A fine-tuned open model now matches frontier performance in mining error signals from production traces. LangChain and Fireworks reduced costs by 100x compared to using larger models for evaluation. This efficiency allows developers to monitor massive datasets without prohibitive API bills. It turns expensive quality assurance into a sustainable production workflow.