AI Regulation Tracker · FinCEN · Framework

What does FinCEN Innovation Hours say about AI in banking?

Published May 1, 2019 · Last reviewed Aug 26, 2026

In May 2019 FinCEN launched the Innovation Hours Program, a standing forum in which banks, fintechs, and regtech vendors demonstrate AML/CFT technologies including artificial intelligence and machine learning to FinCEN staff. A March 2021 public report on the program's emerging themes noted FinCEN's plan to develop synthetic BSA data to support testing and training of AI and machine-learning solutions. The program is the practical channel behind the 2018 innovation statement and the AML Act's innovation mandates.

DocumentFinCEN Innovation HoursFinCEN's Innovation Initiative: Implementation of FinCEN Innovation Hours; Invitation to Request Innovation Hours Meeting
Issued byFinancial Crimes Enforcement Network
TypeFramework
StatusIn force
PublishedMay 1, 2019
EffectiveMay 1, 2019
Applies toFinancial institutions and technology providers developing AML/CFT compliance tools
Official sourcefincen.gov
Use casesAML / KYC · Generative & agentic AI · AI governance (general)

What are the key points of FinCEN Innovation Hours?

  • Announced in a Federal Register notice in May 2019 as part of FinCEN's Innovation Initiative following the December 2018 joint statement
  • Monthly sessions in which technology users and providers present products relevant to BSA compliance, including AI/ML transaction monitoring, digital identity, and privacy-enhancing technologies
  • Themed workshops have covered digital identity services and privacy-enhancing technologies
  • March 2021 public report summarized emerging themes and the program's future role, including plans for synthetic BSA data to support AI/ML testing
  • Informs FinCEN and Treasury policy on emerging technologies; meetings are informational and confer no regulatory relief
  • Special monthly sessions have been offered for underserved groups such as small firms and minority-owned businesses

What did FinCEN Innovation Hours change for banks?

Innovation Hours gave banks and vendors a direct, non-supervisory line to FinCEN for AI-based AML tools, and its emerging-themes report is the clearest public statement of what FinCEN has seen in AI/ML compliance technology. Compliance teams can cite participation as evidence of engagement with the regulator, but it does not substitute for validation or examiner sign-off.

Does an Innovation Hours meeting give a bank any regulatory approval for an AI tool?

No. Meetings are informational exchanges; FinCEN does not endorse products or grant relief through the program. Exceptive relief requires a separate request under 31 CFR 1010.970.

Where is the Innovation Hours report on AI?

FinCEN published 'Innovation Hours Program: Emerging Themes and Future Role' in March 2021 on fincen.gov; it discusses AI/ML use cases and FinCEN's synthetic-data plans.

DateDocumentStatus
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
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

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