From 68% Recall to 95%: Fixing a Job Classifier Without Increasing LLM Spend

A legacy LLM classifier was missing 32% of the jobs it was built to find. Here's how I replaced it with an ensemble of heuristics, ML, and a multi-step LLM chain — without increasing API costs.