ProductKnowledgeGraph · Independent evidence

TPF LLc

Action Center

Source-backed products and publicly published Product Truth for this company.

Independently observed workspace. Public source facts are not manufacturer-approved Product Truth. Owner-only actions require verified membership.

Independent product candidates
0
Canonical published products
40

Independently observed products

Each candidate has a dated, source-backed evidence page and machine-readable records.

No matching published source-backed product records.

Published canonical product profiles

Previously published Product Truth and source records remain unchanged; their current canonical links are opaque.

Machine discovery: workspace AI sitemap · all published PKG AI resources · LLM instructions.

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.

Enterprise AI product verification · Verify AI product facts · AI shopping visibility · Agentic commerce

Run the free Product AI Visibility Pilot

Browse canonical product profiles · See how evidence is measured

Pricing · Research and product updates

How AI reads product data · What our records show · Glossary