Event ·Multi-source

Clay 用质量、吞吐量、成本三个维度评估 AI Agent

Clay 在评估其 AI Agent 时采用三个指标：质量、吞吐量和成本。LangChain 的 jeffbarg 介绍了如何借助 LangSmith 的 evals 功能度量 Agent 输出质量，并把质量数据与成本、吞吐量放在同一基准下对比。这套方法让 Agent 评估从主观感受变成可量化、可比较的具体数字。

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Clay 怎么用 LangSmith 同时盯质量、速度和成本三个数字来评 Agent，做 Agent 评估可以照抄这套框架。

6 sources63° AI heatLast updated 2026/9/22 16:04:14

Evidence

6 sources

Primary sourceLangChain

2026/9/22 16:04:14View source

Related source 1shao__meng

2026/9/21 00:13:54View source

Related source 2elvis

2026/9/21 16:09:57View source

Related source 3Lenny Rachitsky

2026/9/22 15:40:50View source

Related source 4AWS Machine Learning Blog

2026/9/22 17:18:13View source

Related source 5AI Will

2026/9/23 03:12:22View source

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