AI incidents at banks: governance finding

Last updated Oct 21, 2026 · 24 incidents

How many AI incidents at banks since 2022 were cases where a court, regulator, auditor or the institution itself found a problem in how AI was governed, marketed or used (bias, litigation, regulatory findings, AI-washing)?

As of Oct 21, 2026, the register holds 24 publicly reported AI incidents at banks and fintechs where a court, regulator, auditor or the institution itself found a problem in how AI was governed, marketed or used (bias, litigation, regulatory findings, AI-washing) since January 2022. 11 of the 24 records involve systems the institution or a regulator described as AI; 7 are automated systems not described as AI, and 6 are machine-learning systems not labelled AI on the record. Countries: United States (17), United Kingdom (2), Germany (1). Average severity 2.3 on a 1–5 scale. Status: 2 confirmed by the institution, 7 regulator finding, 8 court filing, 5 settled, 2 disputed. The most recent is "U.S. Bank customers sue Pegasystems alleging its Voice AI secretly analysed their customer-service calls" (Oct 2, 2026).

AI incidents by category, grouped by whose AI it wasGovernance finding: Litigation 11, Regulatory finding 6, Bias finding 3, AI-washing 2, Data leak to an LLM 1, Vendor AI breach 1.GOVERNANCE FINDINGLitigation11Regulatory finding6Bias finding3AI-washing2Data leak to an LLM1Vendor AI breach1
Incidents per category within each AI role · bars link to the category page · computed from the register
DateInstitutionIncidentAI?RoleCategorySeverityStatus
Oct 2, 2026U.S. Bank National Association (named in the complaint, not a defendant)U.S. Bank customers sue Pegasystems alleging its Voice AI secretly analysed their customer-service callsAI (stated)Governance findingLitigation 2Court filing
Jun 22, 2026Deutsche Bank National Trust Company (as trustee)D.C. Court of Appeals strikes Deutsche Bank National Trust brief citing four AI-invented casesAI (stated)Governance findingLitigation 2Court filing
May 13, 2026Klarna, Pagaya TechnologiesPagaya sues Klarna, alleging it 'distilled' and misappropriated its AI underwriting modelAI (stated)Governance findingLitigation 2Disputed
May 5, 2026CB Financial Services, Inc. (Community Bank, Carmichaels, PA)Community Bank files 8-K after an employee put customer SSNs into an unauthorized AI appAI (stated)Governance findingData leak to an LLM 3Confirmed by the institution
Mar 12, 2026Intesa Sanpaolo S.p.A., Isybank S.p.A.Italy's privacy regulator fines Intesa Sanpaolo €17.6m for profiling 2.4m customers to move them to IsybankAutomation, not AIGovernance findingRegulatory finding 3Regulator finding
Jul 10, 2025Earnest Operations LLCMassachusetts AG settles with student lender Earnest for $2.5m over AI underwriting disparate impactAI (stated)Governance findingBias finding 3Settled
Apr 28, 2025JPMorgan Chase Bank, N.A.Class action alleged JPMorgan's HireVue AI video interviews were an unlawful lie-detector testAI (stated)Governance findingLitigation 2Court filing
Jan 22, 2025Kakao PayKorea fines Kakao Pay KRW 5.97bn for sending 40m users' data to Alipay to build a credit-risk scoring modelML (inferred)Governance findingRegulatory finding 3Regulator finding
Nov 12, 2024Metro BankFCA fines Metro Bank £16.7m after its automated transaction monitoring missed 60m transactionsAutomation, not AIGovernance findingRegulatory finding 3Regulator finding
Oct 10, 2024Rimar Capital USA, Inc. / Rimar Capital, LLCSEC charges Rimar Capital over false claims of an AI-driven trading platformAI (stated)Governance findingAI-washing 3Settled
Oct 2, 2024Starling BankFCA fines Starling £29m after its automated sanctions screening checked only part of the listAutomation, not AIGovernance findingRegulatory finding 4Regulator finding
Jul 25, 2024ING Bank N.V.Dutch human-rights institute finds ING's automated payment screening discriminated over non-Dutch namesAutomation, not AIGovernance findingBias finding 3Regulator finding
Mar 27, 2024UpstartIndependent monitor finds approval disparities for Black applicants in Upstart's AI lending modelAI (stated)Governance findingBias finding 2Confirmed by the institution
Mar 18, 2024Delphia (USA) Inc., Global Predictions Inc.SEC's first 'AI-washing' cases: robo-advisers Delphia and Global Predictions pay $400,000AI (stated)Governance findingAI-washing 3Settled
Dec 17, 2023Navy Federal Credit UnionSuits alleged Navy Federal's semi-automated mortgage underwriting discriminated against minority applicantsAutomation, not AIGovernance findingLitigation 2Disputed
Dec 2023RevolutRevolut faces Illinois BIPA class action over selfie identity checksML (inferred)Governance findingLitigation 1Court filing
May 31, 2023Deutsche Kreditbank AG (DKB)Berlin DPA fines a bank, reported as DKB, €300,000 over an unexplained automated credit-card refusalAutomation, not AIGovernance findingRegulatory finding 2Regulator finding
May 1, 2023CoinbaseCoinbase sued under Illinois BIPA over face-scan identity verificationML (inferred)Governance findingLitigation 1Court filing
Nov 27, 2022Webster Bank, N.A.Breach at ML fraud-analytics vendor Guardian Analytics exposes Webster Bank customers' dataML (inferred)Governance findingVendor AI breach 3Settled
Oct 6, 2022JPMorgan ChaseCallers sued over Nuance voice biometrics on Chase customer-service callsML (inferred)Governance findingLitigation 1Court filing
Oct 3, 2022The Charles Schwab CorporationClass action alleged Schwab's Voice ID examined callers' voiceprints without written consentML (inferred)Governance findingLitigation 1Court filing
Jul 26, 2022UpstartInvestors' class action says Upstart misled them about its AI underwriting modelAI (stated)Governance findingLitigation 2Court filing
Feb 17, 2022Wells Fargo Bank, N.A.Suits alleged Wells Fargo's automated mortgage underwriting discriminated against minority applicantsAutomation, not AIGovernance findingLitigation 3Settled
Feb 8, 2022Budapest Bank Zrt.Hungarian DPA fines Budapest Bank HUF 250m for AI emotion analysis of customer-service callsAI (stated)Governance findingRegulatory finding 2Regulator finding

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