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Home/Blog/Shopify GEO Playbook/A product fact completeness check
BestFeed AI · GEO series

A product fact completeness check

Find missing, conflicting, and stale product facts before they confuse customers or AI systems.

Check the minimum identity set

Confirm product type, brand or series, intended use, variant difference, and the seller identity. Action: mark each field present, unclear, or missing.

Compare sources

Compare visible copy, variant fields, metafields, media captions, feeds, and structured data for conflicts. Action: resolve one conflict at a time and record the source used.

Mark unknowns

If a material, compatibility claim, or delivery promise is not verified, leave it out or label the limit.

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