Helicone AI一体化可观测平台，监控、调试并优化生产环境中的 LLM 应用。

4.7 (6)

审阅者 Daniel Nikulshyn·更新 2026年7月

概览

Helicone AI 是一款面向开发者的可观测性平台，专为使用大语言模型驱动的应用程序而设计。它能够捕获跨供应商的请求、响应、成本和延迟，为工程团队提供统一视图，帮助了解他们的 LLM 功能在生产环境中的表现。除了日志记录，Helicone 还提供调试提示、跟踪多步骤代理工作流、运行评估以及追踪用户级使用情况的工具。团队能够通过数据而非猜测来识别回归、控制支出并迭代提示。它通过轻量级代理或异步日志记录与流行的模型提供商和框架集成，使其能够轻松添加到现有堆栈，而无需大量代码更改。

主要功能

请求与响应日志记录
成本与 Token 使用情况追踪
提示管理与版本控制
Agent 与会话追踪
自定义评估与仪表盘
用户与速率限制分析

价格

模型: Free
分类: Observability
评分: 4.7 / 5 (6)

优点 & 缺点

优点

通过代理或异步 SDK 快速集成
统一展示成本、延迟和使用情况
支持多个 LLM 提供商
实用的提示与 Agent 调试工具
提供开源方案

缺点

代理设置可能增加一次网络跳转
高级功能需付费订阅
主要面向开发者，非技术用户使用受限

评测

4.7

6 个评分的平均值。

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Beatriz Costa

Apr 2, 2026

Years in this space

I've evaluated a lot of these over the years. What stands out here is agent and session tracing — handled better than most — and quick integration via proxy or async SDK. Advanced features require paid tiers is my one real gripe. Worth the time if this is your use case.

Carlos Mendoza

Jan 24, 2026

Years in this space

I've evaluated a lot of these over the years. What stands out here is user and rate-limit analytics — handled better than most — and open-source option available. Advanced features require paid tiers is my one real gripe. Worth the time if this is your use case.

Diego Fernández

Jan 9, 2026

Years in this space

I've evaluated a lot of these over the years. What stands out here is custom evaluations and dashboards — handled better than most — and useful prompt and agent debugging tools. Primarily aimed at developers, not non-technical users is my one real gripe. Worth the time if this is your use case.

Gunnar Eriksson

Jan 3, 2026

Use it every day

Honestly didn't expect to like it this much. Request and response logging is exactly what I needed, and supports multiple LLM providers. I do wish advanced features require paid tiers, but I reach for it almost every day now and it just clicks.

George Papadakis

Aug 31, 2025

Solid for our team

We rolled this out across the team last quarter and useful prompt and agent debugging tools. User and rate-limit analytics fits neatly into how we already work, and user and rate-limit analytics removed a step we used to do by hand. but it has held up under daily use.

Hannah Goldberg

May 30, 2025

Compared a few options

Evaluated this against two competitors. Where it wins: user and rate-limit analytics and useful prompt and agent debugging tools. On balance the feature set — especially prompt management and versioning — justifies the 5 stars for our use case.