Area 3: Operations Management
Is this legally binding?
Guidance. Voluntary guidance. Best practice, not obligation, until a contract or a regulator cites it.
Third area: risk-based practices for the data and models used in AI, covering data lineage, data quality, minimising bias, model development, explainability, robustness, regular tuning and post-deployment monitoring.
What this connects to
18 relations. Official relations are the ones the source documents state; anything marked GAGE analysis is our reading, not an agency's.
Part of2
- InstrumentModel AI Governance Framework, 2nd Edition (2020)Guidance
- SectionGuiding principles of the Model FrameworkGuidanceGAGE analysis, not official
Each area translates the two guiding principles into practice
Contains7
- ObligationMinimise bias in data and modelGuidance
- ObligationEnsure data qualityGuidance
- ObligationDocument data lineage and provenanceGuidance
- ObligationUse distinct datasets for training, testing and validationGuidance
- ObligationApply risk-based measures: explainability, robustness, regular tuningGuidance
- ObligationDocument model development choices and trade-offsGuidance
- ObligationMonitor and regularly review deployed modelsGuidance
Maps across to7
- External frameworkClause 8: OperationStandardGAGE analysis, not official
Operations management aligns with ISO 42001 operational planning and lifecycle control
- External frameworkClause 9: Performance evaluationStandardGAGE analysis, not official
Monitoring and documentation practices align with AIMS performance evaluation
- External frameworkFunction: MEASUREGuidanceGAGE analysis, not official
Operations management includes measurement and tracking of AI performance
- External frameworkFunction: MANAGEGuidanceGAGE analysis, not official
Operations management corresponds to MANAGE risk treatment and monitoring
- External frameworkArticle 9: Risk management systemBindingGAGE analysis, not official
Operations management practices anticipate the Article 9 risk management system
- External frameworkArticle 72: Post-market monitoringBindingGAGE analysis, not official
Post-deployment monitoring practices anticipate post-market monitoring
- External frameworkArticle 12: Record-keepingBindingGAGE analysis, not official
Operations management documentation anticipates Article 12 record-keeping
Mapped across from2
- SectionISAGO Section 4: Operations managementGuidance
ISAGO section mirrors the corresponding Model Framework area
- SectionComponent: Operations managementGuidanceGAGE analysis, not official
ASEAN Guide adapted MGF 2.0's operations management component
Learn this properly
This page tells you what Area 3: Operations Management 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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