Risk Scoring

Tag each generation with confidence, user tier, and topic. High-risk items flow to reviewers.

Reviewer Experience

Keep context, prompt, and policy references in one panel. Provide fast keyboard shortcuts.

Learning Loops

Store reviewer rationales. Feed them back into automated guards or policy prompts.

Metrics

Track turnaround time, disagreement rates, and escalation volume to understand staffing needs.