DeepInfra: Specializes in cost-effective serverless API inference for open-weights models instead of raw infrastructure rentals. DeepInfra 记录了 457,810 月访问量，月度环比增长为 -8.9%，定价为付费。FluidStack 记录了 154,620 月访问量，增长率为 +7.3%，定价为付费，定价请咨询。
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 | deepinfra.com | fluidstack.io |
| 定价模式 | 付费 | 付费，定价请咨询 |
| 月访问量 | 45.78万 (457,810) | 15.46万 (154,620) |
| 月度环比流量变化 | -4.45万 (-8.9%) | +1.05万 (+7.3%) |
| 主要市场与份额 | 🇺🇸 美国 (15.3%) | 🇺🇸 美国 (95.7%) |
| 直接访问 / 月 | 23.78万 | 4.79万 |
| 用户评分 | 4.6 | 4.4 |
| 支持的平台 | 网站 | 网站 |
面向 200+ 开源模型的低成本无服务器推理 API
通过统一 API 访问文本、图像、语音、音乐与视频模型，支持按任务和模型家族浏览。
每百万 token 费率提前公示，包含输入、输出与缓存输入的明细，并显示当前折扣。
需要原始算力做微调、自建服务或突发负载时，可按实例小时租用数据中心 GPU。
输入与输出不被留存，平台持有 SOC 2 与 ISO 27001 信息安全认证。
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.
专项更强Provides direct developer API access to Google's proprietary Gemini models rather than community open-weight models.
专项更强Provides direct developer API access to Google's proprietary Gemini models rather than community open-weight models.
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.
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。
专项更强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。
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。
拥有更强大的生态系统来部署自定义机器学习模型与微调权重，但推理价格通常较高。
Provides a unified AI inference platform across multiple modalities via an OpenAI-compatible API.
Provides a unified AI inference platform across multiple modalities via an OpenAI-compatible API.
免费 / 开源编排全球闲置消费级 GPU 的分布式 GPU 云
