Insights · October 13, 2026
Rank in ChatGPT Shopping: US results now come from OpenAI's own product index
A debug API reported on October 19 shows ChatGPT Shopping pulls US products from OpenAI's own Labrador index and European products from Google Shopping. What that means if you want to rank in ChatGPT.
If you sell products and want to rank in ChatGPT, where your listings come from now depends on the country. Metehan Yeşilyurt reported on LinkedIn on October 19 that his team found a ChatGPT debug API returning around 150,000 lines of retrieval data per prompt, and Masters of Search summarized it on October 20: in the US, ChatGPT Shopping draws products from OpenAI's own index, called Labrador, built from product feeds. In Europe it still pulls from Google Shopping.
What else the debug data showed
US shops can carry a “verified seller” flag. In one test, a shop held 25 of 32 candidate products and placed none in the results. The team also says ChatGPT reads only about the first 50 tokens of a product description, roughly 40 words, that listing variants separately gives more chances at a carousel slot, and that OpenAI is running an A/B test labelled “No Amazon”. Yeşilyurt credits the underlying research to Malte Landwehr. These are one team's readings of an undocumented system, not an OpenAI spec, so treat them as leads to test.
The shelf is getting bigger too. Search Engine Watch reported on October 19 that ChatGPT is testing a larger product carousel with black “Shop now” buttons for ecommerce queries.
What we check first to get your brand into ChatGPT Shopping
- Selling in Europe: compare your ChatGPT Shopping appearances with your Google Shopping rank for the same queries. If they move together, Google is still the gate.
- Selling in the US: treat your product feed as the listing, and put the facts a buyer needs in the opening line of each description.
- Test separate variant listings on a few products before changing the whole catalog.
- Run the same shopping prompts several times. One carousel screenshot proves very little.
Shopping answers are not only a ChatGPT story. Our sister agency CheapAITraffic looked at how often Google now puts an AI answer on buying searches, and the same product facts feed both.
Why ChatGPTKing
ChatGPTKing has one focus: getting brands into ChatGPT, shopping answers included, and hearing what ChatGPT says about them through ChatGPT social listening. When retrieval differs by market, we check by market instead of trusting one screenshot. No monthly retainers; you pay only for compute, managed by neetbros. We are independent of OpenAI and never sell ChatGPT ad inventory. Product launches can also run as AI visibility campaigns for product brands through neetbros. Request a private review.
Want your brand in ChatGPT? Request a private review. Campaigns delivered with neetbros campaigns.