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Long-form guides on what AI shopping agents actually read, what Shopify stores get wrong, and the catalog hygiene that decides who gets surfaced. New posts as we find new patterns in the scan data.

What's coming next

  • Shopify metafields for AI shopping — Google Product Category, MPN, brand entity
  • How ChatGPT Shopping, Perplexity, and Google AI Mode pick differently from the same catalog
  • Headless Shopify gotchas: the four signals you lose when you go off the standard storefront
  • Writing product descriptions that AI agents can use as evidence

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