免费 / 开源由 DeepSeek-V4 与 R1 驱动的高效开源权重与托管推理 AI,token 成本极低。
Langtail 记录了 4,213 月访问量,月度环比增长为 +10%,定价为免费增值,付费。PromptLayer 记录了 85,899 月访问量,增长率为 -4.6%,定价为免费试用,定价请咨询。
Langtail is a prompt management platform for product teams that lets engineers, PMs, and domain experts build, test, version, and deploy LLM prompts through a spreadsheet-like interface, with observability logs, evaluation runs, and an AI firewall for blocking prompt injection and unsafe outputs. It works across OpenAI, Anthropic, Gemini, Mistral, and other major providers.
| 维度 / 指标 | ![]() | |
|---|---|---|
| 官方域名 | langtail.com | promptlayer.com |
| 定价模式 | 免费增值,付费 | 免费试用,定价请咨询 |
| 月访问量 | 4213 (4,213) | 8.59万 (85,899) |
| 月度环比流量变化 | +382 (+10%) | -4176 (-4.6%) |
| 主要市场与份额 | 🇺🇸 美国 (51.2%) | 🇺🇸 美国 (10.9%) |
| 直接访问 / 月 | 1680 | 1.41万 |
| 用户评分 | 4.4 | 4.5 |
| 支持的平台 | 网站 | 网站 |
Langtail is a prompt management platform for product teams that lets engineers, PMs, and domain experts build, test, version, and deploy LLM prompts through a spreadsheet-like interface, with observability logs, evaluation runs, and an AI firewall for blocking prompt injection and unsafe outputs. It works across OpenAI, Anthropic, Gemini, Mistral, and other major providers.
Build, test, and version prompts in a table-based editor that anyone comfortable with spreadsheets can use.
Add natural-language assertions, pattern matching, or custom code checks and run them over datasets to catch regressions.
Trace every request and response, inspect latency and cost, and diagnose why an LLM answered the way it did.
One-click AI Firewall blocks prompt injection, denial-of-service attempts, and information leaks with customisable content filtering and alerts.

AI 工程团队的协作层
在可视化仪表盘中编辑、版本化、对比差异与回滚提示词,无需编码,让产品、市场和内容团队参与迭代,同时工程师掌控发布。
用人工与 AI 评分器运行基于数据集的测试,在提示词变更时触发回归评估,对新版本做历史回测,并跨模型比较提示词。
把生产追踪关联到生成它的确切提示词版本,并按功能、模型或用户检查失败案例、成本、延迟与 token 用量。
把提示词、工具调用、评估与日志集中在一处,构建、追踪并改进 Agent 工作流,让多步骤运行在上线前得到测试。
免费 / 开源由 DeepSeek-V4 与 R1 驱动的高效开源权重与托管推理 AI,token 成本极低。

在互联环境中跟踪、评估并交付 AI 模型与智能体。

免费 / 开源面向生产级 AI 的智能体可观测性、评估与持续改进平台
免费 / 开源构建、模拟、评估并监控可自我改进的 AI 智能体

免费 / 开源Maxim AI is a platform for evaluating, testing, and monitoring AI applications, and the home of Bifrost, an open-source LLM gateway. It helps teams ship reliable AI features with tracing, evaluation, agent simulation, and production observability.
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在整个组织内统一 LLM 评估、可观测性与红队测试标准
面向 AI 编码代理的多人协作控制平面
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