ChatGPT ads management: no budget before measurement is in place
ChatGPT ads management means setting up, measuring and running campaigns in OpenAI's Ads Manager. Ads appear below a ChatGPT answer, labelled as sponsored and kept apart from it. Self-service access is open to legal entities based in the UK and the Netherlands. Ads show only on the Free and Go plans, and not to under-18s. We set up the pixel, the Conversions API and UTM tags first. Then we write context hints and landing pages and decide weekly on the figures. The ad account is opened in your name.
Someone asks ChatGPT for a weekend hotel in the Cotswolds and reads the answer. Below it, a hotel's ad appears. The ad is labelled as sponsored and sits apart from the response. According to OpenAI, ads do not influence ChatGPT's answers. Testing started in the US on 9 February 2026. Press reports say the UK followed in August 2026, alongside Mexico, Brazil, Japan and South Korea. Which conversation an ad appears in depends on the context, the landing page, the ad copy and the advertiser's context hints. Search keyword habits do not carry over one to one.
How do you run ads in ChatGPT? The short route has five steps. First, open an account at ads.openai.com; OpenAI calls this route self-service. Second, install the measurement pixel, connect the Conversions API and add UTM tags to landing page URLs. Third, choose the campaign goal: views, clicks or conversions. Fourth, write context hints and a maximum bid for each ad group. Fifth, add the headline, description, image and landing page. The legal entity that advertises and is billed must be based in a listed country. The UK and the Netherlands are both on that list.
The audience has clear limits. Ads appear only for users on the Free and Go plans. Plus, Pro, Business, Enterprise and Edu accounts see no ads. OpenAI does not show ads to accounts identified as belonging to under-18s. Ads are kept away from sensitive conversations, such as personal health. Personalised ads are not initially available in the European Economic Area or Switzerland. Where ads run in the EEA, matching therefore rests on the conversation, the copy, the landing page and the hints. Which markets show ads is expanding in phases, so check OpenAI's current pages first.
Not every business can advertise yet. During the test, the allowed categories are lifestyle and home goods, local services, travel and experiences, and digital products and education. Healthcare, financial and legal services outside the US, alcohol, gambling and political content are restricted or banned. We check that fit before anything else. Then we set up measurement, write context hints and landing pages, and make weekly decisions on the figures. The channel is new, so this page describes our method rather than client results. We work from Rotterdam and Istanbul, and pricing follows the discovery call.
What goes wrong today
- 01
Budget goes live before measurement
The campaign starts before the pixel and the Conversions API are in place. Ads Manager counts impressions and clicks. Which click became an enquiry, a call or a sale stays invisible. A few weeks in, the spend is known and the return is not. Decisions fall back on guesswork.
- 02
Context hints are treated as keywords
Search habits lead to context hints written as single keywords. OpenAI says hints guide matching but are not exact-match keywords. They do not promise delivery in any given conversation either. The conversation itself, the landing page and the ad copy also carry weight.
- 03
The landing page ignores the question
A user asks a long, specific question and reads a detailed answer. The ad click then lands on a generic home page. The answer to their question is nowhere on it, so they leave. Yet the landing page is one of the signals OpenAI lists for matching.
- 04
Category limits are found too late
During the test, only some categories can advertise. A private clinic, or a law firm outside the US, can still open an account. Copy is written, images are made, and the ad then runs into the policy. The work is wasted because eligibility was not checked first.
- 05
Property ads cross the listing line
Ads aimed at a specific home for rent or sale are not allowed. An ad for an estate agency or lettings service can run if it shows no listing. A campaign built around one flat's page breaks that rule. The copy, images and landing page then have to be redone.
- 06
The EEA plan assumes missing signals
Personalised ads are not initially available in the EEA or Switzerland. A plan copied from elsewhere may count on signals from past chats that are not used there. Where ads run in the EEA, the conversation, the copy and the landing page carry the matching.
Scope of the build
Measurement comes first
No budget goes live until measurement works. The OpenAI measurement pixel goes on your site, and the Conversions API is connected. UTM tags are added to landing page URLs; OpenAI says they persist on ad clicks. ChatGPT traffic then shows separately in your existing analytics. Visitors who decline cookies are left out, as consent rules under the GDPR require, and the gap is reported.
Category and policy check
Before the campaign, your business category is checked against OpenAI's ad policies. Copy, images and the landing page go through the same check. No unsupported comparison, exaggerated result or fake endorsement is written. If something does not fit, you hear it in writing before any budget is spent.
Context hints drawn from real questions
Each ad group gets context hints that describe the conversations, topics and words where your service fits. We draw them from the questions your clients actually ask on sales calls. Hints are not exact-match keywords and do not promise delivery. Their effect is therefore read from the weekly figures.
Landing pages that continue the conversation
The ad appears below the answer to a specific question. The landing page picks up that question. The answer, how pricing works and the next step sit on one page. It loads fast and reads well on a phone. The page makes the same promise as the ad, in the same words.
Ad units and copy variations
An ad unit has the advertiser name, favicon, headline, description, landing page and image. Headline and description variations follow your brand guidelines. Every variation goes to you for approval before launch. Text you have not approved does not go live.
Campaign goal and bids
The campaign goal is views, clicks or conversions, chosen for the job at hand. Conversion campaigns use oCPC, which still bills per valid click. The maximum bid is set per ad group. For click campaigns, OpenAI's own suggestion is to start with a maximum bid of 3 to 5 US dollars.
Weekly figures, account in your name
Every week we report spend, impressions, clicks, click-through rate, conversions and cost per conversion by campaign. Each ad group we scale up or pause comes with a written reason. The ad account is opened in your name, and you pay the budget to OpenAI directly. Our management fee is never a share of your spend.
How the build runs
- 01
Eligibility and discovery
We check your category, where your legal entity is based and which markets you want to reach. Questions from your sales calls are gathered, and the conversion to measure is chosen together.
- 02
Measurement set-up
The pixel, the Conversions API and UTM tags are installed. Test conversions confirm that each event is recorded correctly. Budget opens only after this step.
- 03
Campaign and landing page
Context hints, ad copy, images and the landing page are written. Each piece goes to you for approval before launch. The goal and the maximum bid are set together.
- 04
Weekly decisions
Each week the figures are read. Hints, bids and landing pages change with them. Every ad group scaled up or paused goes into the report with its reason.
Products used in this build
Meta and Google Ads management
The ad budget opens after measurement is built; which campaign turned into a sale sits in the report.
SEO and digital marketing
Content production, technical order and a quality gate, so you are visible in search engines and in AI answers.
CRM and customer management
The customer record gathers in one place: duplicates merge, required fields are defined, the report comes out on its own.
Terms used on this page
- Ads Manager
- Ads Manager is OpenAI's advertising dashboard at ads.openai.com, where ChatGPT campaigns are set up, bids and budgets are entered and results are reported.
- Context hints
- Context hints are ad group notes on the conversations, topics or keywords where an ad may fit, not exact-match keywords.
- oCPC
- oCPC is the bidding model for conversion campaigns in ChatGPT, where delivery aims at a conversion event but billing is per valid click.
- Measurement pixel and Conversions API
- The measurement pixel and the Conversions API are OpenAI's browser-side and server-side ways of reporting what ad visitors do on your site.
- Sponsored ad unit
- A sponsored ad unit is the labelled ad below a ChatGPT answer, made of the advertiser name, favicon, headline, description, image and landing page.
ChatGPT ads managementFrequently asked questions
Through OpenAI's Ads Manager. Open an account at ads.openai.com, then install the measurement pixel and connect the Conversions API. Choose a campaign goal and set context hints and a maximum bid for each ad group. Add the headline, description, image and landing page. For self-service, the advertising legal entity must be based in a listed country.
Yes. OpenAI's Ads Manager country list shows both the United Kingdom and the Netherlands as available for self-service. The condition is that the legal entity that advertises and is billed is based in a listed country. Which markets show ads to users is expanding in phases. Check OpenAI's current pages before you plan a campaign.
During the test, the allowed categories are lifestyle and home goods, local services, travel and experiences, and digital products and education. Healthcare, financial and legal services outside the US, alcohol and tobacco, gambling, dating and political content are restricted or banned. Ads aimed at specific job or housing listings are not allowed either.
According to OpenAI, no. Advertisers cannot shape or alter ChatGPT's responses. The ad appears below the answer, labelled as sponsored and kept apart from it. That is why paid ads do not replace your own visibility in AI answers. The two run separately, and we measure them separately.
Only users on the Free and Go plans. Plus, Pro, Business, Enterprise and Edu accounts have no ads. OpenAI does not show ads to accounts identified as belonging to under-18s. Ads stay away from sensitive conversations such as personal health. Personalised ads are not initially available in the EEA or Switzerland.
You pay per impression or per valid click. Views campaigns bill per thousand impressions (CPM), and clicks campaigns bill per click (CPC). Conversion campaigns use oCPC and still bill per valid click. A relevance-weighted, second-price auction picks among eligible ads. For click campaigns, OpenAI suggests a starting maximum bid of 3 to 5 US dollars.
The OpenAI measurement pixel goes on your site and the Conversions API is connected. UTM tags on landing page URLs persist on ad clicks, so ChatGPT traffic shows in your analytics. Consent follows the GDPR: visitors who decline cookies are left out of measurement. That gap is measured and written into the report.
Yes, within one limit. Ads aimed at a specific home for rent or sale are not allowed. An ad for your agency or lettings service can run if neither the ad nor the landing page shows a specific listing. A page about your service in an area fits that rule. A page for one flat does not.
The process first, the proposal after
In a short discovery call we map the process together and tell you plainly whether it is worth automating. If it is not, we say that too.
30 minutes · no preparation needed
