OpenAI began testing ads in ChatGPT on February 9, 2026. Within a week, the ad industry split into two camps: those calling $60 CPMs a bargain for conversational intent, and those calling it insanity without conversion tracking.
Both camps were partly wrong, because they were comparing numbers that don’t compare directly. A $60 CPM and a $5.26 CPC are fundamentally different pricing models measuring fundamentally different things. This article does the math most comparison articles skip. (Updated June 2026: a lot has changed since launch. OpenAI dropped the original minimum commitment, opened a self-serve Ads Manager to US businesses, added CPC bidding, and shipped a measurement pixel and Conversions API. We flag the current state throughout.)
Key Takeaways
- ChatGPT Ads default to a $60 CPM, and now also offer CPC bidding (roughly $3 to $5 per click) since May 2026. Google Ads average $5.26 per click with no minimum.
- The original $200,000 minimum commitment is gone. OpenAI opened a self-serve Ads Manager to US businesses on 2026-05-05 and dropped the spend minimum entirely (it had already fallen to $50,000 by April).
- The effective CPC of CPM buys depends entirely on CTR – at 1% CTR it's $6.00 (comparable to Google); at 0.5% it's $12.00 (double Google's average)
- Conversion tracking now exists. OpenAI shipped a measurement pixel and a Conversions API, and began rolling out conversion-optimized (CPA) campaigns on 2026-06-05. Early in the beta there was no tracking at all, so older comparisons are out of date.
- ChatGPT Ads make most financial sense in high-CPC industries (legal at $8.58, dental at $7.85, B2B) where the effective CPC undercuts Google
- The smart play isn't either/or – ChatGPT captures top-of-funnel intent, Google converts at the bottom
The Raw Numbers: Side by Side
Before analysis, here’s what each platform actually costs. The CPM figure is the launch default; CPC bidding was added in May 2026.
These numbers alone tell you nothing useful. A $60 CPM could be a bargain or a rip-off depending on what happens after the impression. That’s where the math gets interesting. (The original $200,000 minimum commitment that dominated early coverage was dropped on 2026-05-05, so it no longer gatekeeps access.)
The Math Nobody Is Doing: Effective CPC Comparison
ChatGPT Ads charge per impression. Google Ads charge per click. To compare them, you need to convert ChatGPT’s CPM into an effective cost per click – which requires knowing the click-through rate.
OpenAI hasn’t published CTR data. So let’s model three scenarios:
| Metric | Pessimistic (0.5% CTR) | Realistic (1% CTR) | Optimistic (2% CTR) |
|---|---|---|---|
| ChatGPT CPM | $60 | $60 | $60 |
| Clicks per 1,000 impressions | 5 | 10 | 20 |
| Effective CPC | $12.00 | $6.00 | $3.00 |
| vs Google Ads avg ($5.26) | 2.3x more expensive | Roughly equal | 43% cheaper |
The verdict depends on whether ChatGPT Ads achieve a 1%+ CTR. For reference, Google Search Ads average 6.66% CTR – but those appear alongside active search results where users expect to click. ChatGPT Ads sit below AI responses where the user may already have their answer.
Cost by Industry: Where the Gap Widens and Narrows
Google Ads CPCs vary dramatically by industry. That makes the ChatGPT Ads comparison more favorable in some verticals than others.
| Industry | Google Ads Avg CPC | ChatGPT Effective CPC (1% CTR) | Verdict |
|---|---|---|---|
| Legal | $8.58 | $6.00 | ChatGPT 30% cheaper |
| Dental | $7.85 | $6.00 | ChatGPT 24% cheaper |
| B2B Services | $5.00–$15.00 | $6.00 | Competitive to cheaper |
| Education | $6.23 | $6.00 | Roughly equal |
| Finance | $3.46 | $6.00 | Google 42% cheaper |
| E-commerce | $0.90–$1.30 | $6.00 | Google 5–6x cheaper |
| Arts & Entertainment | $1.60 | $6.00 | Google 3.8x cheaper |
| Travel | $0.25 | $6.00 | Google 24x cheaper |
The pattern is clear: ChatGPT Ads make the most financial sense in high-CPC industries where Google competition has pushed click prices above $6. In low-CPC verticals like e-commerce and travel, the math doesn’t work – Google delivers clicks at a fraction of the cost.
Beyond CPC: The Cost-to-Conversion Gap
Cost per click is only half the equation. What matters is cost per conversion. And here’s where the comparison gets uncomfortable.
Google Ads: Known Conversion Economics
Google Ads conversion rates are well-documented across every industry. You can predict, with reasonable accuracy, what you’ll pay per lead or sale. The 7.52% average conversion rate means roughly 1 in 13 clicks converts.
ChatGPT Ads: Measurement Has Caught Up (Mostly)
At launch this was the platform’s biggest weakness: advertisers received aggregate impressions and clicks and nothing downstream. That gap has closed. OpenAI shipped a measurement pixel and a server-side Conversions API, and began rolling out conversion-optimized (CPA) campaigns on 2026-06-05 (accounts needed at least one conversion event flowing through the pixel or Conversions API before June 1 to qualify).
So this is no longer a reason to avoid the platform, and the old “no tracking at all” framing is out of date. It is still a reason to build solid measurement before you spend at scale. Install OpenAI’s pixel and Conversions API, deduplicate them, and back them with UTM parameters, GA4 custom channel groups, and server-side tracking. Our ChatGPT Ads attribution guide walks through the full setup.
The Conversion Math You Need to Run
Once you have your own tracking in place, here’s the calculation that determines whether ChatGPT Ads work for your business:
| Step | Google Ads (Known) | ChatGPT Ads (Your Data) |
|---|---|---|
| 1. Cost per click | $5.26 avg | $60 CPM ÷ (CTR × 10) = ? |
| 2. Conversion rate | 7.52% avg | Track via GA4 + UTMs |
| 3. Cost per conversion | ~$70 avg | CPC ÷ CVR = ? |
| 4. Revenue per conversion | Known from history | Track via server-side events |
| 5. ROAS | Revenue ÷ Cost | Revenue ÷ Cost (once measurable) |
Targeting: 25 Years of Precision vs Conversational Intelligence
| Dimension | Google Ads | ChatGPT Ads |
|---|---|---|
| Primary method | Keywords (exact, phrase, broad) | Conversation topic (semantic) |
| Audience signals | Demographics, interests, remarketing, custom segments | Geography, device, conversation complexity |
| Remarketing | Full lists + lookalikes | Not available |
| Demographic targeting | Age, gender, income, parental status | Not available |
| Geographic precision | Postal code + radius | State / metro area |
| Bid strategies | Manual CPC, target CPA, target ROAS, maximize conversions | CPM, CPC (since May 2026), conversion-optimized CPA (rolling out since June 2026) |
| Negative targeting | Negative keywords, placement exclusions | Topic exclusions (limited) |
Google gives you surgical control over who sees your ads and how much you pay for each segment. ChatGPT offers one lever: topic relevance. The AI decides when your ad fits the conversation. You trust the model or you don’t.
Reach and Access: The Barrier That Just Dropped
| Factor | Google Ads | ChatGPT Ads |
|---|---|---|
| Daily volume | 8.5 billion searches/day | 900M weekly active users |
| Geography | 200+ countries | US, Canada, Australia, New Zealand, UK |
| Who sees ads | All searchers | Free + Go tier |
| Minimum spend | No minimum | No minimum (dropped 2026-05-05) |
| Access model | Self-serve (start in minutes) | Self-serve Ads Manager (US, since May 2026) |
| Ad formats | 15+ formats across 6 surfaces | 1 format, 1 placement |
| Platform age | 25+ years | Launched Feb 9, 2026 |
The big early barrier, a $200,000 minimum commitment, is gone. OpenAI dropped the spend minimum on 2026-05-05 (it had already fallen from the original $200,000–$250,000 to about $50,000 by April) and opened a self-serve Ads Manager to US businesses, with CPC bidding alongside the default $60 CPM. The platform is now realistically testable by mid-sized advertisers, not just brands with seven-figure budgets.
The Decision Framework: Where Your Budget Should Go
Stop thinking either/or. The question is: what role does each platform play in your funnel?
Google Ads: The Conversion Engine
When someone searches “buy CRM software” or “Google Ads agency near me,” that intent is unambiguous. Google captures these moments with 25 years of optimization behind it. Average conversion rates of 7.52% exist because high-intent queries match with relevant ads.
Keep Google Ads for:
- Branded search protection
- High-intent transactional queries
- E-commerce Shopping campaigns
- Local service queries
- Remarketing across the Google ecosystem
ChatGPT Ads: The Intent Discovery Layer
When someone asks ChatGPT “How do I improve my sales pipeline?” they’re in research mode. Not ready to buy, but actively forming preferences. This is where brand impressions compound into future conversions that Google eventually captures.
Consider ChatGPT Ads for:
- Research-phase queries where preferences form
- Complex B2B products requiring explanation
- Industries where Google CPCs exceed $7+
- Building brand awareness in high-intent contexts
- Reaching users who search via AI instead of Google
The Budget Allocation Matrix
| Annual Paid Media Budget | Google Ads | ChatGPT Ads | Rationale |
|---|---|---|---|
| Under $50K | 100% | 0% | Too little to test a second channel meaningfully |
| $50K–$500K | 90% | 10% | Learning budget (now viable since the spend minimum was dropped) |
| $500K–$2M | 80–85% | 15–20% | Strategic allocation with dedicated measurement |
| $2M+ | 70–75% | 25–30% | Full-funnel strategy across both platforms |
What Has Already Changed, and What’s Next
ChatGPT Ads has moved fast since the February pilot. Several of the gaps that defined early coverage have already closed:
Self-serve access – Done. OpenAI opened a self-serve Ads Manager to US businesses on 2026-05-05 and dropped the spend minimum, so SMBs can now test. Expect competition to rise and CPMs to firm up as more advertisers pile in.
Conversion tracking – Done. OpenAI shipped a measurement pixel and a Conversions API, and conversion-optimized (CPA) campaigns started rolling out on 2026-06-05. Real ROI comparisons are now possible in principle; the limiting factor is how much history your account has accumulated.
CPC pricing – Done. CPC bidding ($3 to $5 recommended) launched alongside the default $60 CPM in May 2026, which makes the platform usable by performance advertisers, not just brand marketers.
International expansion – In progress. US, Canada, Australia, New Zealand and the UK are live; Japan, South Korea, Brazil and Mexico are reported as next. The EU and DACH are not bookable yet.
New ad formats – Still mostly ahead. Interactive product demos, shopping-style carousels, and richer formats are the next likely frontier. For now it is one card, one placement.
The Bottom Line
Google Ads is the proven performer: 25 years of data, full conversion tracking, global reach, no minimum spend, and a 7.52% average conversion rate you can build a business on. It’s not going anywhere.
ChatGPT Ads is the strategic bet: $60 CPMs (or $3 to $5 CPC bids since May 2026) in a conversational context where users show raw, brand-open intent before they’ve committed to a keyword, a retailer, or a search query. Measurement now exists (pixel plus Conversions API), though the benchmark history is thin. The audience is still geographically limited to the US, Canada, Australia, New Zealand and the UK, so EU and DACH advertisers cannot buy it yet.
But the cost arbitrage is real, and the access barrier that defined early coverage is gone. If your industry pays $7+ per click on Google and you can advertise in a live market, ChatGPT Ads now offers access to high-intent users at potentially lower per-click costs, with no spend minimum, in a channel your competitors are only starting to use.
The smart marketer isn’t choosing between these platforms. They’re building measurement infrastructure that captures the full journey – from a ChatGPT conversation to a Google brand search to a conversion – and allocating budget based on where each dollar drives the most value.
Not sure where your budget should go? We manage both Google Ads and ChatGPT Ads campaigns with unified tracking and attribution across channels. Let’s talk about your media mix.
Sources
- Our Approach to Advertising and Expanding Access - OpenAI
- OpenAI Opens ChatGPT Ads Manager to All US Businesses with CPC Bidding - PPC.land
- OpenAI's ChatGPT Ads Are Getting Conversion Optimization - PPC.land
- ChatGPT Ads Go Live in the UK as OpenAI Expands Pilot Beyond US - PPC.land
- Google Ads Benchmarks 2025 - WordStream