How to make your beauty products AI-discoverable on Shopify

Most beautystores are invisible to ChatGPT shopping, Claude, and Perplexity commerce. Here's exactly what to fix.

Metafields agents need from Beauty

• ingredients
• skin_type
• scent
• vegan
• cruelty_free

Common agent queries for this category

• “vitamin C serum for sensitive skin”
• “vegan lipstick red”
• “fragrance-free moisturizer”

Why hygiene matters here

Beautybuyers shopping via agents ask narrow, structured questions. If your products don't have the metafields above, the agent literally can't answer the customer — and the customer never sees your store. The fix is mechanical, not creative.