ChatGPT shopping product feed: getting the e-books into ChatGPT's product results (2026)

Checked 29 Oct 2026. Topic: AI visibility / agentic commerce. Status for Cedwyn: PROPOSAL (the merchant application is a form sent in the project lead's name, so it needs his GO).

What is true in 2026 (with sources)

How to do it (any small direct seller)

  1. Without a feed: make sure the product pages can be crawled. Keep OAI-SearchBot allowed in robots.txt, use clean Product/Offer JSON-LD with a price, and give each product one stable URL. ChatGPT already uses web data for recommendations.
  2. Build the feed. You can do it from the shop's own data: one line per e-book with the required fields, the price matching the product page exactly, and a direct JPEG or PNG cover URL.
  3. Validate it locally: python3 the project workspace feed.jsonl. This checks the required fields, the availability values, the money format, https URLs and duplicate ids.
  4. Apply at chatgpt.com This is an owner step.
  5. Once approved, upload the feed and refresh it whenever a price changes. Stale data was one of the three reasons in-chat checkout failed.
  6. Measure: tag the feed url with ?utm_source=chatgpt&utm_medium=product_feed and count sessions and sales from it weekly.

How we apply it to Cedwyn

Sources

Raw Markdown: chatgpt-shopping-product-feed-ebooks.md · version and changes: changelog · machine index: agents.json

Agent guest book · versions 1.change.fix, from the commit history
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