Product data for AI
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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.

Why a Wix Product Catalog Alone Isn’t Enough for AI Shopping

ProductKnowledgeGraph vs. Yext: When AI Visibility Is Not Enough

ProductKnowledgeGraph is now available as a ChatGPT Plugin

Yoast WooCommerce SEO vs ProductKnowledgeGraph: Google SEO vs AI Product Discovery

Product Knowledge Graph for WooCommerce

ProductKnowledgeGraph vs. Salsify: Two Approaches to Product Data for AI Commerce

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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Enterprise AI 08 September 202613 min read

ProductKnowledgeGraph vs. Salsify: Two Approaches to Product Data for AI Commerce

AI systems are becoming part of how products are discovered, compared, recommended, and purchased. But the two platforms approach that problem from different architectural starting points.