Independent research
How AI agents read commerce catalogs.
Original research from Atomz on what AI shopping agents can see in a Shopify catalog, what they can filter, and where they go blind. Measured, not modelled.
September 2026
What Shoppers Search For
663 real shopper searches, run live against the Shopify catalog and scored by whether the products that come back actually say what the shopper asked for.
663 searches · 12 categories · live Catalog API
Read the resource →August 2026
The Shopify Catalog Visibility Report
How AI shopping agents read your products, and where they go blind.
Broad catalog sample · 12 categories
Read the report →Get started
See what an agent reads when it hits your store.
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