DeepInfra: Specializes in cost-effective serverless API inference for open-weights models instead of raw infrastructure rentals. DeepInfra 每月有 457,810 次造訪，月增率 -8.9%，定價模式為付費。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 | deepinfra.com | fluidstack.io |
| 定價模式 | 付費 | 付費、需聯絡報價 |
| 每月造訪次數 | 45.78萬 (457,810) | 15.46萬 (154,620) |
| 月流量變化量 | -4.45萬 (-8.9%) | +1.05萬 (+7.3%) |
| 主要市場與市佔 | 🇺🇸 美國 (15.3%) | 🇺🇸 美國 (95.7%) |
| 每月直接造訪 | 23.78萬 | 4.79萬 |
| 使用者評分 | 4.6 | 4.4 |
| 支援平台 | 網站 | 網站 |
面向 200+ 開源模型的低成本無伺服器推論 API
透過統一 API 存取文字、圖像、語音、音樂與影片模型，支援依任務與模型家族瀏覽。
每百萬 token 費率事先公開，包含輸入、輸出與快取輸入的明細，並顯示目前折扣。
需要原始算力做微調、自建服務或突發負載時，可按實例小時租用資料中心 GPU。
輸入與輸出不被留存，平台持有 SOC 2 與 ISO 27001 資訊安全認證。
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Provides direct developer API access to Google's proprietary Gemini models rather than community open-weight models.
專項更強Provides direct developer API access to Google's proprietary Gemini models rather than community open-weight models.
專項更強Delivers developer-first serverless endpoints optimized for generative media models rather than general-purpose infrastructure.
擁有更強大的生態系統來部署自訂機器學習模型與微調權重，但推論價格通常較高。
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.
