LangSmith Tuned Evaluators Launch: Cuts Costs by 82%

hwchase17 · x · 2026-08-19

LangChain has launched LangSmith Tuned Evaluators, starting with Perceived Error. These evaluators run on production traces to catch undesirable agent behavior and provide feedback for improvement. Benchmarks show the tuned model beats frontier models at 82% lower cost. The key insight is making specialized evaluators cheap enough for continuous production use.

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