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Omordia Wisdomleft a comment
Hey Product Hunt! 👋 Wisdom here, founder of CITAQ. The idea came from a frustrating observation: AI shopping agents are already being used to recommend and purchase products — but they're doing it by reading marketing copy. That's a structural problem. Marketing copy is written to persuade, not to inform. When an AI agent retrieves a product claim — "industrial-grade," "100% organic,"...
CITAQVerify product catalog claims for AI shopping agents.
CITAQ converts product catalog claims into machine-verifiable citation graphs. This allows AI agents to retrieve verifiable product facts instead of marketing claims.
CITAQVerify product catalog claims for AI shopping agents.
Omordia Wisdomstarted a discussion
How are you currently handling product data trust for AI agents?
One thing I kept running into while building CITAQ: most teams working on AI shopping agents are either scraping retailer pages, trusting merchant-provided feeds, or pulling from aggregators like Google Shopping. All three have the same problem — the data is unverified at the claim level. An agent retrieving "waterproof to 50m" has no way to know if that's a tested specification or a line...