AI Uncertainty: Why Confidence Scores Are Not Enough

TL;DR AI uncertainty is not one measurement. Token entropy describes prediction variability, semantic entropy examines variation in meaning, and calibration tests whether confidence estimates correspond to observed correctness. None replaces current evidence or grants permission to act. For an enterprise assistant, define the claim being evaluated, preserve missing evidence as missing, and provide