seen its score before publication.