A fine-tuned open model now matches frontier performance in mining error signals from production traces. LangChain and Fireworks achieved this while reducing costs by 100x. This efficiency allows developers to monitor massive trace volumes without prohibitive API bills. It turns expensive quality assurance into a scalable background process for LLM applications.