Confidence Calibration

Patterns

Definition

The practice of having Claude estimate and report its confidence in its output, then using that estimate to determine whether to proceed autonomously or escalate. Requires explicit confidence scoring in prompts and defined thresholds for escalation vs. auto-approval.

Example Usage

Instruct Claude to rate confidence 1-5 and escalate anything below 3 to human review before taking action.