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By: Marissa Incitti
Amazon is piloting ChatGPT Ads inventory through Amazon DSP, letting advertisers extend campaigns into conversational experiences inside OpenAI’s assistant. Delta Vacations is among the first U.S. brands testing it. The buy runs as a managed service on CPC and CPM, includes product feed ads generated from catalogs, and is U.S.-only at launch.
Read quickly, it looks like Amazon reversing course on OpenAI. It isn’t. Amazon’s crawler blocks are still in place, which means Amazon will pay to appear in the conversation but still won’t let the conversation into its catalog. The walled garden didn’t open. Amazon just bought billboards outside the wall — and is collecting the media fee on the way through.
For brands, this adds a third surface to the two-rail model: a paid layer inside the open rail, bought with closed-rail infrastructure. Organic agent visibility and paid agent visibility are now separate line items, and only one of them is purchasable.
Amazon advertisers can now extend campaigns into ChatGPT as part of a new partnership with OpenAI. The specifics worth writing down:
Context for scale: ChatGPT’s ads business launched earlier this year and recently reached a $1 billion annualized revenue run rate, with tens of thousands of advertisers. Amazon runs the third-largest digital ad platform and approached $70 billion in ad revenue last year. OpenAI had previously worked with Target’s and Albertsons’ retail media networks; Amazon’s is considerably larger.
One detail I’d flag for anyone tracking the DSP landscape: OpenAI was reportedly in conversations with The Trade Desk earlier this year. It landed on Amazon instead.
Back in October, I argued that commerce was splitting into two rails: an open rail, where assistants like ChatGPT handle discovery and increasingly checkout, and a closed rail, where Amazon keeps discovery, ads, and attribution inside its own walls.
Amazon buying ChatGPT inventory looks like the closed rail cracking open. Look closer and the opposite is true.
The crawler blocks are still up. Amazon’s robots.txt restrictions on OpenAI’s crawlers — the ones that handle live browsing and search — remain in force, alongside blocks on Google, Meta, Perplexity, and Anthropic. ChatGPT still cannot pull Amazon’s catalog, pricing, or reviews into an organic recommendation. The ad revenue at stake explains why.
Amazon’s own agent is going the other way. In May, Amazon “retired” Rufus and folded it into Alexa for Shopping, now sitting directly in the main search bar for every signed-in U.S. shopper, no Prime, no Echo required. It ships with agentic capability, including a “Buy for Me” function that shops other retailers on the customer’s behalf. We covered what that shift does to product visibility in The Future of Amazon Advertising Isn’t Winning the Click. It’s Earning the Recommendation.
And this isn’t Amazon’s first move outward. Last year Amazon quietly added offsite placements to Sponsored Products, auto-applying a “maximize reach” setting that pushed spend beyond the marketplace. Same logic, smaller stage: capture reach off Amazon without giving up anything that happens on it.
Put those together and the strategy is consistent:
Amazon wants to be the agent everywhere. It does not want to be a data supplier to someone else’s.
Selling ad inventory inside ChatGPT fits that perfectly. Amazon monetizes a channel it can’t control organically, keeps its first-party shopping and streaming data as the targeting advantage, and gives OpenAI nothing it was previously refusing to give. The door stays locked. Amazon is now renting the doorway.
I’ll also note the prediction that aged well: in the October post, “retail media redefinition: ads embedded within AI chats and agent recommendations” was on the what-comes-next list. That took about eleven months.
The two-rail framework still holds. What it needs is a third column.
| Open Rail (Organic) | Open Rail (Paid) — new | Closed Rail | |
|---|---|---|---|
| Players | ChatGPT + Walmart, Etsy, Shopify | ChatGPT Ads via Amazon DSP | Amazon / Alexa for Shopping |
| How you appear | Agent surfaces you conversationally | You buy placement beneath the answer | Amazon’s assistant surfaces you |
| Who controls it | The assistant’s retrieval and ranking | OpenAI controls delivery; Amazon controls the buy | Amazon controls everything |
| Can you buy your way in? | No | Yes | Partially, via Amazon Ads |
| What it costs you | Structured data and content work | Media spend | Both |
| The brand job | Make yourself retrievable and quotable | Test the buy, insist on measurement | Feed the assistant clean signals |
The important shift: organic and paid agent visibility are now separate disciplines with separate owners. Organic still requires the structured-content work with clear attributes, “best for” statements, disambiguated variants, seeded Q&A. Paid is a media line item. Teams that treat them as one initiative will underinvest in the harder one, which is organic.
It also adds a third place for decisions to fragment. As our president and COO, Dani Nadel, argued in Forbes, agentic commerce doesn’t fix siloed decision-making, it distributes it across more surfaces. A conversational ad buy managed apart from your pricing, inventory, and on-Amazon media is one more disconnected decision, not one more channel.
If you’re an endemic Amazon brand, nothing here restores your visibility in organic ChatGPT recommendations. Your catalog is still blocked. What’s new is that you can buy a placement under the answer that doesn’t include you, which is a real workaround for a visibility gap Amazon itself created.
If you’re nonendemic (you don’t sell on Amazon) this is arguably the bigger story. Amazon’s audience and behavioral data are now usable to target conversational placements without any Amazon retail relationship. Delta Vacations is the tell: a travel brand, not a marketplace seller. That’s who the pilot is built for.
If you sell across marketplaces, your discovery strategy now has three budget lines instead of two, and the third one is priced like media, not like content ops.
The October forecast was that ads would arrive inside AI chats. They have. The next set of questions is narrower and more practical:
The search bar is dissolving and the conversation is the new conversion and as of this week, the conversation has a rate card.
Q: Can Amazon advertisers now buy ads in ChatGPT? A: Yes. ChatGPT Ads inventory is available through Amazon DSP as a managed service in a U.S. pilot, priced on CPC and CPM, with product feed ads that generate creative from product catalogs.
Q: Does this mean Amazon stopped blocking ChatGPT’s crawlers? A: No. Amazon’s robots.txt restrictions on OpenAI’s crawlers remain in place. ChatGPT still can’t pull Amazon’s catalog into organic recommendations. Amazon is buying ad placements, not opening its data.
Q: What do ChatGPT ads look like to a shopper? A: Text and image units appearing beneath organic ChatGPT responses with clear sponsored labels. OpenAI controls all ad delivery decisions through its own systems.
Q: Who is this best suited for? A: Nonendemic advertisers — brands that don’t typically sell on Amazon — stand to gain the most, since it gives them access to Amazon’s shopping and streaming data for targeting without a marketplace relationship. Delta Vacations is among the pilot brands.
Q: What reporting do advertisers get? A: Aggregated performance data covering impressions, clicks, cost per result, CPM, and CPC.
Q: Should brands stop optimizing for organic AI discovery now that they can buy placement? A: No. Paid placement doesn’t make your products retrievable in organic answers. The two work differently and need separate investment.
Q: What happened to Amazon Rufus? A: Amazon retired the standalone Rufus chatbot in May 2026 and folded it into Alexa for Shopping, which now sits in Amazon’s main search bar for signed-in U.S. shoppers and includes agentic purchasing features.