Wordsmith, an AI assistant for legal teams, uses LangSmith to enhance product development, performance measurement, and operational monitoring. LangSmith's tracing capabilities help debug complex multi-stage inferences, while its evaluation sets ensure reproducible and cost-effective performance. Wordsmith leverages LangSmith's indexing and tagging for rapid debugging and seamless online experiment analysis, planning to further optimize hyperparameters based on customer datasets.

5m read timeFrom blog.langchain.dev
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Prototyping & Development: Wrangling complexity through hierarchical tracingPerformance Measurement: Establishing baselines with LangSmith datasetsOperational Monitoring: Rapid debugging via LangSmith filtersOnline Experimentation: Enabling experiment analyses via tagsWhat’s Next: Customer-specific hyperparameter optimization

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