Your Digital Shelf Looks Healthy. What Does AI Recommend?
Digital shelf analytics can show retail availability, content and channel performance. Buyers may also shortlist products inside AI assistants before visiting a retailer.
Retail visibility is not the same as AI recommendation
An in-stock product with complete retail content can still be missing from a captured AI answer. These are different observations and require different evidence.
Inspect products, competitors and destinations
Ask representative shopping questions and record the exact products and alternatives mentioned. Check whether the assistant links to the intended product page.
Keep reporting boundaries clear
ProductKnowledgeGraph does not claim to measure retailer sell-through, marketplace rank or incremental sales. It focuses on captured AI answers and verifiable product facts.
Run a focused buyer-question pilot
Select your priority models and compare AI answers over time. Use the findings to prioritize product content and official-source corrections.
Related resources
Product data management · PIM vs AI verification · Digital shelf and AI answers
ProductKnowledgeGraph · Enterprise · AI shopping visibility · Agentic commerce · Evidence