Cerebrium 每月有 26,974 次造訪，月增率 -50.8%，定價模式為免費試用、付費。FluidStack 每月有 154,620 次造訪，成長率 +7.3%，定價模式為付費、需聯絡報價。
FluidStack builds and operates large-scale compute infrastructure for AI, including gigawatt-class data centers and GPU clusters used for training and inference. The company designs its own power, cooling and data center systems, onshores manufacturing and deploys solar generation to supply the power its clusters need. Rather than a self-serve cloud console, FluidStack works with AI labs and enterprises to provision large reserved clusters, with orchestration tooling for the ML frameworks and schedulers those teams already use.
| 面向／指標 |  | |
|---|---|---|
| 官方網域 | cerebrium.ai | fluidstack.io |
| 定價模式 | 免費試用、付費 | 付費、需聯絡報價 |
| 每月造訪次數 | 2.7萬 (26,974) | 15.46萬 (154,620) |
| 月流量變化量 | -2.78萬 (-50.8%) | +1.05萬 (+7.3%) |
| 主要市場與市佔 | 🇺🇸 美國 (22.3%) | 🇺🇸 美國 (95.7%) |
| 每月直接造訪 | 1.5萬 | 4.79萬 |
| 使用者評分 | 4.3 | 4.4 |
| 支援平台 | 網站 | 網站 |
為即時 AI 提供數秒級冷啟動的無伺服器 GPU
記憶體與 GPU 快照可在約 2～4 秒內還原容器，這對語音代理與其他互動式工作負載至關重要。
可使用橫跨 12 種以上 GPU 與多雲的數千顆 GPU，無需預留或綁定，並在流量突增時自動擴展。
直接以自有程式碼或 Dockerfile 部署 LLM、語音流程與圖像或影片模型，並提供 REST、WebSocket 與串流端點。
即時日誌、指標與擴展事件，原生支援 OpenTelemetry，便於接入現有監控工具。
FluidStack builds and operates large-scale compute infrastructure for AI, including gigawatt-class data centers and GPU clusters used for training and inference. The company designs its own power, cooling and data center systems, onshores manufacturing and deploys solar generation to supply the power its clusters need. Rather than a self-serve cloud console, FluidStack works with AI labs and enterprises to provision large reserved clusters, with orchestration tooling for the ML frameworks and schedulers those teams already use.
FluidStack designs and builds large AI data centers, including high-density campuses with significant per-site power capacity, rather than reselling capacity from other clouds.
Clusters are architected for large-scale model training and inference, with high-bandwidth interconnect and orchestration suitable for distributed workloads.
The company develops off-grid solar and recirculating closed-loop cooling, treating power and water efficiency as core engineering problems.
Smart hands, cluster provisioning and operations support let research teams focus on models while FluidStack runs the physical and orchestration layers.
專項更強Delivers developer-first serverless endpoints optimized for generative media models rather than general-purpose infrastructure.
專項更強Specializes in cost-effective serverless API inference for open-weights models instead of raw infrastructure rentals.
低成本雲端 GPU：面向 AI 工作負載的按分鐘執行個體與按秒計費沙箱。
低成本雲端 GPU：面向 AI 工作負載的按分鐘執行個體與按秒計費沙箱。
