A fine-tuned open model now matches frontier performance in mining error signals from production traces. LangChain and Fireworks reduced judging costs by 100x compared to larger models. This efficiency allows teams to monitor vast datasets without prohibitive API spend. Practitioners can now scale automated evaluation of complex agentic workflows in real time.