ChatGPT advertising cost in 2026 depends entirely on the route. OpenAI's direct program launched February 9, 2026 at a $60 CPM with a $200K-$250K minimum; by April it was quoting $25 CPM on some inventory and had cut the minimum to $50,000 alongside a self-serve ads manager. Criteo's partnership opens a back door for 17,000 of its advertiser clients. Independent AI-assistant ad networks (Thrad, Koah Labs, Jutera) quote $5-$15 eCPM with no minimums and transparent CPC options. Retail media and publisher licensing are separate pricing tracks with their own math.
ChatGPT Ads Cost in 2026: Real Pricing | Thrad
There is no public ChatGPT ad rate card. What there is: a $60 launch CPM that compressed to roughly $25 in nine weeks, a minimum commit that fell from $250,000 to $50,000 in April 2026, a Criteo back-door for mid-market, and a shadow curve of independent AI-assistant ad networks quoting $5-$15 CPMs with no floor. This is the pillar pricing guide — what each path actually costs, for whom, and why.
Date Published
Date Modified
Category
Advertising AI
Keyword
chatgpt advertising cost
Start monetizing your AI app in under an hour
With Thrad, publishers go from first API call to live ads in less than 60 minutes. With fewer than 10 lines of code required, Thrad makes it easy to unlock revenue from your conversational traffic the same day.
There is no public ChatGPT ad rate card in 2026. The direct answer buyers are looking for — a CPM, a minimum, a fixed cost per click — does not exist as something OpenAI publishes. What exists instead is a leaked pricing curve that fell from a $60 launch CPM to roughly $25 in nine weeks, a minimum commit that dropped from $250,000 to $50,000 over the same window, a Criteo partnership that opened a back door for ~17,000 mid-market advertisers, and a growing set of independent AI- assistant ad networks pricing comparable inventory at $5-$15 eCPM with no floor at all. This pillar guide lays out what each route actually costs in April 2026, who should pay which rate, and where the pricing is going.
What does ChatGPT advertising actually cost in 2026?
In April 2026, ChatGPT advertising cost falls into four bands. Direct OpenAI buys run at roughly $25 CPM on reach-objective inventory, down from $60 at the February 9, 2026 launch, with a $50,000 minimum commit after OpenAI cut the threshold from $250,000 on April 13. Criteo-routed buys for existing Criteo advertisers reportedly see rates as low as $15-$25 CPM. Shopping and retail media inventory is priced on the advertiser's existing retail media contract. Independent AI-assistant ad networks quote $5-$15 eCPMs on third-party AI assistant surfaces.
This four-band structure matters more than any single number. Media planners who quote "the ChatGPT CPM" are almost always quoting one band and missing the other three. In practice, a brand's effective cost depends on which route it can access and which surface it prioritizes — not on an average OpenAI doesn't publish. The Thrad pricing page walks through the independent-network band in detail so buyers can anchor their math without negotiating a private quote first.
ChatGPT ad CPMs compressed from $60 at launch to as low as $25 in nine weeks, and the minimum spend fell from $250,000 to $50,000 over the same window — the fastest repricing of a premium ad surface in recent memory.
How did OpenAI's direct pricing actually evolve?
OpenAI's direct pricing has moved on three axes since the February 9, 2026 launch: the headline CPM, the minimum commit, and the go-to- market model. Each axis moved independently, and together they describe a curve that compressed faster than buyers expected.
Launch (February 9, 2026)
CPM: $60, confirmed by Adweek reporting in late January citing
OpenAI and agency sources. Some advertisers received variant pitches
between $100,000 and $125,000 in monthly commit, with the $200,000
figure representing the stated floor.Minimum commit: $200,000, later reported by other outlets as
$250,000 for certain pilot tiers.Access: Managed only. OpenAI's sales team approached retail,
streaming, and internet connectivity brands directly. No self-serve.Measurement: Impressions and clicks only. No conversion tracking
pixels. Agencies noted OpenAI was following "standard industry
practices" for reporting but the stack was thinner than Google or
Meta's.Inventory: Free and Go-tier users in the US, logged-in adults,
commercial-intent queries only. Plus, Pro, Business, Enterprise, and
Education users are ad-free.
March 2, 2026 — Criteo joins
Criteo announced its integration as the first ad-tech partner for the OpenAI ads pilot, opening the inventory to Criteo's commerce media platform clients. Criteo's press release positioned this as bringing "performance-driven advertising into conversational discovery experiences," effectively routing the ~17,000 Criteo-onboarded advertisers around OpenAI's $200K floor through Criteo's existing contracts. Reporting put CPMs on Criteo-routed inventory in the $25-$35 range, with some quotes as low as $15.
April 13, 2026 — Self-serve and the $50K floor
PPC Land reported that OpenAI had quietly launched a self-serve ads manager and cut the minimum commit to $50,000. The manager mirrors Google Ads' three-tier structure (Campaigns, Ad Groups, Ads) with simplified targeting — "context hints" in plain language rather than keyword bidding, country-level geo, and reach-only objectives. Clicks and conversions were marked "coming soon." The same week, CPMs on some inventory were reported at $25, down from $60 at launch.
Date | CPM | Minimum commit | Access model | Measurement |
|---|---|---|---|---|
Feb 9, 2026 (launch) | $60 | $200K-$250K | Managed, direct OpenAI sales | Impressions, clicks |
Mar 2, 2026 (Criteo) | $25-$35 | Criteo contract | Criteo commerce media | Criteo attribution |
Apr 13, 2026 (self-serve) | $25 reported | $50K | Self-serve ads manager | Impressions, clicks |
Why the compression?
Three forces pushed prices down. First, the $200K floor was a discovery-priced ceiling — OpenAI needed anchor advertisers, not market-clearing demand, and the floor naturally fell once it had the case studies it needed. Second, Criteo's integration effectively multiplied the supply of buyers (17,000 contracted Criteo clients) without expanding the inventory, which forced discounting to absorb demand. Third, measurement friction — the absence of conversion tracking meant performance advertisers refused to pay search-like premiums, and OpenAI had to price against reach budgets, which trade at lower CPMs.
What does the independent AI-assistant ad network curve look like?
Independent networks price native conversational advertising at $5-$15 eCPM with no minimum spend, sold on CPM or CPC basis across third- party AI assistants. The inventory is different from OpenAI's owned ChatGPT surface — these networks place ads inside consumer and developer AI assistants that chose to monetize through an ad SDK — but the unit shape (labeled native placements inside an AI conversation) matches the ChatGPT ad formats closely.
The independent network lineup
A non-exhaustive map of the network layer as of April 2026:
Thrad — AI-native SSP for AI-assistant advertising. Paid ads
inside LLM conversations across chatbot and assistant surfaces.
Native contextual units, programmatic buying, CPM/CPC transparency.
Partnerships announced with DeepAI and retailer monetization
(Thrad for Retailers, January 2026).Koah Labs — Positioned as "AdSense for AI." Seed-funded at $5M
(September 2025, Forerunner Ventures), Series A at $20.5M (February
2026, Theory Ventures). Publicly-quoted $10 average eCPM on display
ads, with partners reporting 40% monthly revenue growth.Jutera — Austin-based ad-tech layer for conversational AI.
Positions on user-centric design principles — sponsored-content cap
at 20% of responses, explicit disclosure, user opt-out.ChatAds — Affiliate monetization via API. Developers keep 100%
of commissions; the network charges per API request. Affiliate RPMs
typically $0.08-$0.50 vs programmatic $0.02-$0.05.ZeroClick — "Reasoning-time advertising" — integrating sponsor
content during AI response generation rather than post-processing
insertion. Claims 10,000+ advertisers.Adgentic / AgentVine — Focused on autonomous agent and agent-
framework monetization (LangGraph, CrewAI, AutoGen).Dappier — Publicly-quoted $5-$15 CPM range on conversational
content inventory.
Network | Pricing model | Public CPM / eCPM | Minimum spend | Inventory surface |
|---|---|---|---|---|
Thrad | CPM / CPC | Quoted per campaign | None | Multi-assistant (DeepAI + partners) |
Koah Labs | CPM (display-in-AI) | ~$10 eCPM average | None | AI apps using Koah SDK |
Jutera | CPM (conversational) | Not publicly disclosed | None | Conversational AI interfaces |
ChatAds | Per-API-request + affiliate | RPM $0.08-$0.50 | None | Developer-integrated AI apps |
Dappier | CPM | $5-$15 | None | Conversational content sites |
Why the pricing gap with OpenAI direct?
Independent networks run at one-third to one-sixth the direct OpenAI CPM for three structural reasons. The inventory is different — independent networks sell impressions on long-tail AI assistants and developer-integrated apps, not on ChatGPT's owned traffic. The competitive dynamic is different — independent marketplaces compete on price to win buyer budgets, while OpenAI holds a monopoly on its own surface. And pricing transparency is a positioning choice — networks fighting for buyer trust publish CPMs; closed ecosystems don't.
The tradeoff is real. Independent networks offer lower cost, no spend floor, transparent CPM/CPC, and broader surface coverage (not just ChatGPT, but the full family of AI assistants brands actually want to reach). They don't offer the ChatGPT owned-surface audience — for that you go direct or through Criteo. The transparent Thrad pricing tiers land squarely in this band and publish rates rather than negotiating each buyer privately.
What do shopping cards and retail media actually cost?
Shopping inventory inside ChatGPT is a separate pricing track from sponsored placements. Product cards appear when users ask buying- intent questions, and they pull live pricing and inventory from a merchant-submitted product feed. Cost structure depends on the merchant's existing retail media posture.
The three shopping routes
Direct ChatGPT merchant feed (announced 2025, operational in
2026) — merchants submit a structured product feed (CSV, TSV, XML,
or JSON) that can update every 15 minutes. Instant Checkout
integrations go through the Agentic Commerce Protocol with Stripe
or equivalent. Pricing on the organic/sponsored split hasn't been
publicly disclosed — some placements are promoted via the sponsored
card format at OpenAI's direct CPMs, but the base feed inclusion
for organic discovery isn't a CPM buy.Retail media networks (Amazon Ads, Walmart Connect, Instacart,
Kroger Precision Marketing, etc.) — brands running existing retail
media campaigns on retailers that partner with ChatGPT may see
their inventory surface inside shopping cards. Pricing is governed
by the existing retail media contract, typically CPC or CPA, not
an OpenAI rate.Criteo commerce media — since March 2026, Criteo clients can
buy conversational shopping placements through Criteo's platform
at Criteo-contract pricing, routed into ChatGPT's product-
recommendation surface.
The answer to "what does ChatGPT shopping cost" is "whatever your existing retail media or commerce media contract already costs" — because no merchant is buying shopping placements at the $60 OpenAI CPM when Criteo and direct retailer relationships exist as alternate routes.
Feed requirements and their hidden cost
The ChatGPT product feed specification requires 15 mandatory attributes per SKU (ID, title, description, URL, image, price, currency, stock, brand, condition, enablement flags, seller policies) and supports eight-plus recommended ones. Agencies quote feed-setup engagements in the $5,000-$25,000 range for ecommerce brands without an existing retail media feed pipeline. That's a one-time cost, but it's a real line item when comparing "ChatGPT advertising cost" honestly.
What do publisher licensing deals cost — and who pays?
Publisher licensing sits at the top of the pricing pyramid and doesn't show up as a line item on a brand's ad invoice. OpenAI's publisher licensing deals, disclosed publicly for Axel Springer and News Corp (and confirmed in reporting for Associated Press, Wall Street Journal parent, Vox Media, The Atlantic, TIME, Financial Times, Le Monde, and others), have run at $1M-$5M per publisher per year on the smaller end to $250M over five years for News Corp on the larger end, per Press Gazette and Bloomberg reporting.
Brands don't pay OpenAI for these deals. Publishers pay the data cost (their content trains and grounds the model) and receive fees plus attribution — brand visibility inside ChatGPT's answers flows through licensed publishers' content as a second-order effect. The economic implication for brands: spending that influences publisher coverage (PR, sponsored content, retailer co-marketing) indirectly shapes ChatGPT brand mentions, without any direct ad buy.
How does the comparison look on a matched-reach basis?
Apples-to-apples comparison at a fixed $50,000 budget across the four pricing routes, based on the April 2026 rate band and typical ecommerce CTR assumptions:
Route | Effective CPM | Impressions | Typical CTR | Clicks | Cost per click |
|---|---|---|---|---|---|
OpenAI direct (self-serve) | $25 | 2.0M | 3-5% | 60K-100K | $0.50-$0.83 |
Criteo → ChatGPT | $20 | 2.5M | 3-5% | 75K-125K | $0.40-$0.67 |
Independent AI-assistant network | $10 | 5.0M | 2-4% | 100K-200K | $0.25-$0.50 |
Retail media → ChatGPT Shopping | Contract CPM or CPC | Varies | 8-15% (higher intent) | Varies | $0.30-$1.50 |
Reading this table honestly: OpenAI direct and Criteo routes access ChatGPT's owned audience at a premium CPM but narrower surface. Independent networks offer 2-4x the impression count at the same budget across a broader multi-assistant footprint, at the cost of not being on ChatGPT itself. Retail media routes are the highest-intent and the hardest to normalize on a single CPC number because the retailer's contract structure varies.
CTRs cited here are directional. Early ChatGPT sponsored-search pilots reported CTRs in the 5-15% range on well-matched commercial queries (materially above Google's 1-3% blended search CTR), but self-serve reach-objective inventory is closer to display CTR norms. Shopping cards skew higher because intent is explicit.
Who should actually pay what?
The pricing decision isn't "what does ChatGPT cost" — it's "which route fits our constraints." Three variables dominate.
Variable 1 — Annual commit
Below $50K/year — OpenAI direct is locked out. Paths available:
Criteo (if you're a Criteo client), retail media (if you run it
already), independent AI-assistant networks like
Thrad's self-serve tier
(no floor), or publisher/PR spend that surfaces in brand citations.$50K-$200K/year — OpenAI self-serve ads manager is open, but
independent networks offer better reach per dollar at lower CPM, and
Thrad's managed service
covers the operator workload for buyers in this band. Many mid-market
brands will split budget.$200K-plus/year — OpenAI managed program becomes viable, with
richer support, variant targeting, and (eventually) conversion
tracking.
Variable 2 — Surface preference
ChatGPT-only (brand prestige plays, premium launches) — OpenAI
direct or Criteo.Multi-assistant coverage (category brand-building, agentic
commerce exposure) — Independent networks that span ChatGPT-
adjacent surfaces (DeepAI, other consumer AI apps, developer-
integrated agents).Shopping-specific — Retail media and merchant feed.
Variable 3 — KPI
Reach / brand awareness — CPM programs across any route work;
optimize for cost per thousand.Click volume — CPC programs (currently absent from OpenAI
direct; available on independent networks and via Criteo for
performance-aligned contracts).Conversion — Hard as of April 2026 because OpenAI's conversion
tracking is pending. Retail media (where conversions happen on the
retailer's property) is the cleanest path. Independent networks
with CPC / CPA models are the next-best option.
Buyer profile | Recommended path | Why |
|---|---|---|
$25K / DTC ecommerce | Independent network + retail media | OpenAI direct locked; independent networks give impressions, retail media closes conversions |
$100K / SaaS lead-gen | Criteo-routed + independent network | Criteo gives ChatGPT owned surface; independent networks extend reach |
$500K / enterprise brand launch | OpenAI managed + publisher PR | Managed program for premium inventory, publisher spend for citation volume |
$2M / CPG category buy | Retail media + OpenAI managed + Criteo | Retail media for shopping cards, OpenAI for sponsored search, Criteo for feeder reach |
Why is OpenAI's direct pricing so opaque?
OpenAI runs discovery pricing, not rate-card pricing. That's a deliberate choice with three implications buyers should understand.
First, the published data is always incomplete. Adweek, PPC Land, The Information, and Bloomberg reporting have established the headline numbers, but OpenAI's sales team negotiates variant rates with anchor advertisers. Published CPMs are ceilings for some buyers and floors for others.
Second, the minimum commit is a filter, not a price. The $200K launch minimum wasn't "what an ad costs" — it was "who OpenAI was willing to onboard." The $50K floor post-April is the new filter. Neither reflects per-unit economics in a supply-and-demand sense.
Third, the self-serve tier hasn't reached parity with Google or Meta. Only reach objectives are live; conversions and clicks are "coming soon"; measurement infrastructure is thinner; inventory is capped to the Free and Go tiers. Buyers expecting the feature parity of an established ad platform will find the self-serve surface minimal in April 2026.
This is not a criticism — it's a pattern every ad platform follows in its first year. Google ran discovery pricing on AdWords before the auction opened. Meta did the same with early business pages. But buyers making procurement decisions against a single "ChatGPT CPM" figure are buying into a point on a moving curve, not a fixed rate card.
Common misconceptions
"$60 is the ChatGPT CPM." — It was, from February 9 to roughly
late March 2026. It isn't now. Reported April 2026 CPMs range $15-
$35 depending on route."You can't buy ChatGPT ads without $200K." — You could, through
Criteo, starting March 2, 2026. You can now through self-serve at
$50K. You can access similar inventory (not identical) at no floor
through independent networks."Higher CPM means higher conversion." — Not mechanically. Criteo
reports ChatGPT referrals convert at 1.5x other channels, which
justifies some premium, but independent networks at $10 eCPM with
comparable conversion rates win the cost-per-acquisition math on
many buyers' P&Ls."OpenAI's prices will keep falling." — The compression from $60
to $25 looks like a trend but reflects a specific sequence: pilot
discounting to absorb Criteo demand plus self-serve launch. Prices
may stabilize or rise once a proper auction opens and demand
outstrips supply."Independent networks only offer low-quality inventory." — The
inventory is different, not worse. A brand that wants ChatGPT-only
owned-surface reach buys OpenAI direct. A brand that wants multi-
assistant reach at category prevalence buys independent.
What comes next for ChatGPT advertising cost?
Three 2026-2027 shifts are highly likely based on the current trajectory.
Auction opens
Adthena's CMO Ashley Fletcher, quoted in PPC Land's April 2026 coverage, described the current pricing movement as "preparation for a wider auction accessibility to fit a global rollout." When OpenAI opens a proper auction — with competitive bidding, not negotiated rates — CPMs will move based on demand pressure. High-commercial queries (finance, insurance, travel, luxury) will clear at higher prices than sponsored content today; commoditized categories may clear lower.
Conversion tracking lands
OpenAI has disclosed that conversion and click objectives are "coming soon" on the self-serve manager. Once performance objectives ship, CPA and ROAS pricing models emerge, and CPM becomes one of three default pricing structures, not the only one. This will narrow the pricing gap with Google and Meta.
International expansion
The US-only limitation will lift in 2026 or 2027. International CPMs typically sit below US rates for premium platforms at launch. When ChatGPT ads open in Western Europe, expect $15-$25 CPMs on comparable inventory in the UK, Germany, France; materially lower elsewhere.
Independent networks consolidate
The current fragmentation (Thrad, Koah, Jutera, ChatAds, ZeroClick, Dappier, AgentVine, Adgentic) is typical of a first-wave ad-tech landscape. Expect consolidation, SDK standardization, and measurement partnerships to emerge in 2026-2027. Prices will firm, minimums may reappear, and inventory partitioning will harden.
How to get started as a buyer
The honest first move is a pricing audit against your actual constraints. Answer three questions:
What's the annual commit we can reasonably make to AI-assistant
advertising? If it's under $50K, OpenAI direct is not in scope.Which surface(s) do we need to be on? ChatGPT owned, the
broader AI assistant ecosystem, shopping-specific, or publisher-
citation adjacent — these are distinct buys.What do we measure against? Reach, clicks, conversions, or
citation visibility. The pricing route that aligns with the KPI
wins.
From there, the mechanical steps:
$50K-plus and ChatGPT-only focus — request access to OpenAI's
self-serve ads manager at platform.openai.com. Expect reach-only
pilot until conversion tracking ships.Existing Criteo relationship — talk to your Criteo rep about
extending commerce media to the OpenAI inventory.Retail media in play already — check with Amazon Ads or Walmart
Connect or your retail media partner about ChatGPT feed activations.Sub-$50K / multi-assistant exposure — evaluate independent
networks on CPM, CPC, surface coverage, and measurement. Thrad, for
example, is live today across multi-assistant inventory with no
minimum commit, transparent pricing, and open measurement — a
natural fit for mid-market and performance-focused buyers who need
to be in AI-assistant advertising without the OpenAI direct
gatekeeping.
The pricing landscape will keep moving. The stable truth in April 2026 is that "ChatGPT ad cost" is a set of four separate prices, not one, and the route matters more than the rate. Start with the route that fits your constraints, measure what you can, and expand as OpenAI's direct pricing — and the independent network alternatives — stabilize.
chatgpt ads cost, openai ad pricing, chatgpt cpm, chatgpt ads minimum spend, ai assistant advertising pricing
Citations:
Lara O'Reilly, "Exclusive: OpenAI Confirms $200,000 Minimum Commitment for ChatGPT Ads," Adweek, 2026. https://www.adweek.com/media/exclusive-openai-confirms-200000-minimum-commitment-for-chatgpt-ads/
PPC Land, "ChatGPT ad CPMs drop to $25 as OpenAI races toward global auction," PPC Land, 2026. https://ppc.land/chatgpt-ad-cpms-drop-to-25-as-openai-races-toward-global-auction/
PPC Land, "OpenAI's ads manager is live — and the barrier to entry just dropped," PPC Land, 2026. https://ppc.land/openais-ads-manager-is-live-and-the-barrier-to-entry-just-dropped/
OpenAI Help Center, "Ads in ChatGPT," OpenAI, 2026. https://help.openai.com/en/articles/20001047-ads-in-chatgpt
Criteo, "Criteo Joins OpenAI Advertising Pilot in ChatGPT," Criteo Press Release, 2026. https://www.criteo.com/news/press-releases/2026/03/criteo-joins-openai-advertising-pilot-in-chatgpt/
Lengow, "ChatGPT Product Feed specification," Lengow, 2026. https://www.lengow.com/get-to-know-more/chatgpt-product-feed/
Anthony Ha, "Koah raises $5M to bring ads into AI apps," TechCrunch, 2025. https://techcrunch.com/2025/09/07/koah-raises-5m-to-bring-ads-into-ai-apps/
SiliconANGLE, "Koah raises $20.5M to scale its AdSense for AI platform," SiliconANGLE, 2026. https://siliconangle.com/2026/02/24/koah-raises-20-5m-scale-adsense-ai-across-apps/
Anna Hamill, "Perplexity tests sponsored follow-up question ads," The Keyword, 2024. https://www.thekeyword.co/news/perplexity-tests-sponsored-follow-up-question-ads
Press Gazette, "News generative AI deals revealed: Who is suing, who is signing?," Press Gazette, 2024. https://pressgazette.co.uk/platforms/news-publisher-ai-deals-lawsuits-openai-google/
ExchangeWire, "Thrad Launches Thrad for Retailers to Power Ad Monetisation in Agentic Commerce," ExchangeWire, 2026. https://www.exchangewire.com/blog/2026/01/14/thrad-launches-thrad-for-retailers-to-power-ad-monetisation-in-the-era-of-agentic-commerce/
ALM Corp, "ChatGPT's Ads Manager Is Now Being Tested: What OpenAI's $200K Entry Bar Means," ALM Corp, 2026. https://almcorp.com/blog/chatgpt-ads-manager-openai-advertising-platform-2026/
Be present when decisions are made
Traditional media captures attention.
Conversational media captures intent.
With Thrad, your brand reaches users in their deepest moments of research, evaluation, and purchase consideration — when influence matters most.
