92% Accuracy LLM Classifier Replaced With Rules After Production Failure

A ticket routing system using LLM classification hit 92% accuracy in production — roughly 7–8 misroutes per day at 100 tickets daily — and was replaced with deterministic rules because the team couldn't explain or audit failures. The core argument: explainability and debuggability often matter more than raw accuracy for operational workflows.