Your Product Data Is Managed. Are AI Answers Using the Right Facts?
Product data management software organizes catalog records. But a clean internal catalog does not tell you whether an AI assistant recommends the correct product or repeats an outdated specification.
Keep your existing product data system
Your PIM, ERP or catalog remains the operational source for approved models, variants and attributes. ProductKnowledgeGraph is not a replacement PIM or a master data management platform.
Check the buyer-facing answer
Choose exact SKUs and the questions buyers ask. Compare captured AI answers against official product facts and inspect the destination URL the assistant provides.
Separate data problems from answer problems
An inaccurate catalog attribute requires an internal data correction. An inaccurate AI answer requires evidence of what the assistant actually said. Track these issues separately.
Start with a representative sample
Pilot a selected product set, review evidence and prioritize corrections under your control. Recheck the same buyer questions without promising rankings or sales.
Check AI Answers Against Product Data
Related resources
Product data management · PIM vs AI verification · Digital shelf and AI answers
ProductKnowledgeGraph · Enterprise · AI shopping visibility · Agentic commerce · Evidence