Blog
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.
Enterprise AI01 October 202612 min read
ProductKnowledgeGraph vs. Yext: When AI Visibility Is Not Enough
AI visibility is only the beginning. See how ProductKnowledgeGraph and Yext differ when enterprises need authoritative product truth, provenance, verification, and evidence.
Enterprise AI25 September 202615 min read
Yoast WooCommerce SEO vs ProductKnowledgeGraph: Google SEO vs AI Product Discovery
Yoast WooCommerce SEO helps products get found in Google. ProductKnowledgeGraph shows whether AI recommends your product or a competitor — and where it sends the buyer.
Enterprise AI14 August 20262 min read
Your Product Can Be Correct Everywhere — and Still Be Wrong in AI
AI can retrieve the right facts and still build the wrong product.
Enterprise AI11 June 20263 min read
The FCC Record Was Correct. The Manufacturer Was Correct. The AI Answer Still Needed Review.
A correct regulatory record is not enough. AI also needs to know what the record is a record of.
Enterprise AI21 April 20262 min read
FDA Data Can Be Correct While the AI Interpretation Is Wrong
For regulated products, knowing the right fact is not enough. AI must know which product the fact belongs to and what the authority actually said.