
How Should Shopify Merchants Prepare Product Data for AI Shopping Assistants?
AI shopping assistants cannot reliably recommend a product from thin, inconsistent catalog data. Shopify’s current guidance points to a practical product-data audit: complete product facts, accurate policies, structured attributes, and a clear distinction between discovery settings and actual catalog controls.






