Smart Workplace Lab

Jun 17, 2026 · Artificial Intelligence

Why You Hesitate to Approve AI Agent Outputs and How to Build a Three‑Step Confidence Threshold Calibration Table

The article explains why reviewers stall on high‑confidence AI agent decisions, introduces a confidence‑interval‑based handover protocol, and shows how a three‑step calibration table can cut decision latency from hours to minutes while reducing workflow blockage by 80%.