This is what your customers see when they ask ChatGPT for product recommendation
By liranhirschkorn · September 18, 2026 · Curated by George's Blog
This is what your customers see when they ask ChatGPT for product recommendations.
Amazon and OpenAI's ad partnership inside ChatGPT is live, but it's a pilot: a limited set of advertisers, US only. Odds are you're not in it yet.
None of that changes what's already happening here. Ask the free version of ChatGPT to recommend something in your category and you'll get a pick like this one: a photo, a price, a retailer and a Visit button. In this chat the retailer is Amazon, so the click lands on the listing. Other chats point the same card at the brand's own site instead.
Asked how it chose that product, it said it hadn't. The evidence behind the answer was for creatine as an ingredient, not for that brand. It took the first product card that came back and couldn't name one thing that put it ahead of the others: no third-party testing, no comparison, no price per serving.
In its words, the card was a search result, not a recommendation.
The ad underneath runs on a separate system, matched to the topic of the conversation rather than to the product picked above it, and clicking it opens that advertiser's homepage rather than a product page. Here it's a coaching service, which competes with nothing. Further down the same chat, that slot ran a rival creatine brand, sitting directly under the answer where ChatGPT conceded it hadn't evaluated the product it named.
Tap the recommendation and a panel opens with two summaries ChatGPT wrote itself, one on the product, one on what reviewers think. Thin review data produced a hedged summary that said nothing specific, and the one concrete citation it found came from a different retailer than the one selling it.
A model explaining itself after the fact isn't proof of how it works. But it didn't defend the pick either.
So the pilot decides who can buy the ad slot. Nothing ChatGPT could name decided who got recommended. A better product, a better listing and deeper reviews are what win you search rank on Amazon, and none of them got a look here.
Try it on your own category, on the free version. What did it pick? Could it tell you why? Let me know in the comments.