Human Oversight
Operational controls for human oversight — with maturity levels, evidence requirements, and implementation guidance.
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AI System Risk Classification
Assign every AI system a risk tier that determines the oversight requirements, review frequency, and documentation standards applied to it.
Human Approval Gate for Consequential AI Decisions
Require a qualified human to review and approve AI-generated recommendations before they produce irreversible or high-stakes outcomes.
Automation Bias Prevention
Implement measures to detect and counteract the tendency for human reviewers to defer to AI recommendations without adequate critical evaluation.
Reviewer Competency Requirements
Define minimum competency requirements for humans who review, approve, or override AI-generated outputs in high-risk contexts.