# ChatGPT ads debut at premium CPMs but brands hold holiday budgets on Google and Meta *Early tests show high cost-per-click and conversion uncertainty mean AI search stays experimental through Q4.* By **Jenny Huang Goodman MPA MSc MHSA, Principal** — The Stash Edge, Hako Shikin LLC. Published 2026-10-09. Canonical: https://www.pops4.com/stash/articles/chatgpt-2026-10-09t21-5 Subject: ChatGPT Tags: chatgpt, ad testing, search marketing, attribution, platform adoption --- OpenAI launched its first ad product inside ChatGPT in December, and a handful of brands have started testing sponsored messages in the conversational interface. According to Modern Retail, the early verdict is cautious: costs are higher than Meta or Google, sales attribution remains murky, and almost no one is shifting holiday budget away from proven channels to fund the experiment. Brands testing the ChatGPT ad format are buying sponsored responses that appear when a user asks a relevant question. A query about gift ideas might surface a brand message alongside the AI-generated answer. OpenAI is charging a premium for the placement—CPMs in the **$50 to $75** range, according to agency buyers quoted in the Modern Retail piece, compared to Meta CPMs in the **$10 to $20** band for similar direct-response goals. Clicks cost more, and the conversion path is less instrumented than a standard Meta or Google campaign. The underlying mechanism is instructive. Meta and Google built their ad businesses on closed-loop attribution: a user clicks, lands on a product page, buys, and the platform reports the sale. ChatGPT conversations do not yet offer that handshake. A user might mention a brand name later in the session or open a browser tab outside the app. That ambiguity makes budget committees nervous, especially in the final weeks of Q4 when every dollar needs a documented return. The result is that ChatGPT ads are being treated as awareness experiments, not performance drivers. Brands are committing small test budgets—often **$5,000 to $10,000** for a two-week run—to see whether the format drives any measurable lift. Most are leaving their core holiday spend on Meta, Google Shopping, and Amazon, where attribution is clear and scale is proven. For a small physical-product brand, the play is not to chase the new platform early. Instead, steal the lesson: high-intent conversational queries are valuable, and you can intercept them without paying OpenAI's premium. Run a small Google Search campaign targeting long-tail question keywords—"best stainless steel water bottle for hiking," "gift for remote worker under $50." Write ad copy in a conversational tone, as if answering the question directly. Bid modestly, track cost-per-acquisition, and optimize toward the keywords that convert. You get the same user intent at a fraction of the CPM, with full attribution in Google Analytics. The broader pattern is that new ad platforms launch expensive and stay that way until supply catches up with demand. Instagram ads were costly in 2015. TikTok ads were costly in 2020. ChatGPT ads are costly now. The smart move for a lean brand is to wait, watch the case studies, and deploy budget only when the unit economics match your margin. In the meantime, the question-based intent those platforms are monetizing already exists in Google Search, and you can buy it today at lower cost with better tracking. ## The takeaway New ad platforms start expensive; small brands win by buying the same user intent on proven channels at lower cost. --- ## Publisher **Hako Shikin LLC** — Virginia Beach, Virginia. Founded 1997. ASI 217876 · DUNS 18-204-6339. Principal and author: **Jenny Huang Goodman MPA MSc MHSA**. - Author: https://www.huanggoodman.com/about - LLM context: https://www.pops4.com/stash/llms.txt - MCP endpoint, for AI agents: https://mcp.pops4.com/mcp - Client dashboard: https://dashboard.pops4.com/ - Catalogue: 70,000+ products, 200+ brands