April 23, 2026
7 min read
AI shopping agents will judge your catalog. Here's what they read first.
Agents parse your product data in under a second. Most Shopify catalogs fail on at least three of the six signals. Here's what to fix first — and why.
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How AI shopping agents rank products
A look inside the retrieval and ranking loop — from embedding similarity to LLM scoring — and what it means for your catalog position.
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The six-pillar catalog audit rubric
Why we chose these six signals, how we weight them, and what the research behind each pillar actually says about agent behavior.
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Why alt text is the cheapest lift you're ignoring
Multimodal agents caption your images before they rank you. An empty alt attribute costs you more than you'd think — and fixing it takes 30 minutes.