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OpenAI’s Ads beta lets brands run ads directly inside ChatGPT, and right now it’s genuinely uncrowded, with minimal competition, generous reach, and none of the auction inflation you’d see on an established platform. We’ve been running campaigns on it since the US launch and have recently taken several UK clients through their first setup.
It’s worth mentioning that the platform is developing at a pace that we haven’t seen before, with small changes happening on a daily basis, rather than big release updates. This unpredictability shows how fast the industry is changing and why constant monitoring is essential—we’ll keep you as up to date as we can.
Four things, before any campaign work starts:
None of this is a heavy lift on its own. The bigger question is usually the trade-off below.
Tracking runs as a two-part setup: a measurement pixel across the site plus a specific event fired on whatever you count as a conversion (a purchase, a sign-up, an enquiry).
A server-side version of the same event can also run alongside it, which makes attribution more reliable and less dependent on a visitor’s browser and ad-blocker settings.
What if you’re an ecommerce brand?
Product feeds follow the same specification as Google Shopping, so if you already run one, most of the groundwork (product ID, title, price, availability, image) transfers directly rather than being built from scratch. That makes ecommerce a comparatively light lift to get listed, even though the platform itself is early.
OpenAI doesn’t publish its own benchmark data yet, so the honest starting point is borrowing from a comparable platform and adjusting from there.
| Platform | P10 (Efficient) | Median | Mean | P90 (Ceiling) |
|---|---|---|---|---|
| £1.61 | £18.83 | £171.09 | £402.87 | |
| Meta | £1.84 | £10.00 | £13.45 | £26.88 |
| TikTok | £0.21 | £1.54 | £3.28 | £7.89 |
| Platform | P10 (Efficient) | Median | Mean | P90 (Ceiling) |
|---|---|---|---|---|
| £0.04 | £0.49 | £1.15 | £2.77 | |
| Meta | £0.11 | £0.56 | £0.96 | £2.05 |
| TikTok | £0.18 | £0.54 | £0.94 | £2.09 |
Reference: P90 = 90th percentile (90% of observed data points). P10 = 10th percentile (10% of observed data points). P10 is the efficient best case and P90 is the worst-case ceiling to budget against.
For Clicks campaigns, the platform auto-recommends a CPC that’s worth trusting rather than underbidding. For Reach campaigns, there’s no recommendation yet, so the Meta median (£10.00 CPM) is a reasonable starting proxy for a new conversational platform, adjusted from actual delivery within the first few days.
The mechanics are less familiar than Google or Meta, but the underlying discipline isn’t:
utm_source=chatgpt) so performance is attributable back to the exact variant in GA4.
Worth knowing before you commit budget:
Who should have access once you’re approved?
Once approved, go to Settings > Team and add whoever will actually be running campaigns as Admin, whether that’s someone in-house or an agency partner. Most brands do this the moment approval lands, since tracking and campaign setup both assume that access is already in place.
Our read: OpenAI Ads is a platform in its early innings and treating it that way is exactly the advantage. The brands testing now are writing their own playbook while it’s still quiet—if able, we’d encourage you to do the same.
Part of our OpenAI Ads series
If you haven’t set your feed up yet, our guide on getting your product feed live on OpenAI Ads covers that first step. And for the pixel itself, we’ve got dedicated walkthroughs for installing it on WordPress and WooCommerce and on Shopify.
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