If you’ve been waiting for a way to test ChatGPT ads without a media agency or a five-figure commitment, it arrived this week. On 5 May 2026 OpenAI opened a beta of its self-serve ChatGPT Ads Manager to US advertisers. It removed the $50,000 minimum from the pilot. It also added cost-per-click (CPC) bidding next to the original cost-per-impression (CPM) model.
In this guide I explain how ChatGPT ads actually work and what OpenAI has promised about privacy and keeping its answers independent. I also cover how to set up your first campaign, what I’d test first, and how paid ads sit next to the organic visibility you may already have in ChatGPT answers.
How We Got Here: The ChatGPT Ads Timeline
The ad product has moved fast. These are the confirmed steps up to the date of this article:
- 16 January 2026: OpenAI announced it would test ads in ChatGPT for logged-in adults in the US on the Free and Go plans. It also published the principles it says the ads will follow.
- 9 February 2026: The test went live in the US.
- 26 March 2026: OpenAI told Reuters the US pilot had passed $100 million in annualized revenue within six weeks, with more than 600 advertisers. It also said the test would expand to Canada, Australia and New Zealand in the coming weeks.
- 5 May 2026: The self-serve Ads Manager beta opened to US advertisers, with no minimum spend, CPC bidding and new conversion tracking tools.
- 7 May 2026: OpenAI announced plans to pilot ads in the UK, Japan, South Korea, Brazil and Mexico in the coming weeks. It gave no launch dates for single countries.
During the pilot, buying was limited and expensive. Large brands bought through big agency groups. The minimum commitment was cut to $50,000 before the self-serve beta removed it fully. For small and mid-sized businesses, this is the real change: you can now run a small test with your own budget.
How ChatGPT Ads Work
ChatGPT ads are closer to contextual advertising (ads matched to the topic on screen) than to search ads. There is no keyword auction like in Google Ads. Instead, OpenAI’s system decides whether an ad fits the conversation that is happening right now.
Where Ads Appear
OpenAI’s January announcement says ads show at the bottom of an answer when a sponsored product or service fits the current conversation. They are labelled as sponsored and set apart from the answer. The ad is not mixed into the text ChatGPT writes.
Here is a simple example. Someone asks ChatGPT to plan a week of quick vegetarian dinners. Below the answer, they might see a sponsored card for a meal kit or grocery delivery service. The answer itself doesn’t change because an advertiser paid.
OpenAI has also said it may try more chat-style formats later, where a user can ask follow-up questions about an advertised product. For now, I’d plan around a simple card under the answer.
Who Sees Them
- Logged-in adults on the Free and Go plans.
- Not users on Plus, Pro, Business or Enterprise plans.
- Not accounts known, or predicted, to be under 18.
- Not next to chats about sensitive or regulated topics such as health, mental health or politics.
That last point matters if you work in healthcare, finance-related services or advocacy. Some of the chats you’d most like to show up in may simply not be allowed.
How Targeting Works
Targeting is based on the conversation and what the user wants, not on exact-match keywords. From OpenAI’s descriptions of the beta, the system looks at several signals when it matches an ad to a chat:
- The topic and goal of the current conversation.
- Context hints you add at the ad group level. These describe, in plain language, the moments when your ad would help.
- Your ad copy and your landing page content.
Context hints guide matching, but they don’t promise your ad will show in a given chat. If several advertisers fit, OpenAI says the most relevant ad is shown first. Users can also turn off ad personalization and clear the data used for ads. So I’d expect the current conversation to be the signal you can rely on most.
Think of a context hint as a description of a moment, not a search term. “Running shoes” is a keyword. “Someone training for a first marathon who keeps getting shin splints” is a context hint. This is the mental switch I find search marketers struggle with most.
What OpenAI Says About Privacy and Answer Independence
OpenAI set out five principles when it announced the test. These two matter most to marketers:
- Answer independence. Ads don’t change the answers ChatGPT gives. Answers are built to be as helpful as possible for the user, and ads are clearly kept apart from them.
- Conversation privacy. Conversations are kept private from advertisers. OpenAI says it does not sell user data to advertisers.
The others are mission alignment (ads help pay for free and low-cost access), choice and control (users can turn off personalization, clear ad data, hide ads and see why an ad showed up), and long-term value (OpenAI says it won’t try to make people spend more time in ChatGPT). You can read the full wording in OpenAI’s approach to advertising.
For advertisers, this means you get total (aggregated) reports. You will see impressions, clicks, spend and conversions, but never the conversation that showed your ad. That is a real difference from search, where a search terms report shows you the exact query.
What’s in the ChatGPT Ads Manager Beta
The beta lives at ads.openai.com and covers the basics of a self-serve platform. Here is what OpenAI and early reports confirm:
- Account and billing: businesses register, pass checks, add a billing method and can invite team members.
- Campaign structure: campaign (goal, budget, dates), then ad group (context hints), then ad (creative). You can build campaigns in a guided flow or by bulk upload.
- Bidding: CPM, where you pay per thousand impressions, and the new CPC, where you only pay when someone clicks. OpenAI says both will stay and more bidding options will follow.
- Budgets and pacing: you set budgets and bids and control how fast you spend.
- Review: ads are checked before they run.
- Measurement: a Conversions API and pixel-based tracking for actions such as purchases, sign-ups and leads, reported as totals.
- Reporting: impressions, clicks, spend, click-through rate, average CPC, average CPM and conversions.
Access is opening slowly. So you may be able to register before your account is approved to run ads. If you’d rather not run it yourself, OpenAI has also named agency partners (Dentsu, Omnicom, Publicis and WPP) and technology partners (Adobe, Criteo, Kargo, Pacvue and StackAdapt) that can buy for you.
One limit to note: the self-serve beta is for US advertisers. The newly announced markets are pilots of ads shown to users. OpenAI hasn’t said when advertisers in those countries will get self-serve access. Our article on which countries have ChatGPT ads tracks availability.
How to Get Started in ChatGPT Ads Manager
Setup takes less time than most ad platforms. But a few choices are hard to change later, and checks may take a while during the launch rush. So do the groundwork first.
Step 1: Register and Verify Your Business
Go to ads.openai.com and create an advertiser account with your business details. Expect identity and business checks. Have your registered business name, address and an authorised person’s ID ready.
Pick your country, currency and time zone with care. Use the ones you actually bill and report in, because changing them later on any ad platform is rarely simple. Agencies should set up a separate account for each client. I always do this from day one, because untangling shared accounts later is painful.
Step 2: Complete Your Profile and Billing
Add your business name and icon exactly as you want them to show on ads. Then add a billing method. Campaigns won’t run until every setup step, including billing, is done.
Step 3: Set Up Conversion Measurement Before Launch
Install the pixel on your site or connect the Conversions API. Then set the actions that matter: a purchase, a lead form, a booked demo. Without this, you’ll only see clicks and spend. In my view, this is the step people skip most, and it’s the one that decides whether your test teaches you anything.
Add UTM tags (small labels in the URL that tell analytics where a visit came from) to every landing page URL too, for example utm_source=chatgpt&utm_medium=paid&utm_campaign=meal-kits-may. ChatGPT already tags many organic citation links with utm_source=chatgpt.com. A clear paid medium keeps ads apart from organic visits in your analytics. Copy your ChatGPT conversion actions as GA4 key events as well, so you can compare paid and organic ChatGPT visitors in one place.
Step 4: Build One Tightly Themed Campaign
Create a campaign with one goal and a small, fixed budget. Inside it, create one or two ad groups. Build each one around one clear customer situation.
Write context hints as natural descriptions of that situation. For a local accounting firm, an ad group might use hints like these:
- A freelancer working out how to file self-employment taxes for the first time.
- A small business owner comparing bookkeeping software with hiring an accountant.
- Someone asking what expenses they can deduct as a sole trader.
Step 5: Write the Ad and Match the Landing Page
Ads are short. Each one has your business name and icon, a short headline, a short description, an image and a landing page URL. Lead with the result the user wants and stick to one benefit. Use an image of the product or the result, not a logo. Retailers can also read our guide to product feeds in ChatGPT ads.
The landing page is part of the targeting. So make sure it clearly describes the offer in the same words as your context hints. A general homepage gives the system less to work with than a focused page. I’d never send these ads to a homepage.
Step 6: Choose a Bid Model, Submit for Review and Launch
For most small advertisers, CPC is the safer start, because you only pay for visits. Set a budget you’re happy to treat as a learning cost. Send the ads for review, and launch once they’re approved.
What to Test First
ChatGPT ads are new for everyone, so there are no reliable industry benchmarks yet. Your own early data is what counts. Test one thing at a time, and give each test enough clicks to mean something.
Context Hints: Specific vs Broad
Run two ad groups with the same ad. One uses narrow, situation-based hints. The other uses broader topic hints. Compare click-through rate, cost per click and conversion rate. Narrow hints often mean fewer impressions but better clicks.
Funnel Stage
People use ChatGPT to research, compare and plan, so test hints at different stages. “Comparing project management tools for a ten-person agency” is a decision moment. “How to stop missing client deadlines” is an earlier problem moment. The cheaper clicks may not be the ones that turn into sales.
CPC vs CPM
If you have strong creative and good tracking, a CPM test can show whether paying for reach beats paying per click. I’d only run it after your CPC baseline is clear.
Creative Angle
Test a benefit-led headline against a problem-led one. Test a product image against a lifestyle image. Because ads sit under a helpful answer, copy that carries on the conversation usually fits better than hard-sell lines.
Landing Page Fit
Send the same ad to a focused landing page and to a broader category page. Since the landing page feeds the matching, this test can change both where your ad shows and how well it turns into sales.
Whatever you test, judge results on conversions and cost per acquisition, not clicks alone. Compare them with your search and social campaigns. That tells you whether ChatGPT deserves a bigger share of budget.
Paid Ads vs Organic Visibility in ChatGPT Answers
This is where many marketers get confused. Buying ads in the ChatGPT Ads Manager does not get your brand mentioned or cited in ChatGPT’s answers. OpenAI’s answer independence principle says the opposite: answers are built to be helpful, and ads stay in a separate, labelled slot.
So you now have two different kinds of visibility:
| Organic visibility in answers | ChatGPT ads | |
|---|---|---|
| Where it shows | Inside the answer, as a mention, recommendation or cited link | Below the answer, labelled as sponsored |
| Who sees it | All ChatGPT users, including paid plans | Logged-in adults on Free and Go only |
| How you earn it | Helpful, crawlable content and a strong brand presence across the web | Budget, bids, context hints and relevant creative |
| Cost | No media cost, but slow to build | Pay per click or impression, immediate |
| Control | Low: you can’t choose what the answer says | High: you choose the message and landing page |
The two work best together. Organic presence builds trust with users who never see ads, including every Plus, Pro and Business user. Ads let you show up in chats where you aren’t named yet, with a message you control at moments that matter.
A few practical links between them:
- Use ads to find intent. Context hints that bring conversions point to topics worth covering properly in your content. Our guide to keyword research for AI search explains how to turn those themes into a content plan.
- Keep earning citations. Clear, well-structured pages that answer questions directly are the ones AI assistants quote. See how to write content AI assistants can quote.
- Check your crawler access. If your robots.txt blocks OpenAI’s search crawler, you lower your chance of being cited in answers that use live search. Review your rules with our guide to robots.txt and AI crawlers. Also make sure your ad landing pages aren’t blocked by mistake or hidden behind a login.
Things to Watch Before You Spend
- It’s a beta. Features, reports and policies will change. Check the Ads Manager and OpenAI’s ad policies before each new campaign.
- Reach is limited. Only Free and Go users see ads. OpenAI said in March that fewer than 20% of eligible users see an ad on any given day.
- Less detail than search. You won’t see the chats behind your clicks. Good conversion tracking and UTMs have to do the job a search terms report normally does.
- Restricted topics. Health, mental health and political chats don’t carry ads. Regulated industries should expect a stricter review.
- Market access. Advertisers outside the US can’t use self-serve yet. If you’re in the UK or another newly announced market, use the time to prepare creative, landing pages and tracking. The OpenAI page on testing ads in ChatGPT is where it posts market updates.
The Bottom Line on ChatGPT Ads Manager
The ChatGPT Ads Manager turns ChatGPT from a channel only big brands could test into one any US business can try with a small budget. Ads show in a labelled slot under relevant answers. They are matched by the conversation, not keywords. And you get total numbers, not access to chats.
My advice: start with one tightly themed campaign, CPC bidding, proper conversion tracking and clean UTMs. Treat paid ads as an add-on to organic visibility, not a replacement. As a next step, make sure you can measure both sides by setting up an AI channel with our guide to tracking ChatGPT visits in GA4.
