AI Governance

Human-in-the-Loop Risk Scoring Is Not a Feature. It Is a Governance Position.

The system supports judgment. It does not replace responsibility.

Human-in-the-Loop Risk Scoring Is Not a Feature. It Is a Governance Position. cover
Research Essay9 min readDraft

Human-in-the-loop is often described as a product feature: add a reviewer, add a button, add a final approval step. But meaningful human review is a governance position, not a decorative checkpoint.

The reviewer needs enough context to challenge the system. They need uncertainty, evidence, thresholds, and the authority to disagree. Otherwise the human becomes a liability shield for automated judgement.

Risk scores should support responsibility, not relocate it.

The human in the loop should be able to challenge the system.
AI governanceRisk scoringHuman review