A fine-tuned open model now matches frontier performance in mining error signals from production traces. LangChain and Fireworks reduced judging costs by 100x. This efficiency allows developers to monitor massive trace volumes without prohibitive API spend. It turns expensive quality assurance into a sustainable production workflow for agentic systems.