A fine-tuned open model now matches frontier performance in mining error signals from production traces. LangChain and Fireworks reduced the cost of this process by 100x. This efficiency allows developers to monitor LLM outputs at scale without prohibitive API fees. It turns expensive quality assurance into a sustainable production workflow.