Singapore AI Governance Framework

Singapore

v2.0

9 domains

21 controls

Singapore Model AI Governance Framework

Verified

Singapore AI Governance Framework is a compliance framework from Singapore with 9 domains and 21 controls that map to 159 other frameworks. The largest domains are Determining the Level of Human Involvement in AI-Augmented Decision Making (4 controls), Internal Governance Structures and Measures (4 controls), Operations Management (4 controls). Every control below carries what it requires and what an assessor expects to see.

Maintained by Gerard BlokdykVerified against the published standard 31 May 2026Control text last updated 21 May 2026

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 (9)

Determining the Level of Human Involvement in AI-Augmented Decision Making

4 controls

Determining the Level of Human Involvement in AI-Augmented Decision Making

Controls in the Determining the Level of Human Involvement in AI-Augmented Decision Making domain of Singapore AI Governance Framework — 4 controls
Code	Title	Description
AIGF-2.1	Human-in-the-Loop	AI provides recommendations while a human makes the final decision and is accountable
AIGF-2.2	Human-on-the-Loop	AI makes decisions but a human can override or intervene when necessary
AIGF-2.3	Human-out-of-the-Loop	AI makes decisions autonomously; appropriate only when probability and severity of harm are low
AIGF-2.4	Risk-Severity Assessment	Determine appropriate level of human involvement based on probability and severity of harm to individuals

GenAI

1 controls

Controls in the GenAI domain of Singapore AI Governance Framework — 1 controls
Code	Title	Description
SGAIGOV-5	GenAI Safe Use, Provenance, Watermarking	Per MAF + GenAI Companion Paper: GenAI specifics. Requirements include (a) GenAI Output Verification and Safe Use + (b)...

Governance

1 controls

Controls in the Governance domain of Singapore AI Governance Framework — 1 controls
Code	Title	Description
SGAIGOV-1	Internal Governance Structures and AI Ethics	Per Singapore Model AI Governance Framework (MAF) v2: governance. Requirements include (a) Internal Governance Structure...

Internal Governance Structures and Measures

4 controls

Internal Governance Structures and Measures

Controls in the Internal Governance Structures and Measures domain of Singapore AI Governance Framework — 4 controls
Code	Title	Description
AIGF-1.1	Risk Management and Internal Controls	Establish clear internal governance structures for AI deployment including risk management and internal controls
AIGF-1.2	AI Ethics Governance Body	Set up an ethics review board or governance body for oversight of AI systems
AIGF-1.3	Data Management	Implement data accountability practices including data quality, lineage, and governance
AIGF-1.4	Algorithm Design and Training	Ensure AI model design, selection, and training is governed by responsible practices

Operations

1 controls

Controls in the Operations domain of Singapore AI Governance Framework — 1 controls
Code	Title	Description
SGAIGOV-3	Operations Management - Data, Algorithms, Robustness	Per MAF: operations. Requirements include (a) Data Management + Data Quality and Provenance for Training + (b) Algorithm...

Operations Management

4 controls

Operations Management

Controls in the Operations Management domain of Singapore AI Governance Framework — 4 controls
Code	Title	Description
AIGF-3.1	Minimising Bias in Data	Implement measures to minimise inherent biases in data collection and pre-processing
AIGF-3.2	Explainability	Ensure AI decision-making processes can be explained in understandable terms relative to the risk level
AIGF-3.3	Repeatability and Traceability	Ensure AI systems produce consistent and traceable outcomes for review and audit
AIGF-3.4	Regular Tuning and Monitoring	Continuously monitor and tune AI models to detect and correct drift, bias, and performance degradation

Risk and Human Involvement

1 controls

Controls in the Risk and Human Involvement domain of Singapore AI Governance Framework — 1 controls
Code	Title	Description
SGAIGOV-2	Risk Assessment and Determining Human Involvement	Per MAF: risk + human involvement. Requirements include (a) risk assessment for AI applications + (b) Human-in-the-Loop...

Stakeholder Interaction

1 controls

Controls in the Stakeholder Interaction domain of Singapore AI Governance Framework — 1 controls
Code	Title	Description
SGAIGOV-4	Stakeholder Interaction, Communication, Transparency	Per MAF: stakeholder interaction. Requirements include (a) transparency to users + (b) explainability + (c) communicatio...

Stakeholder Interaction and Communication

4 controls

Stakeholder Interaction and Communication

Controls in the Stakeholder Interaction and Communication domain of Singapore AI Governance Framework — 4 controls
Code	Title	Description
AIGF-4.1	General Transparency	Be transparent about the use of AI in products and services through disclosure to stakeholders
AIGF-4.2	Accessible Communication	Communicate AI-related policies in plain and accessible language to relevant stakeholders
AIGF-4.3	Feedback Mechanisms	Provide accessible channels for individuals to raise concerns or provide feedback on AI-driven decisions
AIGF-4.4	Disclosure of AI Use	Proactively notify individuals when AI is used to make decisions that significantly affect them

Your Compliance Coverage

If you comply with Singapore AI Governance Framework, you already cover:

ASEAN Guide on AI Governance and Ethics

67%

14 controls mapped

Compare →

UK AI Regulation Framework

19%

4 controls mapped

Compare →

OECD AI Principles

19%

4 controls mapped

Compare →

+ 156 more: Japan AI Guidelines (19%), IEEE 7000 (19%)

See all 159 mapped frameworks ↓

Maps to 159 other frameworks

21 total controls

ASEAN Guide on AI Governance and Ethics

14 source controls mapped|23 target controls covered

67%

UK AI Regulation Framework

4 source controls mapped|2 target controls covered

19%

OECD AI Principles

4 source controls mapped|3 target controls covered

19%

Japan AI Guidelines

4 source controls mapped|5 target controls covered

19%

IEEE 7000

4 source controls mapped|4 target controls covered

19%

ISO/IEC 23894:2023

4 source controls mapped|5 target controls covered

19%

UNESCO Recommendation on the Ethics of AI

3 source controls mapped|4 target controls covered

14%

OECD Recommendation on Artificial Intelligence (2024 Update)

3 source controls mapped|2 target controls covered

14%

RICS Professional Standards - Data and Technology in Property

3 source controls mapped|2 target controls covered

14%

WHO Global Strategy on Digital Health 2020-2025

3 source controls mapped|2 target controls covered

14%

ICH E6(R3) - Good Clinical Practice

3 source controls mapped|2 target controls covered

14%

UNICEF Policy Guidance on AI for Children (2021)

2 source controls mapped|2 target controls covered

10%

GAMP 5 - Good Automated Manufacturing Practice

2 source controls mapped|1 target controls covered

10%

Automotive SPICE (ASPICE) v4.0 - Process Assessment Model

2 source controls mapped|3 target controls covered

10%

South Korea Korea Internet Self-Governance Organisation (KISO) Code of Ethics

2 source controls mapped|1 target controls covered

10%

UK Online Safety Act 2023

2 source controls mapped|1 target controls covered

10%

PIC/S Guide to Good Manufacturing Practice for Medicinal Products

2 source controls mapped|3 target controls covered

10%

GS1 Global Standards - Supply Chain Traceability and Data Security

2 source controls mapped|3 target controls covered

10%

NIST SP 800-171A Rev 3 - Assessing CUI Security Requirements

2 source controls mapped|5 target controls covered

10%

AS9100D - Aerospace Quality Management System

2 source controls mapped|2 target controls covered

10%

ISO/IEC 27003:2017

2 source controls mapped|3 target controls covered

10%

ISO 27005

2 source controls mapped|4 target controls covered

10%

ISO 15189:2022 - Medical Laboratories Requirements for Quality and Competence

2 source controls mapped|4 target controls covered

10%

IEC 62304:2015 Medical Device Software Lifecycle Processes

2 source controls mapped|3 target controls covered

10%

ISO/IEC 25012:2008 - Data Quality Model

2 source controls mapped|4 target controls covered

10%

Global Cross-Border Privacy Rules (Global CBPR) Forum

2 source controls mapped|1 target controls covered

10%

GLOBALG.A.P. Integrated Farm Assurance (IFA) Standard v6

1 source controls mapped|2 target controls covered

FSSC 22000 - Food Safety System Certification

1 source controls mapped|1 target controls covered

FDA Quality Management System Regulation (QMSR)

1 source controls mapped|2 target controls covered

SQF Code Edition 9 - Safe Quality Food

1 source controls mapped|1 target controls covered

PCI DSS 4.0

1 source controls mapped|2 target controls covered

21 CFR Part 58 - Good Laboratory Practice (GLP)

1 source controls mapped|1 target controls covered

BRCGS Global Standard for Food Safety Issue 9

1 source controls mapped|3 target controls covered

AS9100D:2016 - Quality Management Systems for Aviation, Space, and Defence

1 source controls mapped|1 target controls covered

ISO 13485

1 source controls mapped|1 target controls covered

ISO/IEC 17025:2017 - General Requirements for Testing and Calibration

1 source controls mapped|1 target controls covered

21 CFR Part 211 - Current Good Manufacturing Practice

1 source controls mapped|3 target controls covered

SEC Climate Disclosure Rule

1 source controls mapped|1 target controls covered

SASB Standards

1 source controls mapped|4 target controls covered

Protective Security Policy Framework (PSPF) Release 2024

1 source controls mapped|1 target controls covered

PSD2 SCA

1 source controls mapped|2 target controls covered

Own Risk and Solvency Assessment (ORSA) - NAIC Model Act

1 source controls mapped|1 target controls covered

OSFI B-13

1 source controls mapped|2 target controls covered

Open Banking Security

1 source controls mapped|1 target controls covered

OCC Heightened Standards (12 CFR Part 30, Appendix D)

1 source controls mapped|2 target controls covered

O-RAN WG11 Security Specification

1 source controls mapped|1 target controls covered

NRF Cybersecurity and Data Privacy Framework (National Retail Federation)

1 source controls mapped|2 target controls covered

NIST SP 800-82 Revision 3: Guide to Industrial Control Systems (ICS) Security

1 source controls mapped|1 target controls covered

NIST SP 800-39

1 source controls mapped|2 target controls covered

NIST SP 800-37

1 source controls mapped|2 target controls covered

NIST SP 800-30

1 source controls mapped|3 target controls covered

NIST Privacy Framework

1 source controls mapped|3 target controls covered

NIS2 Directive Implementing Acts

1 source controls mapped|1 target controls covered

New Zealand Information Security Manual (NZISM)

1 source controls mapped|1 target controls covered

NERC CIP

1 source controls mapped|1 target controls covered

MTCS (Singapore)

1 source controls mapped|1 target controls covered

Monetary Authority of Singapore Technology Risk Management Guidelines

1 source controls mapped|1 target controls covered

Lloyd's of London Cyber Insurance Requirements and Underwriting Standards

1 source controls mapped|1 target controls covered

IRM Enterprise Risk Management Framework (Institute of Risk Management)

1 source controls mapped|1 target controls covered

IMO Maritime Cybersecurity Guidelines (MSC-FAL.1/Circ.3/Rev.2)

1 source controls mapped|1 target controls covered

IEEE 1686

1 source controls mapped|1 target controls covered

ICMM Mining Principles (2024 Update)

1 source controls mapped|1 target controls covered

ICH Q10 - Pharmaceutical Quality System

1 source controls mapped|1 target controls covered

ICAO Annex 17 - Aviation Security (AVSEC)

1 source controls mapped|2 target controls covered

HKMA SPM

1 source controls mapped|1 target controls covered

HKMA Cyber Resilience Assessment Framework (C-RAF)

1 source controls mapped|2 target controls covered

GLI-33 - Gaming Laboratories International Event Wagering Systems

1 source controls mapped|1 target controls covered

GLBA

1 source controls mapped|1 target controls covered

German Supply Chain Due Diligence Act (LkSG)

1 source controls mapped|1 target controls covered

FedRAMP Rev 5

1 source controls mapped|1 target controls covered

ISO/IEC 27557:2022 - Organisational Privacy Risk Management

1 source controls mapped|3 target controls covered

IEC 60601-1 - Medical Electrical Equipment Safety

1 source controls mapped|3 target controls covered

ISO/IEC 38500:2024 - Governance of IT

1 source controls mapped|1 target controls covered

Aged Care Quality Standards 2019 (repealed edition)

1 source controls mapped|1 target controls covered

Security of Critical Infrastructure Act 2018 (SOCI)

1 source controls mapped|3 target controls covered

Solvency II

1 source controls mapped|3 target controls covered

ISO 31000

1 source controls mapped|3 target controls covered

FFIEC IT Examination Handbook

1 source controls mapped|3 target controls covered

ISO 28001:2007 Supply Chain Security Management

1 source controls mapped|1 target controls covered

Annex 11 to EU GMP - Computerised Systems

1 source controls mapped|1 target controls covered

SOC for Cybersecurity - Cybersecurity Risk Management Examination

1 source controls mapped|3 target controls covered

IAIS Insurance Core Principles (ICPs)

1 source controls mapped|2 target controls covered

PCI SSF

1 source controls mapped|3 target controls covered

ISO 37000:2021 - Governance of Organizations

1 source controls mapped|2 target controls covered

APRA SPS 220 Risk Management (Superannuation)

1 source controls mapped|1 target controls covered

Telecommunications Sector Security Reforms (TSSR)

1 source controls mapped|1 target controls covered

Kuwait National Cybersecurity Framework

1 source controls mapped|1 target controls covered

ISO 27019

1 source controls mapped|1 target controls covered

TISAX - Trusted Information Security Assessment Exchange

1 source controls mapped|2 target controls covered

NIST Cybersecurity Framework 2.0

1 source controls mapped|3 target controls covered

APRA CPS 230 Operational Risk Management

1 source controls mapped|3 target controls covered

Bermuda Monetary Authority (BMA) Cyber Risk Management Code of Conduct

1 source controls mapped|2 target controls covered

FFIEC Cybersecurity Assessment Tool (CAT)

1 source controls mapped|2 target controls covered

PCI PIN Security

1 source controls mapped|3 target controls covered

PCI P2PE

1 source controls mapped|3 target controls covered

APRA CPS 234

1 source controls mapped|2 target controls covered

BS 65000:2014 - Guidance on Organizational Resilience

1 source controls mapped|2 target controls covered

NIST SP 800-53 Rev 5

1 source controls mapped|3 target controls covered

API 1164

1 source controls mapped|1 target controls covered

IEC 62443

1 source controls mapped|1 target controls covered

EASA Part-IS - Information Security in Aviation

1 source controls mapped|3 target controls covered

UAE Virtual Asset Regulatory Authority (VARA) Regulations

1 source controls mapped|1 target controls covered

AML/CTF Act 2006 (Australia)

1 source controls mapped|1 target controls covered

NIST SP 1800-32

1 source controls mapped|1 target controls covered

Singapore Government Instruction Manual on ICT&SS Management (IM8)

1 source controls mapped|1 target controls covered

ISO 22320:2018

1 source controls mapped|1 target controls covered

SSAE 18 - Attestation Standards (SOC Reporting)

1 source controls mapped|1 target controls covered

ISO 20400:2017 - Sustainable Procurement

1 source controls mapped|1 target controls covered

Authorised Economic Operator (AEO) Programmes - Global Standards

1 source controls mapped|1 target controls covered

FBI CJIS Security Policy

1 source controls mapped|1 target controls covered

South Korea ISMS-P

1 source controls mapped|1 target controls covered

Virginia CDPA

1 source controls mapped|2 target controls covered

Vietnam PDPD

1 source controls mapped|1 target controls covered

Uruguay DPL

1 source controls mapped|1 target controls covered

Turkey KVKK

1 source controls mapped|1 target controls covered

Texas Data Privacy Act

1 source controls mapped|1 target controls covered

Taiwan PDPA

1 source controls mapped|2 target controls covered

Qatar DPL

1 source controls mapped|1 target controls covered

Privacy Act 2020

1 source controls mapped|3 target controls covered

Privacy Act 1988 (Australia)

1 source controls mapped|2 target controls covered

POPIA

1 source controls mapped|3 target controls covered

Peru DPL

1 source controls mapped|1 target controls covered

Personal Data Act (personopplysningsloven)

1 source controls mapped|2 target controls covered

PDPA Thailand

1 source controls mapped|2 target controls covered

PDPA Singapore

1 source controls mapped|2 target controls covered

Oregon Consumer Privacy Act

1 source controls mapped|2 target controls covered

NIST SP 800-122

1 source controls mapped|3 target controls covered

Nigeria Data Protection Regulation (NDPR)

1 source controls mapped|3 target controls covered

Nigeria Data Protection Act 2023 (NDPA)

1 source controls mapped|2 target controls covered

Nebraska Data Privacy Act

1 source controls mapped|2 target controls covered

New Jersey Data Privacy Act

1 source controls mapped|1 target controls covered

New Hampshire Data Privacy Act

1 source controls mapped|3 target controls covered

Montana Consumer Data Privacy Act

1 source controls mapped|2 target controls covered

Minnesota Consumer Data Privacy Act

1 source controls mapped|1 target controls covered

Mexico LFPDPPP

1 source controls mapped|3 target controls covered

Mauritius DPA

1 source controls mapped|3 target controls covered

Maryland Online Data Privacy Act of 2024

1 source controls mapped|2 target controls covered

Malaysia PDPA 2010

1 source controls mapped|2 target controls covered

Liechtenstein DPA

1 source controls mapped|2 target controls covered

LGPD

1 source controls mapped|2 target controls covered

Ley Orgánica de Protección de Datos Personales (LOPDP)

1 source controls mapped|2 target controls covered

Law No. 172-13 on the Protection of Personal Data

1 source controls mapped|1 target controls covered

South Korea PIPA

1 source controls mapped|3 target controls covered

Kentucky Consumer Data Protection Act

1 source controls mapped|2 target controls covered

Jamaica Data Protection Act 2020

1 source controls mapped|2 target controls covered

Iowa Consumer Data Protection Act

1 source controls mapped|3 target controls covered

Indonesia PDP Law

1 source controls mapped|1 target controls covered

Indiana Consumer Data Protection Act

1 source controls mapped|2 target controls covered

India DPDP Act

1 source controls mapped|1 target controls covered

Iceland Data Protection and Processing of Personal Data Act (Act No. 90/2018)

1 source controls mapped|2 target controls covered

Family Educational Rights and Privacy Act (FERPA)

1 source controls mapped|3 target controls covered

Federal Decree-Law No. 45 of 2021 on the Protection of Personal Data (UAE PDPL)

1 source controls mapped|2 target controls covered

Saudi Arabia PDPL

1 source controls mapped|3 target controls covered

Regulation on the European Health Data Space (EHDS)

1 source controls mapped|1 target controls covered

Switzerland New Federal Act on Data Protection (nFADP/nDSG, 2023)

1 source controls mapped|3 target controls covered

Bahrain PDPL

1 source controls mapped|3 target controls covered

DAMA-DMBOK2 - Data Management Body of Knowledge (2nd Edition)

1 source controls mapped|3 target controls covered

AICPA Privacy Management Framework (PMF)

1 source controls mapped|1 target controls covered

Albania Law on Protection of Personal Data (Law No. 9887, 2008, amended 2014)

1 source controls mapped|1 target controls covered

Compare Singapore AI Governance Framework with ASEAN Guide on AI Governance and Ethics

What is Singapore AI Governance Framework and who does it apply to?

Singapore AI Governance Framework is a compliance framework from Singapore with 9 domains and 21 controls. Singapore Model AI Governance Framework It is used by organisations to establish and maintain compliance with industry standards and regulatory requirements.

What does Singapore AI Governance Framework actually require?

Singapore AI Governance Framework has 21 controls organised across 9 domains. The largest domains are Determining the Level of Human Involvement in AI-Augmented Decision Making (4 controls), Internal Governance Structures and Measures (4 controls), Operations Management (4 controls). Each control defines specific requirements that organisations must implement to achieve compliance.

If I already comply with another framework, how much of Singapore AI Governance Framework do I already cover?

Singapore AI Governance Framework maps to 159 other compliance frameworks. The top mapping partners are ASEAN Guide on AI Governance and Ethics (67% coverage), UK AI Regulation Framework (19% coverage), OECD AI Principles (19% coverage). Use our comparison tool to explore control-level mappings between frameworks.

How do I implement Singapore AI Governance Framework?

Start your Singapore AI Governance Framework 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 AI Governance Framework 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 21 controls and track your progress.

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