Vast.ai: 提供用于低成本实验的点对点 GPU 租赁市场，不过企业级基础设施的可预测性相对较低。 FluidStack 记录了 154,620 月访问量，月度环比增长为 +7.3%，定价为付费，定价请咨询。Vast.ai 记录了 1,257,554 月访问量，增长率为 +2.8%，定价为付费。
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.
| 维度 / 指标 | | |
|---|---|---|
| 官方域名 | fluidstack.io | vast.ai |
| 定价模式 | 付费，定价请咨询 | 付费 |
| 月访问量 | 15.46万 (154,620) | 125.76万 (1,257,554) |
| 月度环比流量变化 | +1.05万 (+7.3%) | +3.42万 (+2.8%) |
| 主要市场与份额 | 🇺🇸 美国 (95.7%) | 🇺🇸 美国 (16.7%) |
| 直接访问 / 月 | 4.79万 | 93.71万 |
| 用户评分 | 4.4 | 4.6 |
| 支持的平台 | 网站 | 网站 |
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.
从全球市场按秒租用云 GPU
从超过 20,000 块 GPU、60 多种型号（从 RTX 3060 级别到 GB200）的全球池中租用，横跨 40 多座数据中心。
可选择保证在线时长的按需、便宜 50% 以上的可中断，或最高 50% 折扣并含容量保证的预留方案。
以秒计费、无最低时长，只用你实际消耗的算力，让实验与短任务也能保持低成本。
通过 CLI、Python SDK 或 REST API 完全以代码供给与优化实例，这也让平台适配智能体使用。
专项更强Delivers developer-first serverless endpoints optimized for generative media models rather than general-purpose infrastructure.
专项更强Delivers developer-first serverless endpoints optimized for generative media models rather than general-purpose infrastructure.
专项更强Together AI is the AI Native Cloud — a full-stack platform for running, fine-tuning and training open-source models. It spans serverless inference APIs, dedicated endpoints, GPU clusters, post-training and storage, all backed by in-house systems research.
专项更强Together AI is the AI Native Cloud — a full-stack platform for running, fine-tuning and training open-source models. It spans serverless inference APIs, dedicated endpoints, GPU clusters, post-training and storage, all backed by in-house systems research.
专项更强面向 AI 与数据负载的无服务器云基础设施
Provides enterprise-grade AI cloud infrastructure with managed ML tools, replacing peer-to-peer rentals with reliable data centers.
Provides enterprise-grade AI cloud infrastructure with managed ML tools, replacing peer-to-peer rentals with reliable data centers.
免费 / 开源利用分布式闲置消费级硬件，以较低的可靠性保证提供显着便宜的推理与容器工作负载。
免费 / 开源利用分布式闲置消费级硬件，以较低的可靠性保证提供显着便宜的推理与容器工作负载。
专项更强采用独家晶圆级处理器以实现极端的训练速度，有别于标准的 NVIDIA GPU 集群设置。
提供即时且持久的 SSH 实例与简单的按秒计费，媲美 Vast.ai 以开发者为中心的灵活性。
提供即时且持久的 SSH 实例与简单的按秒计费，媲美 Vast.ai 以开发者为中心的灵活性。
专门提供以智能体为先的按秒 GPU 租赁，完美呼应 Vast.ai 以开发者与智能体为核心的工作流程。
面向训练与推理工作负载的私有 AI 云
