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AI Knowledge Base · AI Cloud Platforms · Hyperscalers

Microsoft Azure

Azure OpenAI and AI Foundry, wired into Microsoft 365 and Entra ID.

Best for: Microsoft-centred organisations that want OpenAI models with enterprise identity, compliance and Copilot integration.

Workflow: an application on AKS authenticates with an Entra ID managed identity, then reaches Azure OpenAI in Azure AI Foundry through a private endpoint, with content filters, customer-managed keys, Defender for Cloud and Purview.
The request path on Azure: the application uses a managed identity from Entra ID, and a private endpoint keeps the call on an isolated network. Content filters and prompt shields check requests; customer-managed keys, Defender for Cloud and Purview cover the data.

AI services

  • Azure OpenAI in Azure AI Foundry: OpenAI's GPT and reasoning models, plus a catalogue of open and partner models.
  • Foundry Agent Service for building and running agents; Azure AI Search for retrieval.
  • Azure AI Content Safety and evaluation tools; Azure Machine Learning for custom training.

GPUs and accelerators

  • ND H100 v5, ND H200 v5 and ND GB200 v6 virtual machines with InfiniBand.
  • AKS with GPU node pools; AMD MI300X options.

Agents and identity

  • Microsoft Entra ID with managed identities and workload identity; Entra Agent ID for agent identities.
  • Conditional Access and Privileged Identity Management for administrators.

Security and data

  • Private endpoints and network isolation for AI resources; customer-managed keys.
  • Content filters and prompt shields against jailbreaks and indirect prompt injection.
  • Defender for Cloud and Purview for AI posture and data governance.

Scaling and optimisation

  • Provisioned throughput units (PTUs) for predictable latency; global and data-zone deployments to spread load.
  • Batch API for large offline jobs at lower cost.

UK and EU regions

UK South and UK West, with EU data-zone deployments.

Watch out for

Model availability and quota differ by region and deployment type; reserve PTUs early for launches.

How Workstation helps: We deploy Azure OpenAI and Foundry agents with Entra identity, private networking and Microsoft 365 integration.

Scaling AI at large scale with Amazon Bedrock →CI/CD for LLMs, agents and data in the cloud →Securing LLM and agent APIs →The AI agent harness →Identity and authentication for AI →

Talk to a cloud engineer →Ask the AI Sales Engineer ↗← All AI cloud platforms

Other providers we work with

AWSGoogle CloudOracle CloudCoreWeaveLambdaNebiusDigitalOceanVast.aiRunPod

Logos are trademarks of their respective owners, used only to identify each platform, and come from Wikimedia Commons. Diagrams by the Workstation team.