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.
Product Announcements06 October 20269 min read
Why a Wix Product Catalog Alone Isn’t Enough for AI Shopping
Wix merchants already have product data. See why AI shopping requires two connected layers: Company Truth and Product Truth.
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.
Product Announcements30 September 20266 min read
ProductKnowledgeGraph is now available as a ChatGPT Plugin
Buyers increasingly ask AI what to buy before visiting a website. ProductKnowledgeGraph is now available directly in ChatGPT to help brands see where products are surfaced, where competitors win, and what can be fixed.
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.
Product Announcements21 September 20264 min read
Product Knowledge Graph for WooCommerce
Connect your WooCommerce product catalog to Product Knowledge Graph and make accurate, structured product information easier for AI systems to discover and understand.
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.
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.
Product Announcements03 May 20263 min read
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.
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.
LLM14 March 20262 min read
AI Doesn't Read a Product Page. It Reconstructs a Product.
An answer is assembled from manufacturer pages, regulatory databases, retailer listings and component documentation. The AI is not reading your page — it is reconstructing an identity.