A fine-tuned open model now matches frontier performance in mining error signals from production traces at 100x lower cost. LangChain and Fireworks developed this specialized judge to analyze system logs efficiently. This shift enables developers to monitor massive datasets without prohibitive API fees. It makes high-fidelity production observability viable for smaller teams.