Scan your owned product evidence, then probe a real answer engine (Gemini) to measure how often your store is cited for catalog questions — a measured citation rate, not an estimate from product counts.
Agentic Catalog Repair
Get your catalog cited by AI shopping answers
Shoppers increasingly ask AI assistants such as ChatGPT and Perplexity what to buy. Agentic Catalog Repair probes an answer engine to measure whether those answers cite your store, shows you the product-data gaps behind it, and fixes them — safely, inside Shopify.
See the specific product-data gaps — missing specs, structured data, FAQ context — that make a competitor easier for an AI answer to cite than you.
Approve fixes and write them back through Shopify's official GraphQL API. Live changes are limited to fields you approve; everything else stays preview/audit-only.
What it changes in your store
Live Shopify writes are limited to merchant-approved barcode/GTIN updates and approved AI product-content updates (SEO title, SEO description, product description). Price, availability, structured-data, and theme workflows remain preview, explanation, and audit only.