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Singapore Model AI Governance Framework (2nd Edition)

Singapore
v2nd Edition (2020)
8 domains
36 controls

Singapore's Model AI Governance Framework (2nd Edition, 2020), published by the Infocomm Media Development Authority (IMDA) and Personal Data Protection Commission (PDPC), provides detailed guidance for organisations deploying AI responsibly. It translates ethical AI principles into implementable practices across four areas: internal governance, determining AI decision-making model, operations management, and stakeholder interaction. Accompanied by the AI Verify testing framework for verifying AI governance claims.

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Framework summaries on this platform are AI-assisted interpretations for educational and compliance planning purposes. They do not reproduce or replace the official standards. Refer to the authoritative source for the definitive text. Framework names and trademarks belong to their respective organisations.

Framework Domains (8)

Determining AI Decision-Making Models

4 controls
Controls in the Determining AI Decision-Making Models domain of Singapore Model AI Governance Framework (2nd Edition)4 controls
CodeTitle
AIGF-2.1Human-in-the-Loop
AIGF-2.2Human-on-the-Loop
AIGF-2.3Human-out-of-the-Loop
AIGF-2.4Risk-Severity Assessment

Internal Governance Structures and Measures

4 controls
Controls in the Internal Governance Structures and Measures domain of Singapore Model AI Governance Framework (2nd Edition)4 controls
CodeTitle
AIGF-1.1Risk Management and Internal Controls
AIGF-1.2AI Ethics Governance Body
AIGF-1.3Data Management
AIGF-1.4Algorithm Design and Training

Internal governance

4 controls
Controls in the Internal governance domain of Singapore Model AI Governance Framework (2nd Edition)4 controls
CodeTitle
MAIGF-IG-01Internal AI Governance Structures and Measures
MAIGF-IG-02Personnel Capability and Training for AI Oversight
MAIGF-IG-03AI System Inventory and Risk Register
MAIGF-IG-04Ethics Review and Escalation Procedures

Operations Management

4 controls
Controls in the Operations Management domain of Singapore Model AI Governance Framework (2nd Edition)4 controls
CodeTitle
AIGF-3.1Minimising Bias in Data
AIGF-3.2Explainability
AIGF-3.3Repeatability and Traceability
AIGF-3.4Regular Tuning and Monitoring

Operations management

7 controls
Controls in the Operations management domain of Singapore Model AI Governance Framework (2nd Edition)7 controls
CodeTitle
MAIGF-OM-01Data Quality and Lineage for AI
MAIGF-OM-02Model Selection and Justification
MAIGF-OM-03Bias Testing and Mitigation
MAIGF-OM-04Robustness and Adversarial Testing
MAIGF-OM-05Model Monitoring in Production
MAIGF-OM-06Version Control and Audit Trail
MAIGF-OM-07Third-Party AI Component Governance

Risk levels

4 controls
Controls in the Risk levels domain of Singapore Model AI Governance Framework (2nd Edition)4 controls
CodeTitle
MAIGF-RL-01Risk Classification of AI Decisions
MAIGF-RL-02Human-in-the-Loop Determination
MAIGF-RL-03Mitigation Measures Aligned to Risk Level
MAIGF-RL-04Periodic Re-assessment of AI Risk

Stakeholder Interaction and Communication

4 controls
Controls in the Stakeholder Interaction and Communication domain of Singapore Model AI Governance Framework (2nd Edition)4 controls
CodeTitle
AIGF-4.1General Transparency
AIGF-4.2Accessible Communication
AIGF-4.3Feedback Mechanisms
AIGF-4.4Disclosure of AI Use

Stakeholder interaction

5 controls
Controls in the Stakeholder interaction domain of Singapore Model AI Governance Framework (2nd Edition)5 controls
CodeTitle
MAIGF-SI-01Transparency to Individuals on AI Use
MAIGF-SI-02Explainability of AI Decisions
MAIGF-SI-03Channels for Review, Appeal, and Feedback
MAIGF-SI-04Communication of AI Capabilities and Limits
MAIGF-SI-05Stakeholder Engagement on AI Strategy

Your Compliance Coverage

If you comply with Singapore Model AI Governance Framework (2nd Edition), you already cover:

Maps to 210 other frameworks

36 total controls
ASEAN Guide on AI Governance and Ethics
31 source controls mapped|30 target controls covered
86%
OECD AI Principles
4 source controls mapped|3 target controls covered
11%
Japan AI Guidelines
4 source controls mapped|5 target controls covered
11%
IEEE 7000
4 source controls mapped|4 target controls covered
11%
Singapore AI Governance Framework
4 source controls mapped|9 target controls covered
11%
UK AI Regulation Framework
4 source controls mapped|6 target controls covered
11%
ISO/IEC 23894:2023
4 source controls mapped|5 target controls covered
11%
ICH E6(R3) - Good Clinical Practice
3 source controls mapped|2 target controls covered
8%
OECD Recommendation on Artificial Intelligence (2024 Update)
3 source controls mapped|2 target controls covered
8%
UNESCO Recommendation on the Ethics of AI
3 source controls mapped|5 target controls covered
8%
NIST AI Risk Management Framework (AI RMF 1.0)
3 source controls mapped|4 target controls covered
8%
RICS Professional Standards - Data and Technology in Property
3 source controls mapped|2 target controls covered
8%
WHO Global Strategy on Digital Health 2020-2025
3 source controls mapped|2 target controls covered
8%
GS1 Global Standards - Supply Chain Traceability and Data Security
2 source controls mapped|3 target controls covered
6%
PIC/S Guide to Good Manufacturing Practice for Medicinal Products
2 source controls mapped|4 target controls covered
6%
SWIFT CSCF
2 source controls mapped|7 target controls covered
6%
ISO 27005
2 source controls mapped|5 target controls covered
6%
AS9100D:2016 - Quality Management Systems for Aviation, Space, and Defence
2 source controls mapped|8 target controls covered
6%
NIST SP 800-171A Rev 3 - Assessing CUI Security Requirements
2 source controls mapped|5 target controls covered
6%
AS9100D - Aerospace Quality Management System
2 source controls mapped|6 target controls covered
6%
ISO/IEC 27003:2017
2 source controls mapped|6 target controls covered
6%
6%
IEC 62304:2015 Medical Device Software Lifecycle Processes
2 source controls mapped|3 target controls covered
6%
ISO/IEC 25012:2008 - Data Quality Model
2 source controls mapped|4 target controls covered
6%
GAMP 5 - Good Automated Manufacturing Practice
2 source controls mapped|1 target controls covered
6%
Vermont Artificial Intelligence and Consumer Data Act (AICDA)
2 source controls mapped|2 target controls covered
6%
Automotive SPICE (ASPICE) v4.0 - Process Assessment Model
2 source controls mapped|3 target controls covered
6%
UNICEF Policy Guidance on AI for Children (2021)
2 source controls mapped|3 target controls covered
6%
6%
UK Online Safety Act 2023
2 source controls mapped|1 target controls covered
6%
UK Age Appropriate Design Code (Children's Code)
2 source controls mapped|1 target controls covered
6%
Global Cross-Border Privacy Rules (Global CBPR) Forum
2 source controls mapped|1 target controls covered
6%
Regulation (EU) 2019/1239 on the Maritime Single Window (MSW)
2 source controls mapped|2 target controls covered
6%
Spain Organic Law 3/2018 on Data Protection and Digital Rights (LOPDGDD)
2 source controls mapped|2 target controls covered
6%
Turkey Personal Data Protection Law (KVKK - Law No. 6698)
2 source controls mapped|4 target controls covered
6%
Ukraine Law on Personal Data Protection (Law No. 2297-VI)
2 source controls mapped|2 target controls covered
6%
Uzbekistan Law on Personal Data (No. ZRU-547)
2 source controls mapped|2 target controls covered
6%
Panama Law on Personal Data Protection (Law No. 81 of 2019)
2 source controls mapped|2 target controls covered
6%
Romania Law No. 190/2018 on Data Protection Measures (GDPR Implementation)
2 source controls mapped|2 target controls covered
6%
Qatar Personal Data Privacy Protection Law (Law No. 13 of 2016)
2 source controls mapped|2 target controls covered
6%
UNCITRAL Model Law on Electronic Commerce (1996, updated 2005)
2 source controls mapped|2 target controls covered
6%
GLOBALG.A.P. Integrated Farm Assurance (IFA) Standard v6
1 source controls mapped|2 target controls covered
3%
FSSC 22000 - Food Safety System Certification
1 source controls mapped|1 target controls covered
3%
FDA Quality Management System Regulation (QMSR)
1 source controls mapped|2 target controls covered
3%
SQF Code Edition 9 - Safe Quality Food
1 source controls mapped|3 target controls covered
3%
US OFAC Sanctions Compliance Framework
1 source controls mapped|3 target controls covered
3%
21 CFR Part 58 - Good Laboratory Practice (GLP)
1 source controls mapped|1 target controls covered
3%
ISO 45001:2018
1 source controls mapped|4 target controls covered
3%
ISO 13485
1 source controls mapped|4 target controls covered
3%
SWIFT CSCF v2024
1 source controls mapped|4 target controls covered
3%
ISO 13485:2016
1 source controls mapped|3 target controls covered
3%
BRCGS Global Standard for Food Safety Issue 9
1 source controls mapped|7 target controls covered
3%
ISO 14001:2015
1 source controls mapped|4 target controls covered
3%
ISO 20000-1
1 source controls mapped|3 target controls covered
3%
ISO 9001:2015
1 source controls mapped|4 target controls covered
3%
ISO/IEC 27701:2019
1 source controls mapped|1 target controls covered
3%
ISO/IEC 27006:2024
1 source controls mapped|3 target controls covered
3%
ISO 19011
1 source controls mapped|1 target controls covered
3%
ISO 31000:2018
1 source controls mapped|1 target controls covered
3%
ISO 14001
1 source controls mapped|2 target controls covered
3%
ASIS SPC.1-2009 - Organizational Resilience Standard
1 source controls mapped|2 target controls covered
3%
21 CFR Part 211 - Current Good Manufacturing Practice
1 source controls mapped|3 target controls covered
3%
NIST SP 800-122
1 source controls mapped|3 target controls covered
3%
Nigeria Data Protection Regulation (NDPR)
1 source controls mapped|3 target controls covered
3%
Nigeria Data Protection Act 2023 (NDPA)
1 source controls mapped|2 target controls covered
3%
Nebraska Data Privacy Act
1 source controls mapped|2 target controls covered
3%
New Jersey Data Privacy Act
1 source controls mapped|1 target controls covered
3%
New Hampshire Data Privacy Act
1 source controls mapped|3 target controls covered
3%
Montana Consumer Data Privacy Act
1 source controls mapped|2 target controls covered
3%
Minnesota Consumer Data Privacy Act
1 source controls mapped|1 target controls covered
3%
Mexico LFPDPPP
1 source controls mapped|3 target controls covered
3%
Mauritius DPA
1 source controls mapped|3 target controls covered
3%
Maryland Online Data Privacy Act of 2024
1 source controls mapped|2 target controls covered
3%
Malaysia PDPA 2010
1 source controls mapped|2 target controls covered
3%
Liechtenstein DPA
1 source controls mapped|2 target controls covered
3%
LGPD
1 source controls mapped|2 target controls covered
3%
Ley Orgánica de Protección de Datos Personales (LOPDP)
1 source controls mapped|2 target controls covered
3%
Law No. 172-13 on the Protection of Personal Data
1 source controls mapped|1 target controls covered
3%
South Korea PIPA
1 source controls mapped|3 target controls covered
3%
Kentucky Consumer Data Protection Act
1 source controls mapped|2 target controls covered
3%
Jamaica Data Protection Act 2020
1 source controls mapped|2 target controls covered
3%
Iowa Consumer Data Protection Act
1 source controls mapped|3 target controls covered
3%
Indonesia PDP Law
1 source controls mapped|1 target controls covered
3%
Indiana Consumer Data Protection Act
1 source controls mapped|2 target controls covered
3%
India DPDP Act
1 source controls mapped|1 target controls covered
3%
3%
Family Educational Rights and Privacy Act (FERPA)
1 source controls mapped|3 target controls covered
3%
Personal Data Act (personopplysningsloven)
1 source controls mapped|3 target controls covered
3%
Tennessee IPA
1 source controls mapped|3 target controls covered
3%
Peru DPL
1 source controls mapped|3 target controls covered
3%
PDPA Thailand
1 source controls mapped|3 target controls covered
3%
Privacy Act 1988 (Australia)
1 source controls mapped|3 target controls covered
3%
Qatar DPL
1 source controls mapped|3 target controls covered
3%
UK Data Protection Act 2018
1 source controls mapped|3 target controls covered
3%
Saudi Arabia PDPL
1 source controls mapped|3 target controls covered
3%
Regulation on the European Health Data Space (EHDS)
1 source controls mapped|1 target controls covered
3%
Rwanda DPL
1 source controls mapped|3 target controls covered
3%
Philippines DPA
1 source controls mapped|3 target controls covered
3%
Switzerland FADP
1 source controls mapped|3 target controls covered
3%
Texas Data Privacy Act
1 source controls mapped|3 target controls covered
3%
Taiwan PDPA
1 source controls mapped|3 target controls covered
3%
PDPA Singapore
1 source controls mapped|3 target controls covered
3%
Bahrain PDPL
1 source controls mapped|3 target controls covered
3%
Turkey KVKK
1 source controls mapped|3 target controls covered
3%
Oregon Consumer Privacy Act
1 source controls mapped|3 target controls covered
3%
DAMA-DMBOK2 - Data Management Body of Knowledge (2nd Edition)
1 source controls mapped|3 target controls covered
3%
Uruguay DPL
1 source controls mapped|3 target controls covered
3%
Virginia CDPA
1 source controls mapped|3 target controls covered
3%
Privacy Act 2020
1 source controls mapped|3 target controls covered
3%
APPI
1 source controls mapped|2 target controls covered
3%
Vietnam PDPD
1 source controls mapped|3 target controls covered
3%
AICPA Privacy Management Framework (PMF)
1 source controls mapped|1 target controls covered
3%
Union Customs Code (UCC) - Regulation (EU) No 952/2013
1 source controls mapped|1 target controls covered
3%
Tunisia Organic Law on Personal Data Protection (Law No. 2004-63)
1 source controls mapped|1 target controls covered
3%
Portugal Law No. 58/2019 - Data Protection Implementation Act
1 source controls mapped|1 target controls covered
3%
Uruguay Personal Data Protection Act (Law No. 18.331)
1 source controls mapped|1 target controls covered
3%
Utah Consumer Privacy Act
1 source controls mapped|3 target controls covered
3%
Zimbabwe Data Protection Act (2021)
1 source controls mapped|1 target controls covered
3%
POPIA
1 source controls mapped|3 target controls covered
3%
3%
Singapore Government Instruction Manual on ICT&SS Management (IM8)
1 source controls mapped|2 target controls covered
3%
TNFD Recommendations
1 source controls mapped|2 target controls covered
3%
AASB S2 Climate-related Disclosures
1 source controls mapped|1 target controls covered
3%
OCC Heightened Standards (12 CFR Part 30, Appendix D)
1 source controls mapped|2 target controls covered
3%
O-RAN WG11 Security Specification
1 source controls mapped|1 target controls covered
3%
NRF Cybersecurity and Data Privacy Framework (National Retail Federation)
1 source controls mapped|2 target controls covered
3%
3%
NIST SP 800-39
1 source controls mapped|2 target controls covered
3%
NIST SP 800-37
1 source controls mapped|2 target controls covered
3%
NIST SP 800-30
1 source controls mapped|3 target controls covered
3%
NIST Privacy Framework
1 source controls mapped|3 target controls covered
3%
NIS2 Directive Implementing Acts
1 source controls mapped|1 target controls covered
3%
NIS2 Directive
1 source controls mapped|1 target controls covered
3%
New Zealand Information Security Manual (NZISM)
1 source controls mapped|1 target controls covered
3%
NERC CIP
1 source controls mapped|1 target controls covered
3%
MTCS (Singapore)
1 source controls mapped|1 target controls covered
3%
Monetary Authority of Singapore Technology Risk Management Guidelines
1 source controls mapped|1 target controls covered
3%
Lloyd's of London Cyber Insurance Requirements and Underwriting Standards
1 source controls mapped|1 target controls covered
3%
IRM Enterprise Risk Management Framework (Institute of Risk Management)
1 source controls mapped|1 target controls covered
3%
IMO Maritime Cybersecurity Guidelines (MSC-FAL.1/Circ.3/Rev.2)
1 source controls mapped|1 target controls covered
3%
IEEE 1686
1 source controls mapped|1 target controls covered
3%
ICMM Mining Principles (2024 Update)
1 source controls mapped|1 target controls covered
3%
ICH Q10 - Pharmaceutical Quality System
1 source controls mapped|1 target controls covered
3%
ICAO Annex 17 - Aviation Security (AVSEC)
1 source controls mapped|2 target controls covered
3%
HKMA SPM
1 source controls mapped|1 target controls covered
3%
HKMA Cyber Resilience Assessment Framework (C-RAF)
1 source controls mapped|2 target controls covered
3%
GLI-33 - Gaming Laboratories International Event Wagering Systems
1 source controls mapped|1 target controls covered
3%
GLBA
1 source controls mapped|1 target controls covered
3%
German Supply Chain Due Diligence Act (LkSG)
1 source controls mapped|1 target controls covered
3%
FedRAMP Rev 5
1 source controls mapped|1 target controls covered
3%
ISO/IEC 27557:2022 - Organisational Privacy Risk Management
1 source controls mapped|5 target controls covered
3%
IEC 60601-1 - Medical Electrical Equipment Safety
1 source controls mapped|3 target controls covered
3%
ISO/IEC 23837 - Security Requirements for Quantum Key Distribution
1 source controls mapped|2 target controls covered
3%
UK Defence Standard 05-138 - Cyber Security for Defence Suppliers
1 source controls mapped|1 target controls covered
3%
ISO/IEC 38500:2024 - Governance of IT
1 source controls mapped|1 target controls covered
3%
Aged Care Quality Standards (Australia)
1 source controls mapped|1 target controls covered
3%
Security of Critical Infrastructure Act 2018 (SOCI)
1 source controls mapped|3 target controls covered
3%
Solvency II
1 source controls mapped|3 target controls covered
3%
ISO 31000
1 source controls mapped|3 target controls covered
3%
FFIEC IT Examination Handbook
1 source controls mapped|3 target controls covered
3%
OSFI B-13
1 source controls mapped|3 target controls covered
3%
SWIFT CSP
1 source controls mapped|3 target controls covered
3%
PSD2 SCA
1 source controls mapped|3 target controls covered
3%
ISO 28001:2007 Supply Chain Security Management
1 source controls mapped|1 target controls covered
3%
Annex 11 to EU GMP - Computerised Systems
1 source controls mapped|1 target controls covered
3%
SOC for Cybersecurity - Cybersecurity Risk Management Examination
1 source controls mapped|3 target controls covered
3%
IAIS Insurance Core Principles (ICPs)
1 source controls mapped|2 target controls covered
3%
PCI SSF
1 source controls mapped|3 target controls covered
3%
APRA SPS 220 Risk Management (Superannuation)
1 source controls mapped|3 target controls covered
3%
Own Risk and Solvency Assessment (ORSA) - NAIC Model Act
1 source controls mapped|2 target controls covered
3%
Protective Security Policy Framework (PSPF) Release 2024
1 source controls mapped|4 target controls covered
3%
ISO 37000:2021 - Governance of Organizations
1 source controls mapped|2 target controls covered
3%
Telecommunications Sector Security Reforms (TSSR)
1 source controls mapped|2 target controls covered
3%
Papua New Guinea National Cybersecurity Policy & Cybercrime Act (2016)
1 source controls mapped|3 target controls covered
3%
RBI Cybersecurity Framework for Banks
1 source controls mapped|3 target controls covered
3%
ISO 27019
1 source controls mapped|1 target controls covered
3%
TISAX - Trusted Information Security Assessment Exchange
1 source controls mapped|2 target controls covered
3%
NIST Cybersecurity Framework 2.0
1 source controls mapped|3 target controls covered
3%
APRA CPS 230 Operational Risk Management
1 source controls mapped|3 target controls covered
3%
Bermuda Monetary Authority (BMA) Cyber Risk Management Code of Conduct
1 source controls mapped|2 target controls covered
3%
Open Banking Security
1 source controls mapped|3 target controls covered
3%
TSA Pipeline Security
1 source controls mapped|1 target controls covered
3%
FFIEC Cybersecurity Assessment Tool (CAT)
1 source controls mapped|2 target controls covered
3%
PCI PIN Security
1 source controls mapped|3 target controls covered
3%
PCI P2PE
1 source controls mapped|3 target controls covered
3%
APRA CPS 234
1 source controls mapped|3 target controls covered
3%
BS 65000:2014 - Guidance on Organizational Resilience
1 source controls mapped|2 target controls covered
3%
SASB Standards (ISSB Integrated)
1 source controls mapped|3 target controls covered
3%
SASB Standards
1 source controls mapped|3 target controls covered
3%
NIST SP 800-53 Rev 5
1 source controls mapped|3 target controls covered
3%
API 1164
1 source controls mapped|1 target controls covered
3%
SEC Cybersecurity Disclosure Rules
1 source controls mapped|2 target controls covered
3%
3%
IEC 62443
1 source controls mapped|1 target controls covered
3%
Rwanda Law No. 058/2021 Relating to the Protection of Personal Data
1 source controls mapped|1 target controls covered
3%
Peru Personal Data Protection Law (Law No. 29733)
1 source controls mapped|1 target controls covered
3%
EASA Part-IS - Information Security in Aviation
1 source controls mapped|3 target controls covered
3%
UAE Virtual Asset Regulatory Authority (VARA) Regulations
1 source controls mapped|1 target controls covered
3%
AML/CTF Act 2006 (Australia)
1 source controls mapped|1 target controls covered
3%
SEC Climate Disclosure Rule
1 source controls mapped|3 target controls covered
3%
NIST SP 1800-32
1 source controls mapped|1 target controls covered
3%
ISO 22320:2018
1 source controls mapped|1 target controls covered
3%
SSAE 18 - Attestation Standards (SOC Reporting)
1 source controls mapped|1 target controls covered
3%
ISO 20400:2017 - Sustainable Procurement
1 source controls mapped|1 target controls covered
3%
Authorised Economic Operator (AEO) Programmes - Global Standards
1 source controls mapped|1 target controls covered
3%
FBI CJIS Security Policy
1 source controls mapped|1 target controls covered
3%
South Korea ISMS-P
1 source controls mapped|1 target controls covered
3%

Frequently Asked Questions

What is Singapore Model AI Governance Framework (2nd Edition)?

Singapore Model AI Governance Framework (2nd Edition) is a compliance framework from Singapore with 8 domains and 36 controls. Singapore's Model AI Governance Framework (2nd Edition, 2020), published by the Infocomm Media Development Authority (IMDA) and Personal Data Protection Commission (PDPC), provides detailed guidance for organisations deploying AI responsibly. It translates ethical AI principles into implementable practices across four areas: internal governance, determining AI decision-making model, operations management, and stakeholder interaction. Accompanied by the AI Verify testing framework for verifying AI governance claims. It is used by organisations to establish and maintain compliance with industry standards and regulatory requirements.

How many controls does Singapore Model AI Governance Framework (2nd Edition) have?

Singapore Model AI Governance Framework (2nd Edition) has 36 controls organised across 8 domains. The largest domains are Operations management (7 controls), Stakeholder interaction (5 controls), Determining AI Decision-Making Models (4 controls). Each control defines specific requirements that organisations must implement to achieve compliance.

What frameworks does Singapore Model AI Governance Framework (2nd Edition) map to?

Singapore Model AI Governance Framework (2nd Edition) maps to 210 other compliance frameworks. The top mapping partners are ASEAN Guide on AI Governance and Ethics (86% coverage), OECD AI Principles (11% coverage), Japan AI Guidelines (11% coverage). Use our comparison tool to explore control-level mappings between frameworks.

How do I get started with Singapore Model AI Governance Framework (2nd Edition) compliance?

Start your Singapore Model AI Governance Framework (2nd Edition) compliance journey by running a self-assessment on our platform to identify your current compliance posture. Our AI advisory can answer specific questions about Singapore Model AI Governance Framework (2nd Edition) requirements, and cross-framework mapping helps you leverage existing controls from other frameworks you may already comply with. Create a free account to access all 36 controls and track your progress.

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