根据功能和用途，为你挑选 12 款 Metaflow 的替代工具。
| 排名 | 工具和标语 | 官方域名 | 月访问量 | 月度增长 (MoM) |
|---|
| 定价模式 |
|---|
| 主要市场 |
|---|
| 评分 |
|---|
| 比较 |
|---|
| ● | Metaflow | metaflow.org | 1.53万 | -3369 (-18.1%) | 免费 | 美国 | 4.6 | 概览 |
| 1 | Modal | modal.com | 119.6万 | 27.72万 (+30.2%) | 免费增值，定价请咨询 | 美国 | 4.8 | 比较 |
| 2 | Anyscale | anyscale.com | 4.98万 | -1.5万 (-23.2%) | 付费，定价请咨询 | 美国 | 4.6 | 比较 |
| 3 | RunPod | runpod.io | 288.1万 | 16.15万 (+5.9%) | 付费 | 美国 | 4.7 | 比较 |
| 4 | Lightning AI | lightning.ai | 27.26万 | -3.81万 (-12.3%) | 免费增值，付费，定价请咨询 | 美国 | 4.7 | 比较 |
| 5 | Union.ai | union.ai | 1.78万 | -7039 (-28.4%) | 免费增值，定价请咨询 | 美国 | 4.4 | 比较 |
| 6 | FluidStack | fluidstack.io | 15.46万 | 1.05万 (+7.3%) | 付费，定价请咨询 | 美国 | 4.4 | 比较 |
| 7 | Nebius | nebius.com | 114.57万 | 11.08万 (+10.7%) | 付费，定价请咨询 | 美国 | 4.5 | 比较 |
| 8 | Mastra | mastra.ai | 31.9万 | -1.67万 (-5%) | 免费增值，定价请咨询 | 美国 | 4.6 | 比较 |
| 9 | Vast.ai | vast.ai | 125.76万 | 3.42万 (+2.8%) | 付费 | 美国 | 4.6 | 比较 |
| 10 | Zeabur | zeabur.com | 27.56万 | -5.2万 (-15.9%) | 免费试用，付费 | 台湾 | 4.4 | 比较 |
| 11 | boat | boat.dev | 6.69万 | 5.61万 (+520.8%) | 免费试用，付费 | 美国 | 4.6 | 比较 |
| 12 | OpenShip | openship.io | 2.38万 | 5034 (+26.8%) | 免费增值，付费，定价请咨询 | 美国 | 4.6 | 比较 |
面向 AI 与数据负载的无服务器云基础设施
由 PyTorch Lightning 创建团队打造的 AI 云平台
在你自己的云中运行的持久化 AI 运行时
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 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.
Nebius is an AI-focused cloud platform that gives teams non-virtualized NVIDIA GPU clusters, managed MLOps tooling, and a serverless inference layer so they can move from experiment to production on one stack.
Nebius is an AI-focused cloud platform that gives teams non-virtualized NVIDIA GPU clusters, managed MLOps tooling, and a serverless inference layer so they can move from experiment to production on one stack.
免费 / 开源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.
免费 / 开源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.
从全球市场按秒租用云 GPU
专项更强为你部署与扩缩容应用的 AI DevOps 工程师
