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The Brand Lens
ShipNovember 13, 20264 min readby Sav Banerjee

ChatGPT Ads: how to buy, measure and govern ads inside AI answers.

In May 2026, OpenAI opened self-serve ChatGPT Ads with CPC and CPM bidding and conversion tracking. Demand is already there: US users asked AI about ChatGPT Ads 729K times in October alone. The brands that win will plan the ad and the answer together. Part 2 of The AI Front Door.

Builders in conversation at an OpenAI Builder Lounge session in New York
OpenAI Builder Lounge, NY Tech Week, June 2026. Photography: Alex Korolkovas

For twenty years, paid search meant bidding on what people typed. ChatGPT Ads change the unit of advertising from a keyword to a conversation. The ad now sits beside an answer the buyer already trusts, which raises the stakes on every word you put there.

The market moved in May

On May 5, 2026, OpenAI opened new ways to buy ChatGPT Ads: a self-serve Ads Manager in beta, click-based (CPC) bidding next to impression-based (CPM), and conversion measurement through a Conversions API or pixel. Google followed with clearly labeled ad tests in AI Mode. AI answers are now a media channel.

How ChatGPT Ads are bought: self-serve Ads Manager or via partners; CPM or CPC bidding; Conversions API or pixel — OpenAI, May 5 2026
How ChatGPT Ads are bought: self-serve Ads Manager or via partners; CPM or CPC bidding; Conversions API or pixel — OpenAI, May 5 2026

The demand is already there

In October 2026, US users asked ChatGPT and Gemini about AI search ads 874K times and about ChatGPT Ads 729K times (Profound). More than half of those ChatGPT Ads conversations ask the assistant to make something, from ad copy to campaign plans. Buyers want two things at once: a new place to advertise and a faster way to make the work.

Monthly US AI prompts: AI search ads 874K, ChatGPT Ads 729K, Black Friday ads 225K, AI Mode ads 111K, ChatGPT Ads agency 98K — Profound, Oct 2026
Monthly US AI prompts: AI search ads 874K, ChatGPT Ads 729K, Black Friday ads 225K, AI Mode ads 111K, ChatGPT Ads agency 98K — Profound, Oct 2026

Govern it like a brand, not a test

An ad next to an AI answer is read in context. If the answer says one thing and the ad another, you pay to look inconsistent, and in pharma or finance you pay twice. We run ChatGPT Ads as a governed workflow: agents draft, people approve, compliance reviews, and every result lands on one scorecard.

Governed ChatGPT Ads: brief, agents draft, compliance review, bid and pace, measure on one scorecard
Governed ChatGPT Ads: brief, agents draft, compliance review, bid and pace, measure on one scorecard

Your move

Pick the five questions where your buyers are ready to act.
Check what AI already says about you on those questions before you pay to appear next to it.
Launch one small CPC test with tracking live from day one, and a stop rule.
The AI Front Door series: Part 1 — AI Mode is the new front door · Part 2 — ChatGPT Ads (this piece) · Part 3 — Holiday 2026: AI shoppers

We plan, buy and measure ChatGPT Ads and AI search ads for brands and agencies, with compliance built in. Book a 30-minute call.

Frequently Asked Questions

How do I advertise on ChatGPT?

Register in OpenAI’s self-serve Ads Manager (in beta since May 2026), add payment, and set budgets, bids and pacing, or work through an agency or ad-tech platform. Enso Labs sets up the account, bidding and measurement and runs it as a managed service.

How are ChatGPT Ads priced?

You bid on impressions (CPM) or on clicks (CPC), so spend is set by your bids, budget caps and pacing. Enso Labs starts with a small, time-boxed test and a stop rule, then scales only what converts.

How are ChatGPT Ads measured?

With OpenAI’s Conversions API or a pixel, which report conversions in aggregate. Enso Labs joins that data to GA4 and your CRM and tests incrementality where spend allows.


Operate — This piece is part of Enso's Operate practice.

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