Why product data matters in a conversation
When someone asks ChatGPT which product to buy, the quality of the answer depends on whether the model has accurate, current product information to work from. That is what structured catalog data is for: correct prices, real availability, and descriptions that make it clear who a product is actually for. The same clean-catalog discipline that powers Google Shopping applies, but the output is a recommendation in prose rather than a grid of listings.
Feeds vs ads, two different tracks
| | Sponsored ads | Product / merchant data |
|---|
| What it is | Paid placement in an answer | Structured catalog information |
| Built in | OpenAI Ads Manager | Merchant / commerce integration |
| Targeted by | Natural-language context hints | Not a targeting mechanism |
| Needed to advertise? | Yes | No, not for standard sponsored results |
We deliberately do not publish a feed spec. Field requirements and submission steps are set by OpenAI and are still changing as their commerce features roll out. Any third-party spec table, including one from us, would go stale and could cost you a rejected feed. Use OpenAI's own merchant and shopping documentation as the authority. What we add instead is evidence: the real retail advertising we can actually observe inside ChatGPT.
What retail actually looks like in ChatGPT today
We have captured sponsored results from 373 advertisers across consumer commerce categories inside ChatGPT. Before you invest in feed work, it is worth seeing how consumer brands are buying visibility in product conversations right now.
QuinceBed Bath & BeyondRugs USACastleryHungryrootFulton and Roark LLCiHerbSchwarzkopfNOBULLALO
ChatGPT shopping ads guide →FAQ
ChatGPT product feeds, answered
The questions people actually ask.
01What is a ChatGPT product feed?
A product feed is a structured file of your catalog, things like product title, description, price, availability, image, and link, that a platform ingests so it can represent your products accurately. In a conversational surface like ChatGPT, feed data is what lets a model reference a real, in-stock product with a correct price instead of a generic description. OpenAI's merchant documentation is the authority on the current feed format and how to submit one.
02Do I need a product feed to run ads on ChatGPT?
No, not for standard sponsored results. The ads we capture inside ChatGPT are written creatives, a title, a description, and a link, created in the Ads Manager and targeted with natural-language context hints rather than assembled from a catalog. Product-feed and merchant integrations are a separate track of OpenAI's commerce work.
03How is a ChatGPT product feed different from a Google Shopping feed?
A Google Shopping feed powers keyword-matched product listings rendered as a grid. In a conversational surface, product data is used to ground a recommendation inside an answer, so accuracy, availability, and clear product descriptions matter more than keyword coverage in fields. The underlying discipline, clean and current catalog data, is the same.
04How do I submit a product feed to OpenAI?
Submission requirements are set by OpenAI and are still evolving as their commerce features roll out, so check OpenAI's own merchant and shopping documentation for the current process rather than relying on third-party summaries, including this one.
05Which retail brands are already visible in ChatGPT?
We have captured sponsored results from 373 advertisers across consumer commerce categories inside ChatGPT, spanning fashion, beauty, home, electronics, and food, which shows how consumer brands are already buying visibility in product conversations today.