A fine-tuned open model now matches frontier performance in mining error signals from production traces. LangChain and Fireworks reduced the cost of this evaluation process by 100x. This efficiency allows developers to monitor larger datasets without prohibitive spending. Practitioners can now implement high-fidelity trace judging at a fraction of previous costs.