Agentic workflows become valuable when they can take real actions through tools. That same capability introduces risk classes that must be governed.

Each action needs authority boundaries, confidence thresholds, and evidence requirements. Low-risk drafting can run quickly while high-impact actions require approval rules.

Escalation design should be visible in traces and reporting. Teams must understand why the agent asked for review and what changed after review.