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 datasets without prohibitive API spend. Practitioners can now implement high-fidelity trace evaluation at scale without sacrificing accuracy or budget.