
專項更強Delivers developer-first serverless endpoints optimized for generative media models rather than general-purpose infrastructure.
FluidStack 每月有 154,620 次造訪,月增率 +7.3%,定價模式為付費、需聯絡報價。Lightning AI(原 Grid.ai)每月有 10,313 次造訪,成長率 -1.8%,定價模式為 Usage-based / Contact for Pricing。

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.

由 PyTorch Lightning 團隊打造的隨需 GPU 雲與企業級 AI 基礎設施。
| 面向/指標 | ![]() | ![]() |
|---|---|---|
| 官方網域 | fluidstack.io | grid.ai |
| 定價模式 | 付費、需聯絡報價 | Usage-based / Contact for Pricing |
| 每月造訪次數 | 15.46萬 (154,620) | 1.03萬 (10,313) |
| 月流量變化量 | +1.05萬 (+7.3%) | -192 (-1.8%) |
| 主要市場與市佔 | 🇺🇸 美國 (95.7%) | 🇺🇸 美國 (50.5%) |
| 每月直接造訪 | 4.79萬 | 4107 |
| 使用者評分 | 4.4 | 4.4 |
| 支援平台 | 網站 | 網站 |

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.

由 PyTorch Lightning 團隊打造的隨需 GPU 雲與企業級 AI 基礎設施。
自助取得 H200、B200、H100、A100 與 L4 GPU,保障可用性且無需長期合約。
在瀏覽器或透過 SSH 於雲端 GPU 上撰寫、除錯與調校模型,並支援團隊共享工作空間。
同時執行數百個實驗、比較訓練結果,並擴展到多節點 GPU 叢集進行預訓練。
SSO、角色型存取、稽核記錄、細緻資料控管、SOC2 與 HIPAA 對應,以及私有雲與 VPC 部署。

專項更強Delivers developer-first serverless endpoints optimized for generative media models rather than general-purpose infrastructure.
Nebius is an AI-focused cloud platform that gives teams non-virtualized NVIDIA GPU clusters, managed MLOps tooling, and a serverless inference layer so they can move from experiment to production on one stack.

專項更強Specializes in cost-effective serverless API inference for open-weights models instead of raw infrastructure rentals.
免費 / 開源由 PyTorch Lightning 創建團隊打造的 AI 雲端平台

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。