AI in banking: how a bank uses AI under the rules it answers to / Doing the work
AI vendor risk for banks: the 2023 guidance, the 2026 proposal and DORA
A bank that buys AI from a vendor keeps its responsibility to operate safely and lawfully. In the United States, the 2023 Interagency Guidance on Third-Party Relationships sets out how to choose, contract with and monitor a vendor, and on 15 September 2026 the agencies proposed to replace it, with comments due 16 November 2026. In the EU, the Digital Operational Resilience Act has applied since 17 January 2025 and sets contract terms for technology vendors. This page covers both, the 2026 model risk guidance on vendor models, and the vendor's own suppliers, as of 26 October 2026.
Published October 26, 2026. Editorial.
Key takeaways
- The 2023 US guidance says a bank's use of third parties does not reduce its responsibility to operate safely and lawfully, to the same extent as if it did the work itself.
- On 15 September 2026 the OCC, Fed, FDIC and NCUA proposed new third-party guidance to replace the 2023 guidance. The 2023 guidance applies until a final version replaces it.
- The 2026 model risk guidance says a vendor may not share its code, data or method, and the model risk principles still apply, including validation of vendor products.
- The EU's Digital Operational Resilience Act (DORA) requires contracts that name where data is processed and stored, and, for critical or important functions, unrestricted audit rights and exit strategies.
- Reveneau's view: ask every AI vendor for its eval results and for the right to run the bank's own evals on the product before and after each model change.
In the Bank of England and Financial Conduct Authority survey published on 21 November 2024, "A third of all AI use cases are third-party implementations" [9], meaning AI that a vendor builds or supplies. The providers are concentrated: "The top three third-party providers account for 73%, 44%, and 33% of all reported cloud, model, and data providers respectively" [9]. The top three model providers' share was 18% in 2022 [9]. And 46% of firms said they had only partial understanding of the AI they use [9].
For a bank, buying AI is a vendor decision under rules written for all vendors. This page covers those rules in the United States and the EU, as of 26 October 2026, and what they mean for an AI product. It is part of the guide on AI in banking. The US documents below are guidance, and the EU regulation is law. A bank should confirm with its own counsel and examiners which apply to it.
The 2023 US guidance: responsibility stays with the bank
The Board of Governors of the Federal Reserve System (the Fed), the Federal Deposit Insurance Corporation (FDIC) and the Office of the Comptroller of the Currency (OCC) published the Interagency Guidance on Third-Party Relationships: Risk Management on 9 June 2023 [1]. Its starting point: "A banking organization's use of third parties does not diminish its responsibility to meet these requirements to the same extent as if its activities were performed by the banking organization in-house" [1]. If an AI vendor's model gives customers wrong answers, the bank still has to meet its legal duties to those customers.
The guidance describes a life cycle: "Effective third-party risk management generally follows a continuous life cycle for third-party relationships" [1]. The stages are planning, due diligence and third-party selection, contract negotiation, ongoing monitoring, and termination [1]. Due diligence means the checks a bank makes before it signs.
By this guide's count of its lettered headings, the guidance lists 14 due diligence factors and 17 contract factors [1]. Three points from it apply to AI:
- Check each new product. "Relying solely on experience with or prior knowledge of a third party is not an adequate proxy for performing appropriate due diligence" [1]. A bank that already uses a vendor's core banking system, the system that runs its accounts, still has to check that vendor's new AI product.
- Record what the vendor will not share. "it is important for the banking organization to identify and document any limitations of its due diligence" [1]. When an AI vendor keeps its model details private, this is the step that records the gap.
- Settle data ownership in the contract. "Provisions that indicate whether any data generated by the third party become the banking organization's property help avert misunderstandings" [1]. For AI, that covers model outputs and logs. Contracts also generally include "provisions for periodic, independent audits of the third party and its relevant subcontractors" [1].
The AI vendor question list for banks turns the factors into 22 questions.
The 2026 proposal to replace it
On 15 September 2026 the OCC, the Fed, the FDIC and the National Credit Union Administration (NCUA) published proposed third-party risk management guidance. They wrote: "The agencies plan to rescind and replace existing guidance on third-party risk management" [2]. "Any finalized guidance would replace the 2023 Guidance and the Supplemental TPRM Resources" [2], which include the community bank guide. TPRM stands for third-party risk management.
The agencies give their reason: "the agencies believe the 2023 Guidance frequently has been interpreted in an overly broad manner and with an insufficient focus on tailoring its risk management principles" [2]. The proposal would also cover insured credit unions [2]. It is organised under four headings: risk identification and assessment; risk oversight, which holds due diligence, contract negotiation, ongoing monitoring and termination; "Residual Risk Acceptance"; and governance [2]. Residual risk is the risk left after controls.
| Document | Date | Status as of 26 October 2026 | Kind |
|---|---|---|---|
| Interagency Guidance on Third-Party Relationships, 88 FR 37920 | 9 June 2023 | In effect; proposed for replacement [1][2] | Guidance |
| Third-Party Relationships: A Guide for Community Banks (OCC Bulletin 2024-11) | 3 May 2024 | In effect; voluntary; would be replaced if the proposal is finalised [3][2] | Guidance |
| Proposed Third-Party Risk Management Guidance, 91 FR 58536 | 15 September 2026 | Comments due 16 November 2026 [2] | Proposed guidance |
| SR 26-7, Joint Statement on Community Banks' Engagement with Core Service Providers | 5 October 2026 | Issued [4] | Guidance |
| Digital Operational Resilience Act, Regulation (EU) 2022/2554 | Applies from 17 January 2025 | In force; no amending act found [6] | EU law |
| European Banking Authority (EBA) Guidelines on outsourcing arrangements (2019) | 2019 | Still apply; to be repealed when the new guidelines apply [7] | EU guidelines |
| EBA final report on third-party risk guidelines (non-technology services) | 18 September 2026 | Application date not yet set [7][8] | EU guidelines |
The community bank guide of 3 May 2024 says "Use of the guide is voluntary" [3]. On 5 October 2026 the Fed also circulated a "Joint Statement on Community Banks' Engagement with Core Service Providers" as SR 26-7, a supervision and regulation letter [4]. A core service provider runs a bank's main account and transaction systems.
A proposal can change before it is final. A bank should keep following the 2023 guidance, and can comment on the proposal until 16 November 2026.
Vendor models under the 2026 model risk guidance
The revised model risk guidance of 17 April 2026 has its own section on vendor products. It accepts a limit: banks "may not receive from the vendor the underlying code, data, or methodology that they would have if a model were developed internally. Nevertheless, the principles of model risk management remain applicable" [5]. It adds that "An important element of model risk management is the validation of vendor products, either by internal or outside parties" [5], and that sound practice includes developing an understanding of the "vendor model, including its conceptual soundness, design, development data, and performance" [5]. Conceptual soundness means the model's design and logic fit its purpose.
The guidance excludes generative and agentic AI from its scope [5]. A vendor's chatbot or writing assistant is therefore outside it, and the bank's own governance decides the controls. The page model risk rules and AI explains the split.
The US information security guidelines add a contract duty for any vendor with access to customer information: a bank must "Require its service providers by contract to implement appropriate measures designed to meet the objectives of these Guidelines" [11]. The page customer data privacy and AI in banking covers those guidelines.
The vendor's own vendors
An AI product can be built on other companies' models and cloud services. The US Treasury reported in March 2024 that firms "noted that some of the capabilities they use are supplied by a fourth-party provider or product" [10]. A fourth party is a vendor's own supplier. The Treasury also expects data integrity and data provenance, which means knowing where data came from and whether it was changed, to become important concerns in third-party risk management [10].
For a bank, that means asking each AI vendor which model maker and which cloud service the product uses, and whether the vendor may change them. A change of model inside a product can change its answers, so the contract should require notice before such a change.
The EU: DORA and the EBA guidelines
The Digital Operational Resilience Act (DORA), Regulation (EU) 2022/2554, says "It shall apply from 17 January 2025" [6]. It covers information and communication technology (ICT) services, which in this guide's reading include AI services bought from a technology vendor. Its main vendor rules:
- The firm "shall, at all times, remain fully responsible for compliance with, and the discharge of, all obligations under this Regulation" [6].
- It must keep "a register of information in relation to all contractual arrangements on the use of ICT services provided by ICT third-party service providers" [6], and "report at least yearly to the competent authorities on the number of new arrangements" [6].
- Contracts must state "the locations, namely the regions or countries, where the contracted or subcontracted functions and ICT services are to be provided and where data is to be processed, including the storage location", and must require the vendor to tell the firm in advance if it plans to change those locations [6].
- For critical or important functions, contracts must give "unrestricted rights of access, inspection and audit by the financial entity, or an appointed third party, and by the competent authority" [6], and set out "exit strategies, in particular the establishment of a mandatory adequate transition period" [6].
This guide found no act amending DORA in the EU's metadata on 26 October 2026.
The European Banking Authority (EBA) covers vendors that DORA does not. Its page says: "The Guidelines on the sound management of third-party risk related to non-ICT services, once applicable, will repeal the Guidelines on outsourcing arrangements" [7]. The final report was published on 18 September 2026, and its application date is still blank [7]. The EBA says "A two-year transitional period will support a smooth and proportionate implementation" [8]. ICT services stay under DORA.
What to ask an AI vendor for
Reveneau's view is that the most useful item to ask an AI vendor for is its test record. An eval is a written, repeatable test of an AI system's answers against chosen cases. Ask for the vendor's eval results on the tasks the bank will use the product for, and for the right to run the bank's own evals on the product before signing and after each change to the underlying model. That gives the bank the "performance" part of the understanding the model risk guidance asks for [5], even when the vendor keeps its code private. The post how to evaluate a vendor's eval suite covers how to judge one.
Where Reveneau fits
Reveneau is an AI software development consultancy with offices in San Francisco and Vancouver. Reveneau says AI writes all of its code and every change must pass an eval suite written from the specification, the written description of what the software must do. Reveneau says Jev, TypeSafe AI's decision model, grades that suite, and that the suite runs ten times faster than it did with its previous grader. It says it uses AI instead of hiring more engineers and puts that saving into clients' prices, and that it takes responsibility for the whole project through production and after release. A bank should put the questions on this page to Reveneau as to any vendor. To discuss a project, see Reveneau's services or contact Reveneau.
Common questions
Is a bank responsible for an AI vendor's mistakes?
A bank is responsible for meeting its legal and safety duties when it uses an AI vendor, to the same extent as if it did the work itself. The 2023 Interagency Guidance on Third-Party Relationships says a bank's use of third parties does not diminish that responsibility. Under the EU's DORA, a firm remains fully responsible for compliance at all times.
What are the stages of third-party risk management in the 2023 guidance?
The 2023 Interagency Guidance on Third-Party Relationships describes five stages in a continuous life cycle: planning, due diligence and third-party selection, contract negotiation, ongoing monitoring, and termination. The Fed, FDIC and OCC published it on 9 June 2023. By this guide's count it lists 14 due diligence factors and 17 contract factors under lettered headings.
Is past experience with a vendor enough due diligence for its AI product?
Past experience with a vendor is not enough due diligence for its AI product. The 2023 interagency third-party guidance says relying solely on experience with or prior knowledge of a third party is not an adequate substitute for appropriate due diligence. A bank that already uses a vendor's other systems still has to check the new AI product.
What should a bank do if an AI vendor will not share model details?
A bank should identify and document the limits of its due diligence when an AI vendor will not share model details, as the 2023 interagency third-party guidance says, and plan how to manage the gap. The 2026 model risk guidance accepts that vendors may withhold code, data or method, and says the principles, including validation of vendor products, still apply.
When are comments due on the 2026 third-party guidance proposal?
Comments on the proposed third-party risk management guidance are due on 16 November 2026. The OCC, Fed, FDIC and NCUA published the proposal on 15 September 2026, at 91 FR 58536. If finalised, it would replace the 2023 interagency guidance and the supplemental resources, including the 2024 guide for community banks. Until then, the 2023 guidance applies.
Why do the agencies want to replace the 2023 third-party guidance?
The agencies want to replace the 2023 third-party guidance because they believe it has frequently been interpreted too broadly and without enough focus on tailoring its principles to each bank, according to their proposal of 15 September 2026. The proposal would also cover insured credit unions, and adds a heading for residual risk acceptance, the risk left after controls.
Does the community bank guide on third-party relationships require anything?
The community bank guide, Third-Party Relationships: A Guide for Community Banks, issued on 3 May 2024 as OCC Bulletin 2024-11, requires nothing. The guide says its use is voluntary. It would be replaced along with the 2023 guidance if the agencies finalise the third-party proposal they published on 15 September 2026.
What is a fourth party in AI vendor risk?
A fourth party is a vendor's own supplier, such as the company that makes the model inside an AI product or the cloud service it runs on. The US Treasury reported in March 2024 that firms said some capabilities they use are supplied by fourth-party providers. A bank should ask each AI vendor which suppliers its product depends on.
What does DORA require in a contract with an AI vendor?
DORA requires a contract with a technology vendor to state the regions or countries where services are provided and data is processed and stored, and to require advance notice of a change. For critical or important functions, it requires unrestricted access, inspection and audit rights for the firm and its supervisor, and exit strategies with a mandatory transition period. DORA has applied since 17 January 2025.
What happens to the EBA outsourcing guidelines?
The EBA's 2019 Guidelines on outsourcing arrangements will be repealed when its new guidelines on third-party risk for non-ICT services apply. The European Banking Authority published the final report on 18 September 2026, but its application date is still blank. The EBA says firms will have a two-year transition period. ICT services stay under DORA.
How concentrated is the market for AI models used by financial firms?
The market for AI models used by financial firms is concentrated. In the Bank of England and FCA survey of 21 November 2024, the top three third-party providers accounted for 44% of all reported model providers, up from 18% in 2022. They accounted for 73% of cloud providers and 33% of data providers named by the firms that answered.
References
- [1] Federal Reserve Board, FDIC and OCC, Interagency Guidance on Third-Party Relationships: Risk Management, 88 FR 37920 (9 June 2023): responsibility stays with the bank; life cycle; due diligence and contract factors.
- [2] OCC, Federal Reserve Board, FDIC and NCUA, Proposed Third-Party Risk Management Guidance, 91 FR 58536 (15 September 2026): plan to rescind and replace; reasons; scope; structure; comments due 16 November 2026.
- [3] Office of the Comptroller of the Currency, Bulletin 2024-11, Third-Party Relationships: A Guide for Community Banks (3 May 2024): use of the guide is voluntary.
- [4] Federal Reserve Board, SR 26-7: Joint Statement on Community Banks' Engagement with Core Service Providers (5 October 2026).
- [5] Federal Reserve Board, FDIC and OCC, Supervisory Guidance on Model Risk Management, attachment to SR 26-2 (17 April 2026): vendor products; validation of vendor products; generative and agentic AI out of scope.
- [6] European Union, Regulation (EU) 2022/2554 (Digital Operational Resilience Act), Official Journal of 27 December 2022: Articles 28, 30 (including advance notice of a change of location) and 64.
- [7] European Banking Authority, Guidelines on third party risk management (page holding the 2019 outsourcing guidelines and the new final report, read 26 October 2026): the new guidelines will repeal the outsourcing guidelines once applicable.
- [8] European Banking Authority, The EBA publishes its final Guidelines on the management of third-party risk (18 September 2026): two-year transitional period.
- [9] Bank of England and Financial Conduct Authority, Artificial intelligence in UK financial services 2024 (21 November 2024): a third of use cases are third-party; top three providers' shares; 46% partial understanding.
- [10] US Department of the Treasury, Managing Artificial Intelligence-Specific Cybersecurity Risks in the Financial Services Sector (March 2024): fourth-party providers; data integrity and provenance in third-party risk.
- [11] Electronic Code of Federal Regulations, 12 CFR Part 30, Appendix B, Interagency Guidelines Establishing Information Security Standards (current text): service providers bound by contract.
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