OpenAI claims labeled ads — starting with image-generation placements and measured through Hightouch, Tealium, LiveRamp, and AppsFlyer — become a durable revenue layer across ChatGPT's 1.2B weekly users without influencing answers; visible answer distortion, user or regulatory backlash, or rollout across more ChatGPT surfaces resolves whether advertising is now core to its business.

What is this?

Why it matters to Scott

Measured heat

How the heat travelled

Evidence (6) — ⭐ canonical anchor

October 5, 2026

[Product](https://openai.com/news/product-releases/)[ChatGPT](https://openai.com/stories/chatgpt/)

# Building advertising for the way people use AI

A new visual ad format helps people explore products and services, with expanded measurement to help businesses understand ad impact.

[Start advertising in ChatGPT(opens in a new window)](https://ads.openai.com)

Two ChatGPT mobile screens show Heirloom Grocery visual ads with product images and Learn more buttons during image generation.

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We’re introducing a new visual ad format in ChatGPT, expanding our measurement tools and partnerships, and developing new ways to understand brand suitability.

ChatGPT reaches 1.2 billion people each week, making it the world’s largest AI-native consumer platform. Advertising helps us bring the benefits of AI to more people. That broad access is central to our mission, and a strength of our business. It allows us to serve a much larger market than subscriptions alone, while giving businesses a new way to reach people as they explore ideas, make decisions and discover products and services relevant to what they’re trying to accomplish.

## Bringing products and services to life

Our new visual ad format helps people imagine how products and services could fit into their lives. Through images showing product inspiration, product usage, or the experiences they make possible, people can discover a new brand, understand what makes an offering distinctive, and decide what to buy. For advertisers, this creates new opportunities to tell their story through images.

Initially, we’ll test this new ad format during image generation in ChatGPT for users on the Free and Go plans. Ads will be clearly labeled, and remain separate from the image being created. As with our other ad formats, advertising does not influence the answers ChatGPT provides.

Testing will begin later this month in the US with an initial group of advertisers.

## Measuring the impact of ChatGPT Ads

Our measurement philosophy for ChatGPT Ads is focused on supporting both in-house and partner-led measurement solutions. Today, we’re expanding our measurement tools and partner ecosystem to help advertisers understand how ChatGPT Ads contribute to their business using the systems they already rely on.

Integrations with Hightouch, Tealium, and LiveRamp make it easier for advertisers to send conversion data from their existing systems to ChatGPT Ads.

We now support leading attribution partners across the web and app space, enabling Conversions API, reporting, and click attribution solutions with companies including AppsFlyer, Triple Whale, Adjust, DV Rockerbox, Northbeam, Branch, Singular, Kochava, Airbridge, and Tenjin. We also have partnerships with full-funnel and advanced measurement partners, including Fospha, Measured, and INCRMNTAL.

Incrementality measurement plays an important role in building a fuller understanding of advertising’s business impact. While our work on incrementality is still in its early stages, we’re partnering with Haus, Measured, and WorkMagic to explore geo-based experiments to help advertisers understand the causal impact of ChatGPT Ads.

Early partner findings illustrate strong performance across different measurement approaches. According to DV Rockerbox, WeightWatchers’ attributed cost per acquisition on ChatGPT Ads was 15.3% lower than its blended paid-search benchmark. WorkMagic reported statistically significant lift for wellness brand Dose, with 67% of incremental purchases coming from net-new customers. And according to Triple Whale, 93% of Portland Leather’s visitors from ChatGPT Ads were new.

Read more about these measurement tools and partnerships on our Ads Blog [here⁠(opens in a new window)](http://ads.openai.com/blog/more-ways-to-measure).

## Building confidence in alignment with our Ads Principles

Confidence in advertising also depends on understanding the environment where ads can appear. OpenAI’s [advertising policies](https://openai.com/policies/ad-policies/) and guardrails are designed to protect users, preserve trust, and give brands confidence in their ad placements. Our placement guardrails assess whether a conversation is appropriate for advertising, helping keep ads out of emotionally vulnerable, sensitive, or otherwise unsuitable contexts.

Automated review, human oversight, and ongoing monitoring help us identify and address policy violations and improve our safeguards over time. For narrow placement requirements specific to a brand’s own policies, Negative Phrases are now available to qualifying advertisers.

We’re also developing brand suitability evaluation pilots with DoubleVerify (DV) and Integral Ad Science (IAS) to help advertisers build a better understanding of the ads environment. This approach allows independent partners to assess how our brand safety standards are applied in a controlled testing environment, without accessing private user conversations. Our goal is to give advertisers greater transparency into how those safeguards work while protecting conversation privacy.

> *“As advertising expands into AI-native environments, marketers need confidence that brand safety protections are durable, consistent, and built to operate at scale. IAS’s independent evaluation will assess how OpenAI’s safeguards perform across a broad and evolving range of scenarios, giving advertisers greater transparency into brand safety and suitability, while preserving the privacy of real user conversations.”*

*— Lidiane Jones, CEO of Integral Ad Science*

> *“ChatGPT is creating a fundamentally different advertising environment, where context is defined by the conversation itself rather than a page or video. As advertising in these environments scales, delivering ads next to conversations that align with advertisers’ suitability goals becomes essential. We’re excited to partner with OpenAI with the goal to bring independent measurement to this dynamic environment while respecting user privacy, helping to give advertisers greater confidence as they explore this emerging and promising channel.”*

*— Mark Zagorski, CEO of DoubleVerify*

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> *“As advertising expands into AI-native environments, marketers need confidence that brand safety protections are durable, consistent, and built to operate at scale. IAS’s independent evaluation will assess how OpenAI’s safeguards perform across a broad and evolving range of scenarios, giving advertisers greater transparency into brand safety and suitability, while preserving the privacy of real user conversations.”*

*— Lidiane Jones, CEO of Integral Ad Science*

> *“ChatGPT is creating a fundamentally different advertising environment, where context is defined by the conversation itself rather than a page or video. As advertising in these environments scales, delivering ads next to conversations that align with advertisers’ suitability goals becomes essential. We’re excited to partner with OpenAI with the goal to bring independent measurement to this dynamic environment while respecting user privacy, helping to give advertisers greater confidence as they explore this emerging and promising channel.”*

*— Mark Zagorski, CEO of DoubleVerify*

- Integral Ad Science
- DoubleVerify

- Integral Ad Science
- DoubleVerify

## Expanding the features of ChatGPT Ads

Our new visual ad format helps people discover products and services and imagine how they could fit into their lives, while giving advertisers new ways to tell their stories more visually. Across ChatGPT Ads, expanded measurement and brand suitability efforts help businesses understand campaign impact and build confidence in the contexts where their ads appear. These features are consistent with our ads principles: ChatGPT’s answers stay independent, conversations stay private, and users remain in control of their experience.

Today’s updates are part of our broader ambition to help people discover products and services, evaluate options, and make decisions in ChatGPT. We will continue to evolve our ad platform with new formats and capabilities to help businesses reach customers in useful and relevant ways and provide opportunities for businesses of all sizes to grow and thrive.

Businesses can sign up today for ads at [ads.openai.com⁠(opens in a new window)](http://ads.openai.com)⁠⁠.

- [2026](https://openai.com/news/?tags=2026)

## Author

OpenAI

## Keep reading

[View all](https://openai.com/news/)

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Interpretation history

• 2026-10-11T06:33:50Z
  The advertiser-complaint dimension opened on Oct 7 is now established but remains a single unverified report (product immaturity, not fraud); engagement on that post has grown steadily (262 pts, 61 comments) with repeated velocity spikes but current measured heat is cool (12.5 pct, 0 pts/h). The late-October US image-gen test — the case's dated hinge — is ~2 weeks out. No new material facts since the Oct 7 reprice; sibling radar episodes confirm the program's active periphery. Case stays corroborated, medium heat, medium uncertainty, high relevance to Scott's fiduciary-agent thesis.
• 2026-10-07T17:25:00Z
  First advertiser-side counter-signal: a self-serve ChatGPT Ads advertiser reports a two-hour dead campaign followed by a sudden 7,652-impression/64-click burst and over-budget charges — unverified (in-thread alternatives: analytics/adblock, currency config) and read by commenters as product immaturity rather than fraud, but it opens a new tracking dimension, advertiser-side delivery quality, that bears directly on the 'durable revenue layer' clause and adds the first entry to the case's backlash ledger alongside the user-side 'no influence on answers' watch. Engagement has reawakened from dead (8.7 pts/h vs 6.4 prior peak, 82nd percentile) on this single post — not magnitude-valve spread — so heat rises to medium to see whether more advertiser complaints accumulate; the late-October US image-gen test remains the dated hinge.
• 2026-10-07T15:29:39Z
  evidence attached: reddit.post.1wzyysy — First advertiser-side complaint of inflated clicks and over-budget charges against the new ChatGPT Ads product — early backlash evidence the ad-rollout case's resolution path explicitly tracks.
• 2026-10-07T12:30:45Z
  The 'material first-party article revision' resolves on diff to one identifiable delta: the announcement now explicitly scopes the image-gen ad test to Free and Go plans — OpenAI pinning its newest ad surface to the non-paying cohort while paying tiers stay insulated. That sharpens the segmentation diagnostic and the falsifiability ledger for the 'no influence on answers' promise but changes no verdict: program substantiated, engagement dead (0 vs 6.4 pts/h peak, 36th pct), and the late-October US test remains the dated hinge. Stays corroborated and cold.
• 2026-10-06T18:14:36Z
  The only addition since the last reprice is a duplicate HN submission of the already-anchored first-party announcement (1 pt, 2 comments; Reddit comment count actually ticked down) — repeated coverage, not a new fact, so the case's meaning is unchanged: program substantiated, traction absent. It stays corroborated-but-cold with the late-October US image-gen test as the next dated hinge.
• 2026-10-06T16:42:15Z
  evidence attached: hn.story.49979167 — shared external link with case evidence
• 2026-10-06T05:53:11Z
  The first-party announcement's full text upgrades the case from echo-fragments-plus-secondary-coverage to a primary document in hand, and it shows the ads program is already operational with quantified advertiser results (WeightWatchers -15.3% CPA vs paid search, Dose 67% net-new incremental purchases, Portland Leather 93% new visitors), a much wider attribution/incrementality partner stack (Haus/Measured/WorkMagic geo experiments — the causal apparatus that will test the 'no influence on answers' promise), and DV/IAS brand-safety pilots with placement guardrails excluding emotionally vulnerable contexts; the initial image-gen test is scoped US-only 'later this month.' This is substantiation, not traction — engagement is dead (0/h vs 5.9 peak, 37th pct) — so the case cools to low until the late-October US test launch or any answer-influence evidence re-ignites it.
• 2026-10-06T05:35:02Z
  anchor promoted to claim owner's artifact: echo.blog.38b78f6863 -> openai.article.cb9690275b928c908061cb43 — This first-party OpenAI post is the very announcement the existing ad-rollout case already tracks (same image-generation placements, same measurement partners, same 1.2B weekly-user figure), so it is evidence on that case and, as the claim owner's own artifact, should outrank any secondary report as anchor.
• 2026-10-06T05:35:02Z
  evidence attached: openai.article.cb9690275b928c908061cb43 — This first-party OpenAI post is the very announcement the existing ad-rollout case already tracks (same image-generation placements, same measurement partners, same 1.2B weekly-user figure), so it is evidence on that case and, as the claim owner's own artifact, should outrank any secondary report as anchor.
• 2026-10-05T16:08:50Z
  The image-gen ad format no longer rests on the echo alone: independent HN and Reddit coverage quotes/reports the same announcement, closing the gap the grounding flagged and giving the case first-party + independent lines (corroborated). But engagement is thin and past a small peak (HN 2 pts, Reddit post downvote-drifting), so this is factual corroboration, not traction — the testable 'ads do not influence answers' promise and the late-October test launch remain the open hinges.
• 2026-10-05T15:30:48Z
  evidence attached: hn.story.49964517 — Independent coverage confirming ads are rolling out starting with image-generation placements — direct rollout evidence the open ads case carries.
• 2026-10-05T13:59:03Z
  origin walked (opencode/cheap-glm, conf 0.95): anchor reddit.post.1wy8499 -> echo.blog.38b78f6863 by OpenAI
• 2026-10-05T13:38:08Z
  grounded: converges/high — This is the flagship test of Scott's fiduciary-agent thesis: ChatGPT — the subscription-funded counterexample he always held against the feed ranker — is crossi
• 2026-10-05T13:30:06Z
  case created — A concrete strategic monetization shift by the dominant consumer AI product with a named adtech stack, with no open case tracking ChatGPT advertising; the original OpenAI announcement URL is not visible in the evidence, so the echo stands as anchor.

Decision trace

• 10-11 17:33repriceThe advertiser-complaint dimension opened on Oct 7 is now established but remains a single unverified report (product immaturity, not fraud); engagement on that post has grown steadily (262 pts, 61 co
• 10-10 00:36sensor_dirtyvelocity_spike
• 10-09 15:39sensor_dirtyvelocity_spike
• 10-09 09:34sensor_dirtyvelocity_spike
• 10-09 02:41sensor_dirtyvelocity_spike
• 10-08 21:34sensor_dirtycomment_update
• 10-08 19:31sensor_dirtyvelocity_spike
• 10-08 18:04attention_routeThe editor compared this story and chose to keep watching.
• 10-08 15:29sensor_dirtycomment_update
• 10-08 12:22attention_routeThis lead was already queued for the 10:00 briefing and has not been delivered; the only new content since selection is the unverified advertiser complaint, which the item's copy absorbs rather t
• 10-08 12:21sensor_dirtyvelocity_spike
• 10-08 11:21sensor_dirtycomment_update
• 10-08 07:22sensor_dirtycomment_update
• 10-08 05:23sensor_dirtyvelocity_spike
• 10-08 04:27attention_routeThis lead was already queued for the 10:00 briefing and has not been delivered; the only new content since selection is the unverified advertiser complaint, which the item's copy absorbs rather t
• 10-08 04:25attention_candidatecoverage review: relevance=high case not yet communicated
• 10-08 04:25repriceFirst advertiser-side counter-signal: a self-serve ChatGPT Ads advertiser reports a two-hour dead campaign followed by a sudden 7,652-impression/64-click burst and over-budget charges — unverified (in
• 10-08 03:28sensor_dirtycomment_update
• 10-08 02:50attention_routeQuiet hours with no cost of waiting: the US test starts later this month and nothing resolves before 10am. The Oct 7 update's only new content (explicit Free/Go scoping) is already reflected in t
• 10-08 02:29attention_candidateattach
• 10-08 02:29attachFirst advertiser-side complaint of inflated clicks and over-budget charges against the new ChatGPT Ads product — early backlash evidence the ad-rollout case's resolution path explicitly tracks.
• 10-08 02:23propose_attachFirst advertiser-side complaint of inflated clicks and over-budget charges against the new ChatGPT Ads product — early backlash evidence the ad-rollout case's resolution path explicitly tracks.
• 10-08 00:17attention_routeQuiet hours with no cost of waiting: the test starts later this month and nothing resolves before 10am. The 00:05 ordinary-delivery slot this heads-up planned to ride no longer exists — ordinary deliv
• 10-07 23:36attention_routeFirst communication of the batch's only high-relevance development; the announcement is grounded in the retrieved first-party post and stable, with nothing expected to resolve before the 10:00 br
• 10-07 23:30attention_candidatematerial_reprice
• 10-07 23:30repriceThe 'material first-party article revision' resolves on diff to one identifiable delta: the announcement now explicitly scopes the image-gen ad test to Free and Go plans — OpenAI pinning its
• 10-07 23:21sensor_dirtymaterial first-party article revision
• 10-07 05:14repriceThe only addition since the last reprice is a duplicate HN submission of the already-anchored first-party announcement (1 pt, 2 comments; Reddit comment count actually ticked down) — repeated coverage
• 10-07 03:42attachshared external link with case evidence
• 10-07 03:26propose_attachshared external link with case evidence
• 10-06 16:53repriceThe first-party announcement's full text upgrades the case from echo-fragments-plus-secondary-coverage to a primary document in hand, and it shows the ads program is already operational with quan
• 10-06 16:35promote_anchorThis first-party OpenAI post is the very announcement the existing ad-rollout case already tracks (same image-generation placements, same measurement partners, same 1.2B weekly-user figure), so it is
• 10-06 16:35attachThis first-party OpenAI post is the very announcement the existing ad-rollout case already tracks (same image-generation placements, same measurement partners, same 1.2B weekly-user figure), so it is
• 10-06 03:08repriceThe image-gen ad format no longer rests on the echo alone: independent HN and Reddit coverage quotes/reports the same announcement, closing the gap the grounding flagged and giving the case first-part
• 10-06 02:30attachIndependent coverage confirming ads are rolling out starting with image-generation placements — direct rollout evidence the open ads case carries.
• 10-06 02:30propose_attachIndependent coverage confirming ads are rolling out starting with image-generation placements — direct rollout evidence the open ads case carries.
• 10-06 00:59promote_anchororigin walk conf 0.95
• 10-06 00:38groundThis is the flagship test of Scott's fiduciary-agent thesis: ChatGPT — the subscription-funded counterexample he always held against the feed ranker — is crossing to an ad-funded shadow principal
• 10-06 00:30createA concrete strategic monetization shift by the dominant consumer AI product with a named adtech stack, with no open case tracking ChatGPT advertising; the original OpenAI announcement URL is not visib