AI Regulation Tracker · FinCEN · Guidance

What does 2021 BSA/AML Model Risk Management Statement say about AI in banking?

Published Apr 9, 2021 · Last reviewed Aug 26, 2026

On April 9, 2021 the OCC, Federal Reserve, and FDIC, in consultation with FinCEN and the NCUA, explained how the 2011 model risk management guidance (SR 11-7 / OCC 2011-12) applies to BSA/AML transaction monitoring, sanctions screening, and customer-risk systems. It stressed a risk-based, flexible approach so banks could update AML models quickly, and it was paired with a request for information published April 12, 2021. The statement was rescinded on April 17, 2026 when the agencies replaced the 2011 guidance with revised model risk management guidance (OCC Bulletin 2026-13 / SR 26-2) and did not issue AML-specific replacement guidance.

Document2021 BSA/AML Model Risk Management StatementInteragency Statement on Model Risk Management for Bank Systems Supporting Bank Secrecy Act/Anti-Money Laundering Compliance
Issued byFinancial Crimes Enforcement Network
TypeGuidance
StatusWithdrawn
PublishedApr 9, 2021
EffectiveApr 9, 2021
Applies toBanks supervised by the OCC, Federal Reserve, and FDIC; issued in consultation with FinCEN and NCUA
Also issued as2021 BSA/AML Model Risk Statement, OCC Bulletin 2021-19, FDIC FIL-27-2021
Superseded byOCC Bulletin 2026-13
Official sourcefederalreserve.gov
Use casesAML / KYC · Model risk management · Third-party & vendor AI

What are the key points of 2021 BSA/AML Model Risk Management Statement?

  • Issued April 9, 2021 by the OCC (Bulletin 2021-19), Federal Reserve, and FDIC, in consultation with FinCEN and NCUA
  • Clarified that not every BSA/AML system is a 'model'; banks decide which systems are models under the 2011 guidance based on their own definitions
  • Endorsed a risk-based approach to validation and said rapid updates to AML models (for example, new typologies or FinCEN advisories) need not wait for full revalidation
  • Warned against duplicative testing and noted that third-party AML system limitations do not excuse the bank from managing model risk
  • Accompanied by an interagency request for information on whether MRM principles support BSA/AML and OFAC compliance, published in the Federal Register April 12, 2021
  • Rescinded April 17, 2026 alongside SR 11-7 / OCC 2011-12; OCC Bulletin 2026-13 lists OCC 2021-19 among rescinded issuances
  • FDIC now lists its 2021 financial institution letter as inactive

What did 2021 BSA/AML Model Risk Management Statement change for banks?

For five years this was the only federal statement on validating AML models, and banks used it to justify lighter-touch treatment of rules-based monitoring and fast AML model updates. Its rescission in April 2026 means AML machine-learning models are governed only by the general revised model risk framework, which itself excludes generative and agentic AI, so banks must document their own risk-based rationale for how AML models are categorized and validated.

Is the 2021 BSA/AML model risk statement still in effect?

No. It was rescinded on April 17, 2026 when the OCC, Federal Reserve, and FDIC issued revised interagency model risk management guidance. No AML-specific replacement was issued.

What replaced it for AML transaction-monitoring models?

The revised interagency model risk management guidance (OCC Bulletin 2026-13, Fed SR 26-2) applies to all models including AML systems, with a risk-based approach; generative and agentic AI are outside its scope and fall under broader risk management.

DateDocumentStatus
Apr 17, 2026OCC Bulletin 2026-13Model Risk Management: Revised GuidanceIn force
Jul 24, 2026FIN-2026-Alert004 (Federal Student Aid Fraud)FinCEN Alert on Fraud Schemes Targeting Federal Student AidIn force
Apr 10, 20262026 AML/CFT Program Proposed RuleAnti-Money Laundering and Countering the Financing of Terrorism Programs (Notice of Proposed Rulemaking, 2026)Proposed
Nov 13, 2024FIN-2024-Alert004 (Deepfake Media)FinCEN Alert on Fraud Schemes Involving Deepfake Media Targeting Financial InstitutionsIn force
Jul 3, 20242024 AML/CFT Program Proposed Rule (withdrawn)Anti-Money Laundering and Countering the Financing of Terrorism Programs (Notice of Proposed Rulemaking, 2024)Withdrawn
Jan 1, 2021Anti-Money Laundering Act of 2020Anti-Money Laundering Act of 2020 (Division F of the National Defense Authorization Act for Fiscal Year 2021)In force

Follow every document these regulators publish

6 curated AI stories for banking executives · Every morning · Free

Subscribe to BankingNewsAI →