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What does CFPB Circular 2023-03 say about AI in banking?

Published Sep 19, 2023 · Last reviewed Aug 26, 2026

Circular 2023-03, issued September 19, 2023 (published at 89 FR 27361 in April 2024), addressed lenders using AI and other complex models that consider data not on the Regulation B sample forms. It stated that creditors may not rely solely on the checklist of reasons in sample form C-1 and must disclose the actual principal reasons, even where the factor — such as an applicant's purchasing behavior — is unexpected or not on the form. The circular was withdrawn on May 12, 2025.

DocumentCFPB Circular 2023-03Adverse action notification requirements and the proper use of the CFPB's sample forms provided in Regulation B
Issued byConsumer Financial Protection Bureau
TypeCircular
StatusWithdrawn
PublishedSep 19, 2023
EffectiveSep 19, 2023
Applies toAll creditors subject to ECOA and Regulation B, particularly those using AI or other complex models with non-traditional data
Superseded byCFPB withdrawal of 67 guidance documents (May 2025)
Official sourceconsumerfinance.gov
Use casesCredit scoring & underwriting · Fair lending & discrimination · Data & privacy

What are the key points of CFPB Circular 2023-03?

  • Extends Circular 2022-03: the sample forms in Appendix C are illustrative; a creditor must state the specific reason actually used, not the closest listed reason.
  • Applies where models consider unconventional data, including data harvested from consumer surveillance or behavioral data.
  • Reasons must be specific enough to let the applicant understand and act on them.
  • Announced with a September 19, 2023 press release, 'CFPB Issues Guidance on Credit Denials by Lenders Using Artificial Intelligence'.
  • Listed on the Withdrawn Guidance page as withdrawn May 12, 2025.

What did CFPB Circular 2023-03 change for banks?

It closed the gap left by the sample forms: banks using alternative-data or ML models could no longer map model outputs to generic checklist reasons. Even after withdrawal, the Regulation B Official Interpretation it relied on still says sample-form reasons that were not actually used do not satisfy the notice requirement.

Can a lender use the Regulation B sample form checklist for AI model denials?

Only if the checked reasons are the principal factors the model actually used. Circular 2023-03 (now withdrawn) and the Regulation B Official Interpretation both say a creditor cannot simply select the closest listed reason.

DateDocumentStatus
May 12, 2025CFPB withdrawal of 67 guidance documents (May 2025)Interpretive Rules, Policy Statements, and Advisory Opinions; WithdrawalIn force
Apr 22, 2026Regulation B final rule on disparate impact (April 2026)Equal Credit Opportunity Act (Regulation B) — final rule amending disparate impact, discouragement and special purpose credit program provisionsIn force
Aug 12, 2024CFPB comment to Treasury on AI in financial services (2024)CFPB Comment on Request for Information on Uses, Opportunities, and Risks of Artificial Intelligence in the Financial Services SectorFinal
Jun 6, 2023CFPB Chatbots in Consumer Finance (issue spotlight, 2023)Chatbots in consumer financeFinal
Apr 25, 2023Joint Statement on Automated Systems (CFPB, DOJ, EEOC, FTC)Joint Statement on Enforcement Efforts Against Discrimination and Bias in Automated SystemsFinal
May 26, 2022CFPB Circular 2022-03Adverse action notification requirements in connection with credit decisions based on complex algorithmsWithdrawn

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