
专项更强Provides industry-leading proprietary frontier models and enterprise reliability, but completely lacks support for open-weight community models.
Together AI: 专注于优化的无服务器推理 API 和托管模型托管,而不是单纯的裸集群租赁。 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。Together AI 记录了 1,645,930 月访问量,增长率为 +64.9%,定价为免费增值,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 | together.ai |
| 定价模式 | 付费,定价请咨询 | 免费增值,付费 |
| 月访问量 | 15.46万 (154,620) | 164.59万 (1,645,930) |
| 月度环比流量变化 | +1.05万 (+7.3%) | +64.77万 (+64.9%) |
| 主要市场与份额 | 🇺🇸 美国 (95.7%) | 🇺🇸 美国 (36.3%) |
| 直接访问 / 月 | 4.79万 | 88.22万 |
| 用户评分 | 4.4 | 4.7 |
| 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.

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Provides industry-leading proprietary frontier models and enterprise reliability, but completely lacks support for open-weight community models.

专项更强Restricts API usage strictly to Gemini models, offering free prototyping tiers but lacking open-source model variety.
专项更强Restricts API usage strictly to Gemini models, offering free prototyping tiers but lacking open-source model variety.

专项更强一个 API 接入 1500+ 生产级生成式媒体模型
提供灵活的按需 GPU 租赁和无服务器端点,但缺乏 FluidStack 那样的超大规模企业级 GPU 集群。
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。
专项更强提供用于云端任务的无服务器 Python 容器运行环境,但缺乏原始多节点集群的部署控制。
专项更强提供用于云端任务的无服务器 Python 容器运行环境,但缺乏原始多节点集群的部署控制。
提供专属的 NVIDIA GPU 集群和托管云基础设施,直接在企业级训练工作负载上展开竞争。
提供专属的 NVIDIA GPU 集群和托管云基础设施,直接在企业级训练工作负载上展开竞争。
除了标准文字 LLM 外,还高度专注于部署自定义机器学习模型与媒体生成管线。
免费 / 开源Unsloth is an open-source toolkit for running and training large language models locally. It provides faster, more memory-efficient fine-tuning, a local chat and agent environment with browser use, image and video generation, and an OpenAI-compatible API your existing tools can connect to.
免费 / 开源Unsloth is an open-source toolkit for running and training large language models locally. It provides faster, more memory-efficient fine-tuning, a local chat and agent environment with browser use, image and video generation, and an OpenAI-compatible API your existing tools can connect to.
免费 / 开源编排全球闲置消费级 GPU 的分布式 GPU 云