ClearML 记录了 20,123 月访问量，月度环比增长为 -60.9%，定价为定价请咨询。Datadog 记录了 5,175,760 月访问量，增长率为 -4.8%，定价为免费增值，免费试用，付费，定价请咨询，免费。
面向云规模工程团队的统一可观测性、安全与事件响应平台
| 维度 / 指标 |  | |
|---|---|---|
| 官方域名 | clear.ml | datadoghq.com |
| 定价模式 | 定价请咨询 | 免费增值，免费试用，付费，定价请咨询，免费 |
| 月访问量 | 2.01万 (20,123) | 517.58万 (5,175,760) |
| 月度环比流量变化 | -3.14万 (-60.9%) | -26.36万 (-4.8%) |
| 主要市场与份额 | 🇩🇪 德国 (27.4%) | 🇺🇸 美国 (41.4%) |
| 直接访问 / 月 | 6667 | 274.58万 |
| 用户评分 | 4.3 | 4.7 |
| 支持的平台 | 网站 | 网站 |
面向企业的 AI 基础设施平台，统一管理 GPU 集群并加速模型落地
统一连接和管理本地、云端与混合 GPU 集群，支持多租户、RBAC、配额管理、GPU 分片与优先级调度。
面向构建者的工作台，含集成开发环境、实验追踪、数据集成、仪表盘、流水线、模型仓库与 CI/CD 集成。
在既有集群上部署 LLM，自动处理网络、认证与安全，让团队以较少手动配置上线安全的模型 API。
按计算时长、存储和 API 调用细粒度追踪成本，帮助 IT 团队把开销分摊回实际使用的项目与部门。
面向云规模工程团队的统一可观测性、安全与事件响应平台
agent、云集成与 OpenTelemetry 采集器把指标、分布式追踪、性能剖析与日志汇入同一平台，可在不同信号之间直接跳转，无需切换上下文。
Bits AI、Agent Builder 与 LLM/AI Agent 可观测性能力，帮助团队快速研判告警、解释异常，并监控模型延迟、token 花费与 agent 调用链。
Cloud SIEM、云安全态势管理、漏洞管理、工作负载防护与代码扫描，把威胁信号与已有的遥测数据关联起来。
真实用户监控、会话回放、产品分析、合成与移动端测试，与 CI 可见性、测试优化、功能开关和 DORA 指标并列提供。
免费 / 开源在本地或云端运行和构建开源 AI 模型
免费 / 开源ModelScope (魔搭社区) is an open-source AI community and model service platform that hosts thousands of pretrained models, datasets, and ready-to-run demos, backed by Alibaba Cloud infrastructure.
免费 / 开源ModelScope (魔搭社区) is an open-source AI community and model service platform that hosts thousands of pretrained models, datasets, and ready-to-run demos, backed by Alibaba Cloud infrastructure.
SuperAnnotate is an AI data platform that combines a collaborative multimodal annotation editor, an expert data-operations team, and the orchestration layer needed to move curated datasets into training, evaluation, and production pipelines. It is aimed at teams building computer vision, NLP, audio, and generative AI systems who need reliable, high-quality ground truth at scale.
SuperAnnotate is an AI data platform that combines a collaborative multimodal annotation editor, an expert data-operations team, and the orchestration layer needed to move curated datasets into training, evaluation, and production pipelines. It is aimed at teams building computer vision, NLP, audio, and generative AI systems who need reliable, high-quality ground truth at scale.
在互联环境中跟踪、评估并交付 AI 模型与智能体。
专项更强Specializes in tracing and debugging production LLM applications, but does not provide general cloud infrastructure metrics or log management.
专项更强Specializes in tracing and debugging production LLM applications, but does not provide general cloud infrastructure metrics or log management.
免费 / 开源Label Studio is an open-source data labeling and AI evaluation platform from HumanSignal. It handles images, video, audio, text, documents, time series and agent traces in one flexible workspace, and connects to your ML pipeline through an API, Python SDK and webhooks.
免费 / 开源Label Studio is an open-source data labeling and AI evaluation platform from HumanSignal. It handles images, video, audio, text, documents, time series and agent traces in one flexible workspace, and connects to your ML pipeline through an API, Python SDK and webhooks.
免费 / 开源构建、模拟、评估并监控可自我改进的 AI 智能体
专项更强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.
专项更强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.
专项更强AI 工程团队的协作层
专项更强在整个组织内统一 LLM 评估、可观测性与红队测试标准
专项更强Openlayer is a platform that tests AI systems before release, monitors them in production, and enforces policy and compliance requirements across every model and agent your company runs.
