Rivet.dev 每月有 21,359 次造訪，月增率 -44.3%，定價模式為免費增值、需聯絡報價。RunPod 每月有 2,881,043 次造訪，成長率 +5.9%，定價模式為付費。
面向 AI 開發者的 GPU Pod、Serverless 推論與叢集雲平台
在你自己的基礎設施上執行與擴展持久化 AI Agent
每個 Actor 都擁有 SQLite 資料庫與檔案系統，Agent 的記憶與進度可在重啟與閒置後保留，無需額外資料庫。
在你自己的基礎設施上執行不受信任或 AI 產生的程式碼，並可細緻控制網路存取、檔案系統權限與資源上限。
節點故障時其 Actor 會帶狀態遷移到其他節點，多步驟工作在崩潰後自動重播，無需自建檢查點機制。
可透過 HTTP 直接定址 Actor 或維持即時 WebSocket 連線，並用 React SDK 讓元件訂閱 Actor 狀態以即時更新。
面向 AI 開發者的 GPU Pod、Serverless 推論與叢集雲平台
按需、可中斷或預留方式租用 GPU 執行個體，涵蓋 30 多種 GPU 型號，從 RTX 4090 到 B200、B300 等級加速卡，部署於全球 31 個區域。
把任意容器部署為 API 端點，按需從 0 擴展到數千個 worker，僅為實際使用的算力付費。
啟動多節點 GPU 叢集用於分散式訓練與大規模推論，可掛載共享儲存，且無需長期承諾。
從精選中樞部署熱門開源模型，或使用公開端點呼叫圖像、音訊與文字模型，無需自建基礎設施。
專項更強Provides a unified API gateway across hundreds of models, but entirely abstracts away underlying GPU infrastructure management.
專項更強Provides a unified API gateway across hundreds of models, but entirely abstracts away underlying GPU infrastructure management.
專項更強Specializes in lightning-fast serverless execution for generative media models, but lacks general-purpose GPU pod rental options.
專項更強提供無伺服器 Python 執行與即時容器擴展，但缺乏像 RunPod 那樣直接的持續性 SSH 容器控制。
Offers a polished API and cloud platform for running open models, but provides less direct infrastructure-level control than RunPod.
Offers a polished API and cloud platform for running open models, but provides less direct infrastructure-level control than RunPod.
免費 / 開源Utilizes distributed consumer hardware to drastically lower inference costs, but cannot match enterprise GPU availability or SLA guarantees.
免費 / 開源Mastra is an open-source TypeScript framework for building, deploying, and observing AI agents and workflows. It gives JavaScript developers typed agents, durable workflows, memory, MCP tool support, and built-in observability so prototypes can scale into production.
免費 / 開源Mastra is an open-source TypeScript framework for building, deploying, and observing AI agents and workflows. It gives JavaScript developers typed agents, durable workflows, memory, MCP tool support, and built-in observability so prototypes can scale into production.
Provides managed development studios and guaranteed on-demand GPUs, but with a more structured framework-centric workflow than RunPod.
Provides managed development studios and guaranteed on-demand GPUs, but with a more structured framework-centric workflow than RunPod.
Combines serverless model APIs with on-demand GPU instances, offering a similar developer experience at competitive global price points.
