AI Regulation Tracker · FinCEN · Consultation

What does 2026 AML/CFT Program Proposed Rule say about AI in banking?

Published Apr 10, 2026 · Last reviewed Aug 26, 2026

FinCEN announced this proposal on April 7, 2026 and published it in the Federal Register on April 10, 2026, with comments due June 9, 2026; it withdraws and fully supersedes the July 3, 2024 proposal. It would refocus AML/CFT programs on effectiveness, reserve significant supervisory or enforcement action for significant or systemic failures rather than isolated technical deficiencies, and require federal banking supervisors to consult FinCEN before significant AML/CFT actions. Among the factors the FinCEN Director would consider is whether an institution has conducted proactive analytics or other innovative activities producing demonstrable outputs, including 'effective use of artificial intelligence, federated learning, or other advanced monitoring tools.' As of August 26, 2026 no final rule has been issued; the proposal contemplates a 12-month implementation period.

Document2026 AML/CFT Program Proposed RuleAnti-Money Laundering and Countering the Financing of Terrorism Programs (Notice of Proposed Rulemaking, 2026)
Issued byFinancial Crimes Enforcement Network
TypeConsultation
StatusProposed · comment period closed
PublishedApr 10, 2026
Comment deadlineJun 9, 2026
Applies toAll financial institutions with AML/CFT program obligations under the Bank Secrecy Act; companion proposals from the federal banking agencies for banks
Supersedes2024 AML/CFT Program Proposed Rule (withdrawn)
Official sourcefincen.gov
Use casesAML / KYC · Generative & agentic AI · Model risk management · AI governance (general)

What are the key points of 2026 AML/CFT Program Proposed Rule?

  • Announced April 7, 2026; Federal Register publication April 10, 2026; comment deadline June 9, 2026; withdraws the July 3, 2024 NPRM
  • Programs must be risk-based and reasonably designed; a program established and maintained in accordance with the rule is treated as effective
  • Distinguishes program-design failures from implementation deficiencies; isolated, technical, or immaterial problems in an otherwise well-designed program would not warrant enforcement
  • Director's enforcement factors include providing highly useful information to law enforcement, conducting proactive analytics, and innovative activities with demonstrable outputs, expressly including effective use of artificial intelligence and federated learning
  • Restates that institutions may responsibly adopt new technologies such as machine learning and generative AI without incurring added supervisory or enforcement risk solely from the adoption
  • Introduces a notice-and-consultation framework requiring federal banking supervisors to consult FinCEN before significant AML/CFT supervisory or enforcement actions
  • Clarifies independent testing, audit, and BSA officer expectations so examiners do not substitute their judgment for the institution's risk-based design
  • Proposed 12-month implementation period after issuance of a final rule; AML/CFT Priorities become mandatory program inputs only once the final rule is effective

What did 2026 AML/CFT Program Proposed Rule change for banks?

The 2026 proposal turns the 2018 'we will not punish you for trying AI' assurance into an affirmative credit: demonstrable AI-driven outputs could weigh against enforcement. Combined with the higher bar for enforcement and FinCEN consultation rights over bank supervisors, it makes measurable effectiveness (detection rates, useful SARs, reduced false positives) the metric banks will need to evidence for their AML models.

Does the 2026 FinCEN proposal mandate AI in AML programs?

No. It does not require any technology. It lists effective use of AI, federated learning, and advanced monitoring tools as evidence the Director may weigh in the institution's favor when deciding on enforcement or significant supervisory action.

When would the 2026 program rule take effect?

It is still proposed. If finalized as drafted, institutions would have 12 months from the final rule's issuance to comply.

What happened to the 2024 program proposal?

FinCEN withdrew it; the April 2026 press release states the new proposal fully supersedes the July 3, 2024 NPRM.

DateDocumentStatus
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
Jul 24, 2026FIN-2026-Alert004 (Federal Student Aid Fraud)FinCEN Alert on Fraud Schemes Targeting Federal Student AidIn force
Nov 13, 2024FIN-2024-Alert004 (Deepfake Media)FinCEN Alert on Fraud Schemes Involving Deepfake Media Targeting Financial InstitutionsIn force
Apr 9, 20212021 BSA/AML Model Risk Management StatementInteragency Statement on Model Risk Management for Bank Systems Supporting Bank Secrecy Act/Anti-Money Laundering ComplianceWithdrawn
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
May 1, 2019FinCEN Innovation HoursFinCEN's Innovation Initiative: Implementation of FinCEN Innovation Hours; Invitation to Request Innovation Hours MeetingIn force

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