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Ecosystem partner

Mücahit Kaya

Founded AI Tools Police; published the audit of 76 AI products against their own documents.

AI Tools Police

The independent publication founded by Mücahit Kaya: it investigates AI companies, products and claims through primary documents, with verified pricing and real user reports

FounderMücahit KayaLinkedInaitoolspolice.com

RESEARCH 01 · 76 AI PRODUCTS · 15 CATEGORIES AI Tools Police They publish what they're selling,not what you're buying WHAT YOU NEED TO SIGN UPHeadline price93.1%67/72Annual billing terms97.8%45/46Refund position94.4%68/72Cancellation route94.4%68/72 WHAT YOU NEED TO BUDGETCredit unit defined79.2%38/48Limits quantified50%36/72Credit-to-output rate41.7%20/48Watermark position39.7%25/63Failed-generation charging10.9%7/64 PRE-REGISTERED, DOCUMENTS-ONLY AUDIT · DATASET FROZEN 17 AUGUST 2026 · PREPRINT DENOMINATOR: PRODUCTS WHERE THE ITEM APPLIES
Featured research · August 2026

4.1 billion tokens, 76 AI products

76 consumer AI products in 15 categories were audited using only their own pricing pages, terms and help documents. What you need to sign up is almost always there: headline price 93.1%, refund position 94.4%. What you need to budget usually is not: whether a failed generation is charged is documented for only 10.9%.

4.1Btokens spent
80.25median transparency index
0.811instrument consistency (α)
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Source: AI Tools Police, Pricing Transparency Audit (our ecosystem partner)

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