Topic
OpenAI's assistant as a search surface: how it grounds answers, which sources it cites, and how shopping and ads are appearing inside it.
Ads in ChatGPT are served in `result.ads[]`, but the interface shows at most one. We worked out which served ad renders across 3M+ responses: the exposure rate, re-emitted ads, and the later-slot selection rule.
ChatGPT returned a product card on 87% of shopping-intent prompts and Google AI Mode on 91%, while Perplexity and Gemini showed almost none. The retailers named are dominated by Best Buy and Walmart, and the picks are sourced overwhelmingly from YouTube, Reddit, and RTINGS, not from brand sites.
ChatGPT ads render as a `response.result.ads[]` array on the response, served from `bzrcdn.openai.com` and tagged `utm_source=chatgpt.com&utm_medium=src`. Here's how to detect them with cloro's API and build a real monitoring pipeline.
ChatGPT ads are sold direct through OpenAI's sales team at a $200K minimum commitment, with CPC bids of $3-5 general and $8-18 for software and finance. No self-serve manager exists yet. Here's how to actually get placements and what to do if you can't.
Yes, ChatGPT has ads: paid placements launched in February 2026 at $60 CPM, spiked to 26.5% in May, throttled to under 1%, then re-plateaued at 51% of US responses (54% CA, 50% AU, 19% JP) by July. See what shipped and what to track.
ChatGPT ads over the last 7 days measure 51.0% of US responses, 53.6% CA, 49.8% AU, and, new since May, 18.8% JP. Everywhere else remains near zero. The surface reverted then re-spiked in June and now looks structural, not transient.
ChatGPT grounds almost every commercial prompt and almost no informational one. We re-ran our study without forcing web search, across 865 queries and 10 countries, and the split is 86.5% versus 0.9%.
We tested 8 ChatGPT scrapers against Cloudflare TLS fingerprinting, SSE streaming, and weekly-changing class names to find the best ChatGPT scraper for 2026.
Learn how to scrape ChatGPT: capture SSE streams, expand citations, handle Cloudflare, and decide when a managed API is safer than DIY scraping.
