AI Risk Management: Operationalisation Handbook (Mar 2026)
Is this legally binding?
Guidance. Voluntary guidance. Best practice, not obligation, until a contract or a regulator cites it.
Second document of the series (cover-dated January 2026, published 20 Mar 2026): detailed guidance operationalising each implementation practice under the Handbook's considerations, with illustrations of good practices, appendices (AI risk taxonomy, AI card template, metrics library) and mapping to FEAT and the proposed AIRG Guidelines.
From the source
“This document provides detailed guidance on the operationalisation of each of the Implementation Practices recommended under each of the Handbook’s Consideration.”
Operationalisation Handbook, Introduction and Contents
What this connects to
4 relations. Official relations are the ones the source documents state; anything marked GAGE analysis is our reading, not an agency's.
Cites1
- InstrumentMindForge AI Risk Management Toolkit (Project MindForge phase 2)Guidance
Component document of the MindForge AI Risk Management Toolkit
Cited by3
- ConceptAI Card template (Handbook Appendix E)Guidance
Appendix of the Operationalisation Handbook
- ConceptLibrary of AI metrics (Handbook Appendix F)Guidance
Appendix of the Operationalisation Handbook
- ConceptMindForge AI risk taxonomy (Handbook Appendix B)Guidance
Appendix of the Operationalisation Handbook
Learn this properly
This page tells you what AI Risk Management: Operationalisation Handbook (Mar 2026) is and whether it binds you. The AI Governance program teaches the whole discipline, with dedicated coverage of the Singapore governance stack and the MAS regime, and every topic is passed by explaining it back in your own words, graded against the source.
See the AI Governance programVerified against the official source on 2026-08-17. GAGE is not affiliated with or endorsed by any agency named here, and nothing on this page is legal advice. How this is built and checked.
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