Feedlegible

Feedlegible checks whether AI shopping assistants can read an online store's public pages, with extra checks for Shopify stores. Give it a store URL and it checks the public storefront: product structured data, product feed fields, discovery files such as llms.txt and robots.txt, AI crawler access, policy pages and checkout signals. It also asks AI assistants a few shopping questions for what the store sells and shows whether the store is mentioned and which brands are mentioned instead. You get a 0-100 score, a score for each area, the AI answers, the most severe issues and a link to the full report. Ask about any issue to see why it matters, how to fix it and a code snippet where one applies. Who it's for: store owners, ecommerce marketers and agencies working on how their products appear in AI answers. Limits: Feedlegible reads only public storefront pages. It needs no sign-in, cannot change the store, cannot see private admin data and cannot guarantee that an AI assistant will mention a product. AI answers are one live check and vary from day to day. Password-protected stores can't be checked.