Why generic AI fails on Shopify catalogs (and what spec-grounded AI changes)
Generic AI tools hallucinate product specs, lose your brand voice, and produce translations that miss the cultural register. The fix isn't prompt engineering — it's structural. AI built on your canonical product attributes can't invent fields that don't exist. Here's what that looks like in production.






