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FINOS AI Governance Framework Crosswalk

Purpose: Let a team that uses the FINOS AI Governance Framework (AIGF) as its financial-services AI risk catalogue find the matching risks, control objectives, evidence and tests in this wiki.

Audience: Banks, insurers and other regulated firms; GRC, audit and security architecture teams.

Using the two together: Use FINOS for the sector risk catalogue. Use this wiki for the control objectives, evidence, audit procedures and test cases that implement it.

About FINOS and this page

The AIGF is published by FINOS (the Fintech Open Source Foundation) as an open catalogue of AI risks and mitigations for financial services. Its repository (github.com/finos/ai-governance-framework) states the Creative Commons Attribution 4.0 International licence in its LICENSE, LICENSE.spdx and NOTICE files.

This page was built from the repository at commit a149dd1 (7 October 2026), which holds 24 risks and 25 mitigations. FINOS changes its framework over time, so check the identifiers against the current version at https://air-governance-framework.finos.org/ before relying on them. AIR-SEC-030, AIR-PREV-024, AIR-PREV-025 are marked Draft by FINOS.

What is taken from FINOS: identifiers, titles, status, the links between FINOS risks and mitigations, and the EU AI Act and ISO/IEC 42001 references that FINOS lists for each entry. What is not: FINOS descriptions and guidance text. What is this wiki's own: every mapping to wiki risks and controls. Those are judgments made from FINOS titles and links, not from a line-by-line reading of each FINOS page, and they have not been reviewed by FINOS.

FINOS risks to wiki risks

Match shows how closely the wiki risk fits the FINOS risk: Direct (same risk) or Partial (overlaps part of it). AIR-RC-022 is a regulatory compliance risk that names human oversight as one of several supervisory duties, so it matches AI-R28 directly and AI-R19 only in part; FINOS has no separate risk for human oversight. The wiki risk IDs link to the AI Risk to Control Mapping. EU AI Act articles are the ones FINOS lists for the risk.

FINOS risk Title FINOS status Wiki risks Match EU AI Act (per FINOS)
AIR-OP-004 Hallucination and Inaccurate Outputs Approved AI-R12 Direct Art. 15, Art. 13, Art. 9
AIR-OP-005 Foundation Model Versioning Approved AI-R16 Direct Art. 9, Art. 15, Art. 53
AIR-OP-006 Non-Deterministic Behaviour Approved AI-R16 Direct Art. 9, Art. 15, Art. 14
AIR-OP-007 Availability of Foundational Model Approved AI-R13 Direct Art. 15, Art. 26, Art. 53
AIR-OP-014 Inadequate System Alignment Approved AI-R18 Partial Art. 5, Art. 9, Art. 14
AIR-OP-016 Bias and Discrimination Approved AI-R14 Direct Art. 5, Art. 9, Art. 10, Art. 14, Art. 27
AIR-OP-017 Lack of Explainability Approved AI-R15 Direct Art. 13, Art. 14, Art. 50, Art. 86
AIR-OP-018 Model Overreach / Expanded Use Approved AI-R18 Partial Art. 6, Art. 14, Art. 26
AIR-OP-019 Data Quality and Drift Approved AI-R17 Direct Art. 10, Art. 9, Art. 15
AIR-OP-020 Reputational Risk Approved AI-R20 Direct Art. 5, Art. 9, Art. 14
AIR-OP-028 Multi-Agent Trust Boundary Violations Approved AI-R25 Direct None listed
AIR-RC-001 Information Leaked To Hosted Model Approved AI-R01, AI-R03, AI-R04, AI-R10 Partial Art. 10, Art. 13, Art. 53
AIR-RC-022 Regulatory Compliance and Oversight Approved AI-R28, AI-R19 Direct for AI-R28; Partial for AI-R19 Art. 8, Art. 10, Art. 16, Art. 21, Art. 27
AIR-RC-023 Intellectual Property (IP) and Copyright Approved AI-R27 Direct Art. 10, Art. 11, Art. 53
AIR-SEC-002 Information Leaked to Vector Store Approved AI-R06 Partial Art. 10, Art. 15, Art. 16
AIR-SEC-008 Tampering With the Foundational Model Approved AI-R08 Partial Art. 15, Art. 16, Art. 53
AIR-SEC-009 Data Poisoning Approved AI-R08 Partial Art. 10, Art. 15, Art. 53
AIR-SEC-010 Prompt Injection Approved AI-R05 Direct Art. 5, Art. 15, Art. 14
AIR-SEC-024 Agent Action Authorization Bypass Approved AI-R07 Partial None listed
AIR-SEC-025 Tool Chain Manipulation and Injection Approved AI-R24 Direct None listed
AIR-SEC-026 MCP Server Supply Chain Compromise Approved AI-R23, AI-R08 Direct None listed
AIR-SEC-027 Agent State Persistence Poisoning Approved AI-R21 Direct None listed
AIR-SEC-029 Agent-Mediated Credential Discovery and Harvesting Approved AI-R22 Direct None listed
AIR-SEC-030 Skill/Plugin Supply Chain Compromise Draft AI-R23 Direct None listed

Wiki risks with no FINOS equivalent in the repository: AI-R02 (shadow AI), AI-R09 (auditability, which FINOS treats through detective mitigations), AI-R11 (cost abuse, treated by FINOS only as the mitigation AIR-DET-009) and AI-R26 (reasoning trace exposure).

FINOS mitigations to wiki controls

The control mapping is this wiki's judgment from FINOS titles. The EU AI Act and ISO/IEC 42001 Annex A references are as listed by FINOS, with FINOS's A-6-2 style written as A.6.2. They are FINOS's mapping and have not been separately verified here. FINOS also lists NIST SP 800-53 controls for some mitigations; see the FINOS page.

FINOS mitigation Title FINOS status Wiki control objectives EU AI Act (per FINOS) ISO/IEC 42001 Annex A (per FINOS)
AIR-DET-001 AI Data Leakage Prevention and Detection Approved AI-CTRL-002, AI-CTRL-003, AI-CTRL-017 None listed A.7.2, A.6.2.6, A.5.2
AIR-DET-004 AI System Observability Approved AI-CTRL-008, AI-CTRL-009 None listed A.6.2.6, A.6.2.8
AIR-DET-009 AI System Alerting and Denial of Wallet (DoW) / Spend Monitoring Approved AI-CTRL-036 None listed A.6.2.6, A.4.2
AIR-DET-011 Human Feedback Loop for AI Systems Approved AI-CTRL-034, AI-CTRL-045 Art. 14, Art. 72 A.6.2.6, A.8.2, A.8.3, A.3.3
AIR-DET-013 Providing Citations and Source Traceability for AI-Generated Information Approved AI-CTRL-039 Art. 13, Art. 86 A.8.2, A.6.1.2, A.6.2.7
AIR-DET-015 Using Large Language Models for Automated Evaluation (LLM-as-a-Judge) Approved AI-CTRL-034, AI-CTRL-039 None listed A.6.2.4, A.6.2.6
AIR-DET-016 Preserving Source Data Access Controls in AI Systems Approved AI-CTRL-018 None listed A.7.2, A.7.3, A.9.2
AIR-DET-021 Agent Decision Audit and Explainability Approved AI-CTRL-008, AI-CTRL-038, AI-CTRL-041 Art. 12, Art. 26, Art. 72, Art. 13, Art. 86 A.8.3, A.6.2.6
AIR-PREV-002 Data Filtering From External Knowledge Bases Approved AI-CTRL-019 None listed A.7.2, A.7.3, A.7.4, A.7.6
AIR-PREV-003 User/App/Model Firewalling/Filtering Approved AI-CTRL-005, AI-CTRL-020 None listed A.6.1.3, A.6.2.2, A.9.2
AIR-PREV-005 System Acceptance Testing Approved AI-CTRL-033, AI-CTRL-034 Art. 9, Art. 15 A.6.2.4, A.6.2.5
AIR-PREV-006 Data Quality & Classification/Sensitivity Approved AI-CTRL-017, AI-CTRL-019 Art. 10 A.7.4, A.7.2, A.4.3
AIR-PREV-007 Legal and Contractual Frameworks for AI Systems Approved AI-CTRL-013, AI-CTRL-014, AI-CTRL-046 None listed A.2.3, A.10.2, A.10.3, A.8.5
AIR-PREV-008 Quality of Service (QoS) and DDoS Prevention for AI Systems Approved AI-CTRL-036, AI-CTRL-040 None listed A.6.2.6, A.4.5
AIR-PREV-010 AI Model Version Pinning Approved AI-CTRL-031, AI-CTRL-034 None listed A.6.2.3, A.6.2.5, A.6.2.6, A.4.4
AIR-PREV-012 Role-Based Access Control for AI Data Approved AI-CTRL-016, AI-CTRL-018 None listed A.3.2, A.7.2
AIR-PREV-014 Encryption of AI Data at Rest Approved AI-CTRL-017, AI-CTRL-032 None listed A.7.2
AIR-PREV-017 AI Firewall Implementation and Management Approved AI-CTRL-005 None listed A.6.1.3, A.6.2.2, A.9.2
AIR-PREV-018 Agent Authority Least Privilege Framework Approved AI-CTRL-016, AI-CTRL-022 None listed None listed
AIR-PREV-019 Tool Chain Validation and Sanitization Approved AI-CTRL-020, AI-CTRL-022, AI-CTRL-024 None listed None listed
AIR-PREV-020 MCP Server Security Governance Approved AI-CTRL-024 None listed None listed
AIR-PREV-022 Multi-Agent Isolation and Segmentation Approved AI-CTRL-006, AI-CTRL-027 None listed None listed
AIR-PREV-023 Agentic System Credential Protection Framework Approved AI-CTRL-015, AI-CTRL-016 None listed None listed
AIR-PREV-024 Human-in-the-Loop Action Approval Gate Draft AI-CTRL-023, AI-CTRL-045 Art. 14 A.6.2.6, A.9.2
AIR-PREV-025 Skill/Plugin Integrity and Governance Draft AI-CTRL-024, AI-CTRL-031 None listed None listed

Regulatory pointers checked for this crosswalk

These are the legal references the new and changed controls rely on, with what was checked and how. Nothing here is legal advice.

Reference What was checked Source and date Status
EU AI Act Article 10 Title "Data and Data Governance" artificialintelligenceact.eu, 10 Oct 2026 Title checked in a secondary source. The page shows amended text; paragraph 5 appears removed and Article 4a is referenced. Check the Official Journal.
EU AI Act Article 12 Title "Record-Keeping" artificialintelligenceact.eu, 10 Oct 2026 Title checked in a secondary source
EU AI Act Article 13 Title "Transparency and Provision of Information to Deployers" artificialintelligenceact.eu, 10 Oct 2026 Title checked in a secondary source
EU AI Act Article 14 Title "Human Oversight" artificialintelligenceact.eu, 10 Oct 2026 Title checked in a secondary source
EU AI Act Article 26 Title "Obligations of Deployers of High-Risk AI Systems"; paragraph 2 on oversight by competent, trained people artificialintelligenceact.eu, 10 Oct 2026 Checked in a secondary source
EU AI Act Article 53 Title "Obligations for Providers of General-Purpose AI Models"; paragraph 1 includes a copyright compliance policy artificialintelligenceact.eu, 10 Oct 2026 Checked in a secondary source
EU AI Act Article 86 Title "Right to Explanation of Individual Decision-Making" artificialintelligenceact.eu, 10 Oct 2026 Checked in a secondary source
GDPR Article 22 Title "Automated individual decision-making, including profiling" Earlier check in this project Title only
SR 11-7, replaced by SR 26-2 and OCC Bulletin 2026-13 SR 11-7 (4 April 2011) was superseded on 17 April 2026 by revised interagency guidance on model risk management. The revised guidance states that generative AI and agentic AI models are not within its scope occ.gov and federalreserve.gov, 10 Oct 2026 Checked on the regulators' pages. SR 11-7 is optional: usable as a voluntary benchmark, no longer current guidance. See the US AI Regulatory Hub
PRA SS1/23 Published 17 May 2023, effective 17 May 2024; a current version published and effective 23 April 2026 Earlier check in this project Dates only; the wiki has not mapped its principles

The EU AI Act is being amended, and the secondary source shows amended text. Article numbers and content may change again. Check every EU reference against the Official Journal of the European Union before citing it in an audit or filing.

Attribution

The FINOS AI Governance Framework is published by FINOS under the Creative Commons Attribution 4.0 International licence (CC BY 4.0). Source: https://air-governance-framework.finos.org/ and https://github.com/finos/ai-governance-framework. This page cites FINOS identifiers, titles and reference lists and does not reproduce FINOS description text. It was not produced or endorsed by FINOS.