LLM 可观测与评测工具

分类导读

LLM 可观测与评测工具用于记录调用链路、比较提示或模型版本、运行质量评测并发现回归。有效体系需要把自动指标、人工样本和线上业务结果结合起来。

选择维度

• 支持的 SDK、模型、代理框架、追踪字段、提示版本和数据导入方式
• 规则、模型裁判、人工标注、离线数据集和在线实验能力
• 敏感内容脱敏、采样、保留周期、访问控制和私有部署选项
• 评测可重复性、阈值门禁、告警、存储查询和事件计费成本

使用提醒

自动评分应先用人工标注样本校准，避免只优化单一指标；发布门禁同时检查安全、事实、任务成功率、延迟和成本，并保留版本与失败样本。

来源与更新

分类范围来自本站 2026-08-27 的 25 个工具入口；框架适配、评测方法、数据处理与计费以各产品官方说明为准。

相邻分类

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