
Risk-Tiered Governance
Not every model needs the same control depth. Classify use cases and apply proportional review and validation standards.
Operational Controls
Bias testing, drift monitoring, and incident playbooks should be embedded into day-to-day MLOps workflows.
Leadership Reporting
Provide regular risk and value dashboards so executives can govern AI as a core enterprise capability.
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