No observation proves a citation, model influence or a sale by itself.
Is AI Getting Your Products Right — or Recommending Your Competitors?
Buyers are increasingly asking AI what to buy before they reach a store or
product page. ProductKnowledgeGraph helps you see where your products are
missing, which competitors appear instead, and whether the buyer reaches the
right official destination.
See where you are losing consideration
Run buyer questions, identify addressable product-information gaps, review the
exact correction, publish only after approval, and ask the same questions again
to see what changed.
Evidence, not assumptions
ProductKnowledgeGraph keeps crawler access, retrieval, citation, recommendation
and purchase as separate evidence states. A crawler visit is not a citation, and
a citation is not proof of a sale.