An Azure service that provides access to OpenAI’s GPT-3 models with enterprise capabilities.
Hello @Abhay Gupta ,
Welcome to Microsoft Q&A .Thank you for reaching out to us.
The deployment failure message is generally associated with an automated security validation process that evaluates activity patterns before allowing certain model operations. This validation helps protect Azure AI services from unauthorized or unusual usage patterns. In some cases, legitimate deployment attempts may also require additional verification before proceeding.
It needs respective backend teams to further review and assist on this case.
The following checks can help validate the environment and address the deployment issue:
- Validating subscription and resource health • Confirm that the Azure subscription is active and does not have any billing, compliance, or service restrictions. • Verify that the Azure AI Foundry project and associated AI resources are successfully provisioned. • Review recent deployment events and failures in Azure Activity Logs for:
- Operation details
- Failure information
- Correlation identifiers
- Related deployment activities
- Confirming model availability and deployment eligibility • Verify that GPT-5.4-mini is available in the selected Azure region. • Confirm that the AI resource is eligible to deploy the requested model. Verify that quota is available for:
- The model
- The deployment type
- The selected region
- Automation scripts
- CLI-based deployments
- API-based deployment requests
- Validating that the deployment identity has the required Azure role assignments. • Confirm permissions at:
- Subscription scope
- Resource Group scope
- Azure AI resource scope
- Contributor
- Cognitive Services Contributor
- Determining the scope of impact
- Attempt deployment of another supported model. • Verify whether the issue affects:
- Only GPT-5.4-mini
- Multiple model deployments
The following references might be helpful , please check them out
Activity Log in Azure Monitor - Azure Monitor | Microsoft Learn
What is Azure role-based access control (Azure RBAC)? | Microsoft Learn
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