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What we measured

Findings on how AI systems read product data: what they get right, where they invent, and what makes a product record verifiable. Every model is named and every observation dated.

Your Product Can Be Correct Everywhere — and Still Be Wrong in AI

The FCC Record Was Correct. The Manufacturer Was Correct. The AI Answer Still Needed Review.

Why ProductKnowledgeGraph Pilots Start With Measurement, Not Integration

FDA Data Can Be Correct While the AI Interpretation Is Wrong

AI Doesn't Read a Product Page. It Reconstructs a Product.

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Why ProductKnowledgeGraph Pilots Start With Measurement, Not Integration

Product Announcements03 May 2026

Why ProductKnowledgeGraph Pilots Start With Measurement, Not Integration

Before trying to improve how AI understands a million products, prove that you can change what it understands about ten.