ClearML 每月有 20,123 次造訪，月增率 -60.9%，定價模式為需聯絡報價。Datadog 每月有 5,175,760 次造訪，成長率 -4.8%，定價模式為免費增值、免費試用、付費、需聯絡報價、免費。
為雲端規模工程團隊打造的统一可觀測性、安全與事件應變平台
| 面向／指標 |  | |
|---|---|---|
| 官方網域 | clear.ml | datadoghq.com |
| 定價模式 | 需聯絡報價 | 免費增值、免費試用、付費、需聯絡報價、免費 |
| 每月造訪次數 | 2.01萬 (20,123) | 517.58萬 (5,175,760) |
| 月流量變化量 | -3.14萬 (-60.9%) | -26.36萬 (-4.8%) |
| 主要市場與市佔 | 🇩🇪 德國 (27.4%) | 🇺🇸 美國 (41.4%) |
| 每月直接造訪 | 6667 | 274.58萬 |
| 使用者評分 | 4.3 | 4.7 |
| 支援平台 | 網站 | 網站 |
企業級 AI 基礎架構平台，統一管理 GPU 叢集並加速模型落地
統一連接與管理地端、雲端與混合 GPU 叢集，支援多租戶、RBAC、配額管理、GPU 切分與優先權排程。
面向建構者的工作台，內含整合開發環境、實驗追蹤、資料整合、儀表板、流水線、模型儲存庫與 CI/CD 整合。
在既有叢集上部署 LLM，自動處理網路、驗證與安全，讓團隊以較少手動設定上線安全的模型 API。
依運算時數、儲存與 API 呼叫細緻追蹤成本，協助 IT 團隊把開銷分攤回實際使用的專案與部門。
為雲端規模工程團隊打造的统一可觀測性、安全與事件應變平台
agent、雲端整合與 OpenTelemetry 收集器把指標、分散式追蹤、效能剖析與日誌集中到同一平台，可在各種訊號之間直接跳轉。
Bits AI、Agent Builder 與 LLM／AI Agent 可觀測性能力，協助團隊快速研判告警、說明異常，並監控模型延遲、token 花費與 agent 呼叫鏈。
Cloud SIEM、雲端安全態勢管理、漏洞管理、工作負載防護與程式碼掃描，將威脅訊號與既有遙測資料相互關聯。
真實使用者監控、工作階段重播、產品分析、合成與行動測試，與 CI 可視性、測試最佳化、功能旗標及 DORA 指標並列提供。
免費 / 開源在本機或雲端執行與打造開源 AI 模型
免費 / 開源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.
免費 / 開源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.
在互聯環境中追蹤、評估並交付 AI 模型與代理。
專項更強Specializes in tracing and debugging production LLM applications, but does not provide general cloud infrastructure metrics or log management.
專項更強Specializes in tracing and debugging production LLM applications, but does not provide general cloud infrastructure metrics or log management.
免費 / 開源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.
免費 / 開源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.
免費 / 開源打造、模擬、評估並監控能自我改進的 AI 代理
專項更強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.
專項更強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.
專項更強AI 工程團隊的協作層
專項更強在整個組織內統一 LLM 評估、可觀測性與紅隊測試標準
專項更強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.
