Across 663 real shopper searches run live against the Shopify catalog, a product often turns up as a match without ever stating the attribute the shopper asked for.
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This is one slice. The full picture is the report.
The Catalog Visibility Report
How AI agents read the whole Shopify catalog: what they can filter, what they only read, and where they go blind. Across twelve categories.
Read Report 01 →Score your own store
See your store the way an agent reads it, and the exact attributes it is missing, per product and per category.
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