概览
主要功能
- 请求与响应日志记录
- 提示词版本管理与实验
- 缓存与速率限制
- 按用户或会话的成本追踪
- 多供应商网关路由
- 自定义警报和仪表盘
价格
- 模型
- $20
- 评分
- 4.8 / 5 (5)
使用场景
调试生产环境中的 LLM 问题
在统一仪表盘中检查已记录的请求、响应、延迟和错误，快速诊断生产应用中失败的提示词或模型行为退化。
控制与预测 AI 开支
按用户、会话或功能追踪成本，以识别高耗资源的工作负载，强制速率限制，并通过缓存降低对 LLM 供应商的冗余调用。
对提示词和模型进行 A/B 测试
利用提示词版本管理与实验并结合多供应商路由，对比 OpenAI、Anthropic 等模型的输出，在向用户推送更改前进行评估。
在供应商之间路由流量
借助统一网关在 LLM 供应商之间切换或平衡请求，提升可靠性并避免 AI 功能被锁定在单一供应商。
优点 & 缺点
优点
- 兼容多个 LLM 供应商
- 详细的成本与使用分析
- 基于代理的简易集成
- 提供开源选项
缺点
- 在请求路径中增加外部依赖
- 高级功能需付费套餐
- 完整功能集有学习曲线
对决战绩
在万神殿中参与了 2 对决。
Last 2 battles
评测
5 个评分的平均值。
登录以留下评测。
Compared a few options
Evaluated this against two competitors. Where it wins: caching and rate limiting and detailed cost and usage analytics. On balance the feature set — especially prompt versioning and experiments — justifies the 5 stars for our use case.
Use it every day
Honestly didn't expect to like it this much. Caching and rate limiting is exactly what I needed, and works across multiple LLM providers. I do wish adds an external dependency to request path, but I reach for it almost every day now and it just clicks.
Does the job
Pretty happy overall. Custom alerts and dashboards just works and simple proxy-based integration. but no dealbreakers — I'd recommend it to a friend without hesitating.
Does the job
Pretty happy overall. Caching and rate limiting just works and works across multiple LLM providers. but no dealbreakers — I'd recommend it to a friend without hesitating.
Does the job
Pretty happy overall. Prompt versioning and experiments just works and open-source option available. Adds an external dependency to request path can be annoying, but no dealbreakers — I'd recommend it to a friend without hesitating.
问答
Are advanced features like A/B testing and custom alerts available on the free trial?
Helicone offers a 7‑day free trial with no credit card required, but advanced capabilities such as prompt versioning, A/B testing, and custom alerts are part of its paid tiers.
Asked by Isabela Almeida · Mar 25, 2026
What provider support and routing flexibility does Helicone offer?
Helicone is provider‑agnostic; it can route traffic to multiple LLM providers such as OpenAI and Anthropic. You can configure routing rules to experiment with different models or fall back to alternatives without changing application code.
Asked by Zelda Brandt · Feb 20, 2026
Can I track costs and usage per individual user or session?
Yes, Helicone provides cost tracking and analytics at the user or session level, allowing you to monitor spend and performance metrics for each end‑user directly from the dashboard.
Asked by Petros Georgiou · Feb 16, 2026
How does Helicone integrate with my existing LLM codebase?
Helicone works as a proxy gateway; you point your API calls to its endpoint instead of directly to OpenAI, Anthropic, etc. The platform then forwards requests, captures logs, and returns responses, requiring only a URL change and your API key.
Asked by Mia Andersen · Jan 29, 2026
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