Question 1

How much does advertising on ChatGPT cost?

Accepted Answer

ChatGPT Ads Manager launched with three buying models. CPM (cost per thousand impressions) runs $25–60 for conversational AI placement—comparable to LinkedIn B2B inventory and above standard Meta social feed rates. CPC (cost per click) runs $3–5, meaningfully below Google Search CPC rates for competitive commercial keywords where $10–30 is standard. CPA (cost per acquisition) bidding is available and priced as a variable depending on your conversion event value, but requires first-party conversion tracking to be set up before the campaign runs. The CPM range reflects ChatGPT's premium positioning: you are paying for high-intent research sessions, not passive social feed impressions. Enterprise advertisers negotiating annual commitments can expect discounts from published rates. Minimum campaign budgets for testing are in line with standard paid social entry points.

Question 2

Is ChatGPT Ads better than Google Ads for B2B conversion?

Accepted Answer

Early data from Criteo's managed brand portfolio shows ChatGPT Ads converting at roughly 2x Google Search rates for high-intent commercial queries in software, B2B services, and financial products—categories where ChatGPT has strong organic research engagement. The advantage is structural: a ChatGPT user asking a research question has already invested cognitive effort into the decision before encountering a sponsored answer, creating a more receptive consideration state than a transactional search click. However, 'better' depends heavily on your category, attribution model, and measurement infrastructure. ChatGPT's advantage is clearest for considered purchases and B2B evaluations; Google Search remains stronger for high-volume, low-consideration transactional queries. The smart approach for H2 2026 is to run ChatGPT Ads as a 10–20% budget experiment alongside paid search, not as a replacement.

Question 3

How do I set up conversion tracking for ChatGPT Ads?

Accepted Answer

Conversion tracking for ChatGPT Ads requires connecting your downstream conversion events—form fills, trial signups, purchases—to the Ads Manager platform via pixel or server-side event tracking. The setup process mirrors Google Tag Manager and Meta Pixel setup: install the OpenAI Ads pixel on your site, define conversion events, and verify event firing via the Ads Manager diagnostics dashboard. Critically, the platform does not yet provide native multi-touch attribution—it reports last-click conversions by default. To capture ChatGPT's true role in your customer journey, you need to configure multi-touch attribution in your analytics platform (GA4 data-driven attribution, Rockerbox, Northbeam, or similar) and create a custom touchpoint for ChatGPT Ads impressions and clicks. Brands that invest in this infrastructure before scaling spend will have fundamentally better measurement than those who rely on last-click alone.

Question 4

What creative formats are available in ChatGPT Ads Manager?

Accepted Answer

ChatGPT Ads Manager launches with three primary formats. Sponsored Answers are the flagship format: when a user's query matches your targeting context, a clearly labeled 'Sponsored' block appears in the response, delivering a structured answer drawn from your creative brief. The ad answers the question first, then positions your product or service—reverse of traditional ad creative. Sponsored Links are familiar closest to search ads: a labeled recommended link appearing at the end of a relevant response, priced CPC. Sponsored Context (currently in beta by invitation) is a deeper integration where your brand becomes part of multi-turn conversation for relevant category queries. Sponsored Answers are the highest-engagement format in early testing because they deliver genuine value within the session. Creative briefs for Sponsored Answers include headline, value proposition, answer content, CTA, and destination URL.

Question 5

Which industries perform best on ChatGPT Ads?

Accepted Answer

Early performance data points to four categories with the strongest ChatGPT Ads conversion rates: B2B SaaS (project management, CRM, analytics, developer tools), consumer electronics (laptops, cameras, audio equipment), financial products (investment platforms, insurance, fintech), and professional services (legal, consulting, HR technology). These categories share a common profile: high-consideration purchases where users conduct multi-turn research before deciding, and where ChatGPT has strong organic engagement from users asking comparison and evaluation questions. Categories where ChatGPT Ads shows weaker early performance include impulse-driven consumer goods, quick-service food and delivery, and fashion—categories where social advertising's visual and impulsive mechanics are more effective than ChatGPT's research-session context. Regulated financial services categories have additional policy requirements and not all subcategories are open for advertising in the initial launch.

Question 6

How does attribution work for ChatGPT Ads?

Accepted Answer

Attribution for ChatGPT Ads is the most significant measurement challenge in the platform's current form. OpenAI provides impression and click data, but the platform does not yet integrate natively with downstream CRM or conversion data that would enable full-funnel attribution. Common conversion patterns—user encounters sponsored answer, doesn't click, converts through branded search a week later—are invisible to last-click models. The practical setup recommendation: implement multi-touch attribution before scaling spend, create a ChatGPT Ads touchpoint category in your analytics platform, and measure the 7-day conversion rate uplift among users exposed to ChatGPT impressions versus unexposed. Position ChatGPT Ads as a middle-funnel discovery channel whose value is measured partly through assist metrics—how often does it appear in the conversion paths of users who ultimately convert through other channels?