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Enable AI models for Agent Mode

Reference for the Azure resources groundcover provisions to power Agent Mode in an Azure BYOC deployment.

Agent Mode on Azure BYOC runs against Anthropic Claude models hosted on Microsoft Foundry. There are no manual setup steps for you: the groundcover team provisions everything below in your Azure subscription during BYOC setup.

What groundcover provisions

Resource
Name / Identifier
Location
Purpose

Resource group

<install-id>-foundry

East US 2, or another Foundry-supported region

Dedicated, separate from your cluster's resource group. Anthropic models on Foundry are only available in select regions, so Agent Mode infrastructure may live cross-region from your AKS cluster.

User-Assigned Managed Identity (UAMI)

agent-service-<install-id>

Your cluster's resource group

Identity the agent-service pod uses to call Foundry.

Federated identity credential

On the UAMI above

n/a

Scoped to the agent-service Kubernetes ServiceAccount. Lets the pod authenticate to Foundry via AKS workload identity, with no API key.

Microsoft Foundry account

gc-<install-id>

Same RG as above

A Cognitive Services resource of kind AIServices. This is the endpoint your pod calls for Claude inference.

Foundry project

Inside the Foundry account

n/a

Required organizational unit for Foundry deployments.

Model deployment

claude-sonnet-4-6 (50 TPM capacity)

n/a

Anthropic Claude Sonnet 4.6.

Model deployment

claude-haiku-4-5 (50 TPM capacity)

n/a

Anthropic Claude Haiku 4.5.

Role assignment

Azure AI User on the Foundry account, granted to the agent-service UAMI

n/a

Minimum-privilege built-in role allowing POST to /anthropic/v1/messages.

Marketplace agreement

Anthropic publisher terms on your subscription

Subscription

Required before any paid SaaS model can be deployed.

Resource provider registration

Microsoft.SaaS

Subscription

Idempotent. No effect if already registered.

Cost

You pay only for actual model inference. All the infrastructure above (the Foundry account, project, model deployments, UAMI, resource group, role assignments, and marketplace agreement) is free.

Anthropic model inference is billed pay-as-you-go on tokens. Microsoft Foundry uses Anthropic's standard API pricing for Claude models on the Marketplace.

Approximate rates at the time of writing:

Model
Input (per M tokens)
Output (per M tokens)

Claude Sonnet 4.6

~$3

~$15

Claude Haiku 4.5

~$1

~$5

Rates may change. For current pricing, see the Azure AI Foundry pricing page.

To cap spending across your organization or specific users, see Cost Management.

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