Our voice agent filled every CRM field correctly yet none of the payments went through
A voice collections agent logged CRM entries with 90%+ confidence scores, but spot-checks of the recordings revealed misheard account numbers — the model was confident about what it heard, not about what was said. Payments silently failed downstream. The thread is a case study in why confidence scores are not verification.