# Stripe: AI in the payment ecosystem

Source: https://www.bankingnewsai.com/fintech/stripe/payment-ecosystem-ai
Last updated: Oct 19, 2026

*Part of the [Stripe AI strategy profile](https://www.bankingnewsai.com/fintech/stripe).*

## How does Stripe use AI across its payment ecosystem?

Stripe runs machine-learning models at each step of an online payment and sells the results to the businesses it processes for. Its cofounders wrote in February 2025 that Stripe is "continually retraining dozens of machine learning models" across the transaction flow. On May 7, 2025 Stripe announced a Payments Foundation Model trained on tens of billions of transactions; applied to card testing, it lifted Stripe's detection rate for attacks on large users from 59% to 97%. For approvals, Authorization Boost (May 2025) raises acceptance by 3.8% on average, Stripe says, and its AI retry logic recovered more than $6 billion of legitimately declined transactions in 2024. Since February 2023 the Enhanced Issuer Network has passed Radar fraud scores to card issuers including Capital One and Discover. Smart Disputes uses AI to assemble chargeback evidence. For AI agents, Stripe co-developed the Agentic Commerce Protocol with OpenAI (September 2025), extended its Shared Payment Tokens to Visa and Mastercard agentic tokens in March 2026, and co-authored the Machine Payments Protocol with Tempo the same month. Partners on the record include NVIDIA, OpenAI, Microsoft, Google, Meta and AWS. Stripe does not report revenue from AI products or agentic transaction volumes. ([Stripe](https://stripe.com/newsroom/news/stripe-2024-update), [Stripe](https://stripe.com/newsroom/news/sessions-2025), [Stripe](https://stripe.com/blog/using-ai-optimize-payments-performance-payments-intelligence-suite), [Stripe](https://stripe.com/newsroom/news/enhanced-issuer-network), [Stripe](https://stripe.com/newsroom/news/stripe-openai-instant-checkout), [Stripe](https://stripe.com/blog/supporting-additional-payment-methods-for-agentic-commerce), [Stripe](https://stripe.com/blog/machine-payments-protocol), [Stripe](https://stripe.com/newsroom/news/nvidia-collaboration-with-stripe), [Stripe](https://stripe.com/newsroom/news/microsoft-copilot-and-stripe), [Stripe](https://stripe.com/newsroom/news/sessions-2026), [Stripe](https://stripe.com/newsroom/news/stripe-helps-meta-muse-shop-with-link), [Stripe](https://stripe.com/newsroom/news/aws-stripe-agentcore-privy))

## Where in the payment flow does Stripe use AI?

One row per layer, with Stripe's product name and the latest dated figure Stripe has published for it. All results are Stripe's own measurements.

| Layer | Product | What the record shows | Date | Sources |
| --- | --- | --- | --- | --- |
| Checkout | Optimized Checkout Suite | Uses AI to choose which payment methods to show each customer; businesses migrating to it saw an 11.9% increase in revenue on average, per a Stripe analysis | April 24, 2024 | [Stripe](https://stripe.com/newsroom/news/sessions-2024) |
| Payment-method ranking | Payment Element | Businesses that switched to it saw 10.5% more revenue on average than a matched group that did not (April 2023); it dynamically presents the most relevant of 40+ payment methods using algorithms trained on billions of data points | 2023 | [Stripe](https://stripe.com/newsroom/news/payments-revenue-uplift), [Stripe](https://stripe.com/newsroom/news/optimized-checkout-suite) |
| Fraud scoring | Radar | Assesses more than 1,000 characteristics of a transaction and returns a fraud likelihood in less than 100 milliseconds | April 30, 2025 | [Stripe](https://stripe.com/newsroom/news/radar-for-ach-sepa) |
| Foundation model | Payments Foundation Model | Trained on tens of billions of transactions, it reduces each payment to an embedding; detection of card-testing attacks on large users rose from 59% to 97% overnight | May 15, 2025 | [Stripe](https://stripe.com/newsroom/news/sessions-2025), [Stripe](https://stripe.com/blog/using-ai-optimize-payments-performance-payments-intelligence-suite) |
| Issuer decisioning | Enhanced Issuer Network | Shares Radar's 0–99 risk score with issuers including Capital One and Discover; large businesses may see an 8% reduction in fraud and a 1–2% authorization uplift on eligible volume. American Express joined in April 2024 | February 21, 2023 | [Stripe](https://stripe.com/newsroom/news/enhanced-issuer-network), [Stripe](https://stripe.com/newsroom/news/sessions-2024) |
| Authorization and retries | Authorization Boost | Network tokens in more than 45 markets, real-time card account updater and an upgraded AI retry architecture that recovered more than $6 billion of legitimately declined transactions in 2024; acceptance up 3.8% on average, up to 7% for some | May 15, 2025 | [Stripe](https://stripe.com/blog/using-ai-optimize-payments-performance-payments-intelligence-suite) |
| Authorization costs | Authorization Boost (2026 upgrades) | New AI-powered optimizations, including Data Only authentication and PINless debit retries, raising acceptance by 3.8% on average and lowering processing costs by up to 3.3% | April 29, 2026 | [Stripe](https://stripe.com/us/blog/everything-we-announced-at-sessions-2026) |
| Authentication | Radar intelligent 3DS interventions | A new multihead model triggers 3DS on risky payments below the block threshold; early users saw an over 30% reduction in fraud on eligible transactions | May 15, 2025 | [Stripe](https://stripe.com/blog/using-ai-optimize-payments-performance-payments-intelligence-suite) |
| Disputes | Smart Disputes | AI compiles and submits evidence for each dispute; Vimeo and Squarespace recovered 13% more chargebacks | May 15, 2025 | [Stripe](https://stripe.com/blog/using-ai-optimize-payments-performance-payments-intelligence-suite) |
| Monitoring | Anomaly alerts | AI alerts that catch authorization changes with over 90% precision | May 15, 2025 | [Stripe](https://stripe.com/blog/using-ai-optimize-payments-performance-payments-intelligence-suite) |

## How far has Stripe taken AI agents into payments?

The profile covers the Agentic Commerce Protocol, the Agentic Commerce Suite and Link wallets; these rows add the token, protocol and partner record.

| Item | What happened | Date | Sources |
| --- | --- | --- | --- |
| Agentic Commerce Protocol | Released with OpenAI as an open standard; powers Instant Checkout in ChatGPT through Shared Payment Tokens | September 29, 2025 | [Stripe](https://stripe.com/newsroom/news/stripe-openai-instant-checkout) |
| Early test partners | Microsoft Copilot, Anthropic, Perplexity, Vercel, Lovable, Replit and Manus named as early partners testing Stripe's agentic commerce tools | September 30, 2025 | [Stripe](https://stripe.com/newsroom/news/tour-newyork-2025) |
| Agentic network tokens | Shared Payment Tokens extended to Mastercard Agent Pay and Visa Intelligent Commerce, plus Affirm and Klarna; Stripe says it is already processing transactions with agentic network tokens | March 3, 2026 | [Stripe](https://stripe.com/blog/supporting-additional-payment-methods-for-agentic-commerce), [American Banker](https://www.americanbanker.com/payments/news/stripe-advances-security-for-agentic-commerce) |
| Machine Payments Protocol (MPP) | Open standard co-authored with Tempo for agents to pay per request, in stablecoins or in fiat via Shared Payment Tokens; Visa developed the card specification, per Fortune | March 18, 2026 | [Stripe](https://stripe.com/blog/machine-payments-protocol), [Fortune](https://fortune.com/2026/03/18/stripe-tempo-paradigm-mpp-ai-payments-protocol/) |
| Link wallets for agents | Agents pay with a one-time-use card issued per task, and the user approves each payment | April 29, 2026 | [Stripe](https://stripe.com/newsroom/news/sessions-2026) |
| Guardrails and bot detection | Previews of Radar bot abuse prevention, built to tell legitimate AI agents from fraudulent actors, and of agent guardrails that assign agent identities and approval flows | April 29, 2026 | [Stripe](https://stripe.com/us/blog/everything-we-announced-at-sessions-2026) |
| AWS AgentCore payments | Privy, a Stripe company, provides wallet infrastructure and payment rails for AWS's AgentCore payments, alongside Coinbase | May 7, 2026 | [Stripe](https://stripe.com/newsroom/news/aws-stripe-agentcore-privy) |
| Meta's Muse agent | Link's agent wallet integrated into Meta's personal AI agent | September 8, 2026 | [Stripe](https://stripe.com/newsroom/news/stripe-helps-meta-muse-shop-with-link) |

## Who does Stripe work with on AI?

| Partner | What | Date | Sources |
| --- | --- | --- | --- |
| NVIDIA | Stripe has relied on NVIDIA's accelerated computing to train its models for much of its history; Radar uses NVIDIA's AI platform to improve the speed and accuracy of fraud detection | October 9, 2024 | [Stripe](https://stripe.com/newsroom/news/nvidia-collaboration-with-stripe) |
| OpenAI | Stripe joined the GPT-4 beta in January 2023 and launched GPT-powered Stripe Docs; Stripe powers ChatGPT Plus payments; co-developed the Agentic Commerce Protocol in 2025 | 2023–2025 | [Stripe](https://stripe.com/newsroom/news/stripe-and-openai), [Stripe](https://stripe.com/newsroom/news/stripe-openai-instant-checkout) |
| Microsoft | Stripe powers Copilot Checkout | January 8, 2026 | [Stripe](https://stripe.com/newsroom/news/microsoft-copilot-and-stripe) |
| Google | Partnership to let businesses sell inside AI Mode and the Gemini app | April 29, 2026 | [Stripe](https://stripe.com/newsroom/news/sessions-2026) |
| Visa and Mastercard | Network tokens expanded to 36 new markets with Visa and Mastercard, with American Express to follow (February 2023); agentic network tokens provisioned through Stripe's Shared Payment Tokens (March 2026) | 2023–2026 | [Stripe](https://stripe.com/newsroom/news/network-tokens-card-account-updater), [Stripe](https://stripe.com/blog/supporting-additional-payment-methods-for-agentic-commerce) |
| Capital One, Discover, American Express | Issuers receiving Radar fraud scores through the Enhanced Issuer Network | 2023–2024 | [Stripe](https://stripe.com/newsroom/news/enhanced-issuer-network), [Stripe](https://stripe.com/newsroom/news/sessions-2024) |
| Tempo (with Paradigm) | Co-author of the Machine Payments Protocol; Tempo is a payments blockchain incubated by Stripe and Paradigm | March 18, 2026 | [Stripe](https://stripe.com/blog/machine-payments-protocol), [Fortune](https://fortune.com/2026/03/18/stripe-tempo-paradigm-mpp-ai-payments-protocol/) |
| AWS | Privy wallets power AgentCore payments | May 7, 2026 | [Stripe](https://stripe.com/newsroom/news/aws-stripe-agentcore-privy) |

## How does AI fit Stripe's business, and what does it not disclose?

Stripe frames AI as revenue for its users rather than a separate product line. The Collisons' 2024 letter said the optimizations from its models "are big enough that businesses see them in their topline revenue figures", and that over 700 agent startups launched on Stripe in 2024. ([Stripe](https://stripe.com/newsroom/news/stripe-2024-update))

Stripe says it has used AI in its payments products for over a decade and historically built a specialized model per task (fraud, authorization, disputes); the Payments Foundation Model goes further, reducing each payment to one embedding that can feed many kinds of predictions. Will Gaybrick told TechCrunch the model is trained by self-supervised learning and discovers its own features. ([Stripe](https://stripe.com/blog/using-ai-optimize-payments-performance-payments-intelligence-suite), [TechCrunch](https://techcrunch.com/2025/05/07/stripe-unveils-ai-foundation-model-for-payments-reveals-deeper-partnership-with-nvidia/))

At Sessions on April 29, 2026 Patrick Collison said agents "will account for most transactions online" in the not-too-distant future, and Stripe announced 288 products and features under the theme of economic infrastructure for AI. ([Stripe](https://stripe.com/newsroom/news/sessions-2026))

What is not disclosed: revenue from AI products, results of the Payments Foundation Model beyond card testing (in May 2025 Stripe said it was still exploring how to roll it out across products), and transaction volumes through agentic protocols. As a private company Stripe files no audited accounts, so every figure on this page is Stripe's own. ([Stripe](https://stripe.com/blog/using-ai-optimize-payments-performance-payments-intelligence-suite), [Stripe](https://stripe.com/newsroom/news/stripe-2025-update))

## What does the Stripe profile record on this topic?

| Date | Move | Detail | Sources |
| --- | --- | --- | --- |
| Sep 8, 2026 | Meta's Muse agent shops with Stripe's Link | Meta integrated Link's wallet for agents into Muse, its personal AI agent; at over 1 million businesses that accept Link, Muse can check out with the consumer's saved payment method, and elsewhere Link issues a single-use virtual card. | [Stripe](https://stripe.com/newsroom/news/stripe-helps-meta-muse-shop-with-link) |
| Feb 24, 2026 | 2025 volume reaches $1.9 trillion; $159 billion tender offer | Businesses on Stripe generated $1.9 trillion in 2025, up 34%; the annual letter describes the Agentic Commerce Protocol, Agentic Commerce Suite, Shared Payment Tokens and machine payments, and a tender offer valued Stripe at $159 billion. | [Stripe](https://stripe.com/newsroom/news/stripe-2025-update) |
| Jan 8, 2026 | Stripe powers Copilot Checkout for Microsoft | US Copilot users will be able to buy from Etsy sellers and retailers such as Urban Outfitters in the chat, with Stripe connecting to sellers over the Agentic Commerce Protocol. | [Stripe](https://stripe.com/newsroom/news/microsoft-copilot-and-stripe) |
| Dec 11, 2025 | Agentic Commerce Suite launched | A low-code product to let businesses sell across multiple AI agents through one integration, with Coach, Kate Spade, URBN, Etsy, Wix and Squarespace among the businesses and platforms that said they would use it. | [Stripe](https://stripe.com/newsroom/news/agentic-commerce-suite) |
| Sep 29, 2025 | Agentic Commerce Protocol and Instant Checkout in ChatGPT | Stripe and OpenAI released the Agentic Commerce Protocol, an open standard, and US ChatGPT users began buying from Etsy sellers in the chat with Stripe-powered checkout and Shared Payment Tokens. | [Stripe](https://stripe.com/newsroom/news/stripe-openai-instant-checkout) |
| May 7, 2025 | Stripe announces a Payments Foundation Model | At Sessions 2025 Stripe said it had built an AI foundation model for payments, trained on tens of billions of transactions, to be deployed across its payments suite; applied to card testing, it lifted detection of attacks on large businesses by 64%. | [Stripe](https://stripe.com/newsroom/news/sessions-2025) |

## Common questions

### What is Stripe's Payments Foundation Model?

An AI model Stripe announced on May 7, 2025, trained on tens of billions of transactions, that reduces each payment to a single embedding other models can use. Its first published result was in card testing: Stripe says detection of attacks on large users rose from 59% to 97% overnight, a 64% increase.

### How does Stripe use AI to raise authorization rates?

Through Authorization Boost, which combines network tokens, real-time card account updates and AI-driven retry logic. Stripe says the retry models recovered more than $6 billion of legitimately declined transactions in 2024, and that businesses using it see acceptance rise by 3.8% on average, with some seeing up to 7%.

### What is Stripe's Enhanced Issuer Network?

A set of partnerships, launched February 21, 2023, under which Stripe shares Radar's 0–99 fraud score with card issuers, starting with Capital One and Discover and adding American Express in 2024. Stripe says large businesses may see an 8% fraud reduction and a 1–2% authorization uplift on eligible volume.

### Which AI companies does Stripe partner with?

On the record: NVIDIA, whose platform Radar uses; OpenAI, for ChatGPT payments, GPT-4 in Stripe Docs and the Agentic Commerce Protocol; Microsoft for Copilot Checkout; Google for AI Mode and Gemini; Meta for its Muse agent; and AWS, whose AgentCore payments use Stripe's Privy wallets.

### What is the Machine Payments Protocol?

An open standard Stripe and Tempo released on March 18, 2026 that lets AI agents pay a service per request, for example per API call or browser session. Stripe businesses can accept MPP payments in stablecoins or, through Shared Payment Tokens, in cards and buy now, pay later methods.
## Deeper on Stripe

- [What is Stripe's role in the digital payments transformation?](https://www.bankingnewsai.com/fintech/stripe/digital-payments-transformation)
- [How does Stripe use AI to fight fraud, and what results has it published?](https://www.bankingnewsai.com/fintech/stripe/fraud-and-risk-ai)

## Same question, other companies

- [Revolut: ai in the payment ecosystem](https://www.bankingnewsai.com/fintech/revolut/payment-ecosystem-ai)
- [Chime: ai in the payment ecosystem](https://www.bankingnewsai.com/fintech/chime/payment-ecosystem-ai)
- [Affirm: ai in the payment ecosystem](https://www.bankingnewsai.com/fintech/affirm/payment-ecosystem-ai)
- [Klarna: ai in the payment ecosystem](https://www.bankingnewsai.com/fintech/klarna/payment-ecosystem-ai)
- [PayPal: ai in the payment ecosystem](https://www.bankingnewsai.com/fintech/paypal/payment-ecosystem-ai)
- [Block: ai in the payment ecosystem](https://www.bankingnewsai.com/fintech/block/payment-ecosystem-ai)
- [Adyen: ai in the payment ecosystem](https://www.bankingnewsai.com/fintech/adyen/payment-ecosystem-ai)
- [Visa: ai in the payment ecosystem](https://www.bankingnewsai.com/fintech/visa/payment-ecosystem-ai)
- [Mastercard: ai in the payment ecosystem](https://www.bankingnewsai.com/fintech/mastercard/payment-ecosystem-ai)
- [Ramp: ai in the payment ecosystem](https://www.bankingnewsai.com/fintech/ramp/payment-ecosystem-ai)
- [Plaid: ai in the payment ecosystem](https://www.bankingnewsai.com/fintech/plaid/payment-ecosystem-ai)
- [Amex: How is American Express preparing its payments network for AI agents?](https://www.bankingnewsai.com/banks/american-express/payments-ai)
- [Fifth Third: How does Fifth Third use AI in payments?](https://www.bankingnewsai.com/banks/fifth-third/payments-ai)


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