Formerly known as Azure AI Services or Azure Cognitive Services is a unified collection of prebuilt AI capabilities within the Microsoft Foundry platform
Hi lin wang,
If you are unable to deploy any models in Microsoft Foundry, this usually happens because of region or project setup, not because something is broken.
Most models can only be deployed from specific regions. If your Foundry project is created in a region where the model is not supported, the portal will show no available regions and block the deployment. In that case, creating a new Foundry project in a supported region usually fixes the issue.
Another common reason is quota. Even if access is approved, some models start with zero quota. When quota is zero, deployment will not work. Once a supported region appears, it is also important to check that quota is available for the selected model.
Some models are also limited to certain deployment types. If the deployment type does not match what the model supports, you will not be able to proceed.
In most cases, once the project region, model region availability, and quota are aligned, model deployment works without any further changes.
Official references that explain this behavior clearly.
Microsoft Foundry model deployment and region availability https://dotnet.territoriali.olinfo.it/azure/ai-studio/how-to/deploy-models
Model regional availability and limitations https://dotnet.territoriali.olinfo.it/en-us/azure/foundry/openai/concepts/model-retirements
Quota management in Azure AI Foundry https://dotnet.territoriali.olinfo.it/azure/ai-studio/how-to/quota
Hope this helps Do let me know if you have any further queries.
Thankyou!