Alibaba Cloud Machine Learning Platform for AI
Alibaba Cloud Machine Learning Platform for AI: A broad Alibaba Cloud stack for teams that want managed MLOps components. Ranked #14 of 28 in MLOps Platforms by our editors (8.0/10); pricing: Free plan; best for cloud teams wanting broad managed MLOps.
At a glance
- Editor score8.0 / 10
- PricingFree plan
- Best forCloud teams wanting broad managed MLOps
- Free planYes
- Paid from$0.06/unit usage-based
- Experiment trackingYes
- Founded2009 · Hangzhou, China
- Facts checked21 Sep 2026
Where it wins
- Covers tracking, registries, pipelines, serving, and data versioning
- Supports notebooks, VSCode, terminals, CPUs, GPUs, and managed compute
- Connects with OSS, MaxCompute, DataWorks, MLflow, and other services
Where it doesn't
- Modules and compute resources are billed separately
- Rates may vary by region or resource configuration
- Development, design, and serving are divided across separate modules
Our verdict on Alibaba Cloud Machine Learning Platform for AI
Alibaba Cloud Machine Learning Platform for AI is a cloud engineering platform for enterprises, developers, and algorithm teams managing machine-learning and deep-learning workflows. It spans data preparation, visual workflow design, interactive development, model training, model management, and online inference deployment. The platform is a fit for cloud teams that want one managed environment covering experiment tracking, model registration, dataset versioning, reusable pipelines, managed compute, and model-service operations through web and API access.
Pricing is usage-based, with a free activation and separate billing for individual modules and compute resources. PAI-DSW costs $0.108 per hour and provides a cloud development environment with Jupyter Notebook, VSCode, terminal access, and CPU and GPU support. PAI-Designer costs $0.14 per hour and adds codeless machine-learning development, more than 140 algorithm components, and drag-and-drop workflow design. PAI-EAS starts at $0.06 per resource group per hour for online deployment, debugging, and model-service scaling operations. Published rates may vary by region or resource configuration, so buyers should plan around workload-specific usage rather than a single platform fee.
The platform’s breadth is its central distinction. Its integrations include Object Storage Service, MaxCompute, DataWorks, Apsara File Storage NAS, Log Service, Container Registry, API Gateway, and MLflow, connecting storage, processing, operations, APIs, and experiment workflows. PAI-Designer supports visual development, while PAI-DSW supports interactive coding and PAI-EAS handles deployed services. That separation gives teams coverage across the lifecycle, but organizations seeking only one focused MLOps function may find the broader module structure unnecessary. Choose PAI for managed coverage across development, training, tracking, versioning, pipelines, and serving; consider a narrower product when those needs are limited to a single stage.
Alibaba Cloud Machine Learning Platform for AI pricing
All 3 Alibaba Cloud Machine Learning Platform for AI plans and prices →
Alibaba Cloud Machine Learning Platform for AI fact sheet
| Free plan | Yes |
|---|---|
| Paid from | $0.06/unit usage-based |
| Experiment tracking | Yes |
| Model registry | Yes |
| Pipeline orchestration | Yes |
| Model serving | Yes |
| Data versioning | Yes |
| Managed compute | Yes |
| Deployment | Cloud |
| Platforms | Web |
| Support | Live chat, Tickets, Docs |
| Built for | Small business, Mid-market, Enterprise (editorial estimate) |
| Integrations | 8 integrations: Object Storage Service (OSS), MaxCompute, DataWorks, Apsara File Storage NAS, Log Service, Container Registry … |
| Pricing | Free plan (source) |
| Website | alibabacloud.com |
| Facts checked | 21 Sep 2026 |
Alibaba Cloud Machine Learning Platform for AI integrations
Alibaba Cloud Machine Learning Platform for AI lists 8 integrations on its own site.
- Object Storage Service (OSS)
- MaxCompute
- DataWorks
- Apsara File Storage NAS
- Log Service
- Container Registry
- API Gateway
- MLflow
Alternatives to Alibaba Cloud Machine Learning Platform for AI
- ClearMLA broad, low-cost MLOps stack spanning tracking, data, pipelines, compute, and serving.9.4
- MLRunA broad open-source MLOps platform spanning tracking, orchestration, serving, and monitoring.9.3
- PolyaxonA broad Kubernetes MLOps control plane for teams that need governance and scale.9.2
See all Alibaba Cloud Machine Learning Platform for AI alternatives →
Also Ranked In
Alibaba Cloud Machine Learning Platform for AI is ranked in 4 of our directories.
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Reviewed by iTechGuides Editors · Editorial team · Updated Oct 2026
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