📄 中文摘要
对六种 LLM 监控工具进行了为期两周的测试，评估了它们在漂移检测、成本跟踪、延迟监控、集成难易程度、警报选项和价格等方面的表现。测试工具包括 DriftWatch、Helicone、Portkey、Athina、Braintrust 和自定义内置日志。结果显示，DriftWatch 在漂移检测方面表现优异，具备自动每周检查的功能，且价格实惠，但社区相对较小。Helicone 提供出色的 API 跟踪和可视化，但缺乏专门的漂移检测功能。
我测试了 6 种 LLM 监控工具，以便你无需亲自测试
出处: I Tested 6 LLM Monitoring Tools So You Do Not Have To
发布: 2026年3月23日
📄 English Summary
I Tested 6 LLM Monitoring Tools So You Do Not Have To
A two-week evaluation of six LLM monitoring tools was conducted, focusing on drift detection accuracy, cost tracking granularity, latency monitoring, ease of integration, alerting options, and pricing. The tools tested included DriftWatch, Helicone, Portkey, Athina, Braintrust, and a custom built-in logging solution. DriftWatch stood out for its purpose-built drift detection capabilities, automated weekly checks, and affordability, although it has a smaller community. Helicone offered excellent API tracking and visualizations but lacked dedicated drift detection features.