AI GUIDE FOR BOARDS IN SINGAPORE
Section V: Organisational Resilience and Capability
11.5 Monitoring and Assurance
AI governance should operate continuously across data, model, usage and operational outcomes, as in Monitoring for Assurance . e following tools can be utilised for governance: • AI risk dashboards. • Escalation and incident management processes. • Periodic independent reviews.
• Assurance mechanisms aligned to enterprise risk frameworks.
E ective AI governance depends not only on policies, but also on continuous monitoring, challenge, escalation and assurance across the full operating environment.
Monitoring for Assurance
Governance layer Data
Monitoring focus Quality, integrity, lineage, access, security Accuracy, dri , robustness, bias, explainability
Model Usage Outcomes
Adoption patterns, misuse, override activity, policy compliance Business value, customer impact, unintended consequences
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