Amazon Web Services → Microsoft Azure
Azure equivalent of Amazon SageMaker JumpStart
SageMaker JumpStart and Bedrock Marketplace map to the Microsoft Foundry model catalog's managed-compute deployments (and the Azure Machine Learning model catalog).
About Amazon SageMaker JumpStart
| Provider | Amazon Web Services |
|---|---|
| Status | Generally available |
| What it is | Hub of pretrained and open-weight models plus solution templates, deployed and fine-tuned on SageMaker infrastructure. Supports private and curated hubs. |
| Documentation | docs.aws.amazon.com |
| Pricing | Official pricing page |
Azure mappings (1)
| Capability | Azure equivalent | Match |
|---|---|---|
| Open-weight model hub on dedicated compute | Microsoft Foundry Models (incl. Azure OpenAI), Azure Machine Learning | Direct match |
Generative AI platforms & models(1)
Open-weight model hub on dedicated compute Direct match
SageMaker JumpStart and Bedrock Marketplace map to the Microsoft Foundry model catalog's managed-compute deployments (and the Azure Machine Learning model catalog).
- Foundry advertises 10,000+ catalog models (including Hugging Face) and states that partner/community models are the large majority. Hugging Face managed-compute deployments currently use hub-based projects in the Foundry (classic) portal.
- JumpStart supports private and curated hubs for governing which models teams may use. Bedrock Marketplace models are called through Bedrock APIs, so Guardrails, Knowledge Bases, and Agents integrate with them.
- Billing is per instance/VM-hour on both sides when you deploy to dedicated compute.