In Graphic Detail: Why OpenAI's ad business is still a work in progress

OpenAI is moving toward a potential public market debut while building an advertising business through a ChatGPT ad pilot. The pilot, launched Feb. 9, is already encountering core digital advertising tensions: scaling while maintaining safety, using automation while preserving control, and meeting advertiser expectations despite product limitations. AI-driven discovery is diverging from traditional search, with certain brands appearing more consistently in AI search results. Brand prominence increasingly depends on how information is structured for LLM extraction and interpretation, separating AI discovery from conventional search ranking. Sentiment toward ChatGPT ads has trended positively since launch, rising from -17.9% to 49.3% by mid-April, despite early backlash and subsequent acceptance.

"Just 15 weeks into its ChatGPT ad pilot and the platform is already dealing with many of the tensions that have defined every major digital ad platform before it: scale versus safety, automation versus control and advertiser expectations versus product reality."

"There's a clear divergence between traditional search and AI-driven discovery. And it turns out that a consistent group of brands surface far more prominently in AI search results, rather than their typical branded search. Which makes it clear that brands can no longer see AI search as optional."

"What separates these brands is how their information is structured and surfaced: pages designed in a way that makes content easy for LLMs to extract and interpret. As ads are now being integrated in a number of markets for ChatGPT, and as the rollout continues to expand, that same principle is increasingly what determines who shows up and who gets left behind."

"Public reaction started out as a backlash-to-acceptance curve, according to Pulsar, starting with -17.9% at launch to 49.3% by mid April - a 67.2% increase. Which is no surprise. That earlier stage was marked by OpenAI's Super Bowl ad and the broader conversation around it compared to Anthropic's positioning, as well as OpenAI signing a de"

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