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@wenboown
Created February 5, 2026 02:03
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Deployment Failure for Anthropic Claude on Azure AI Foundry

Issue: Deployment Failure for Anthropic Claude on Azure AI Foundry

The Problem

When attempting to deploy third-party models (specifically Anthropic Claude 3.5 Sonnet / 4.5) within the Microsoft AI Foundry web interface, the deployment fails with a validation error:

"Missing industry, organization name, and country code."

While the deployment pop-up allows users to select an "Industry," it provides no fields for "Organization Name" or "Country Code," leading to a deployment loop that cannot be completed.

Root Cause

This is a Billing Profile Synchronization bug. Anthropic models are Marketplace SaaS offerings that require a verified SaaS Billing Profile. If the underlying Azure Subscription or Billing Account has empty "Sold-to" or "Affiliated Organization" metadata, the Marketplace API rejects the deployment request because it cannot generate the legal purchase agreement.

The Solution

The fix must be applied at the Billing Account level, not the Subscription or Project level.

  1. Navigate to Billing Scopes:
  • Search for "Cost Management + Billing" in the global Azure Portal search bar.
  • Select Billing Scopes and click on your active Billing Account.
  1. Update Global Properties:
  • On the left sidebar, go to Settings > Properties.
  • Locate the Address / Affiliated Organization section.
  • Ensure the Organization Name, Country, and Address details are fully populated and saved.
  1. Verification Period:
  • Note: Microsoft may take up to 24–48 hours to review and propagate these changes across the Marketplace API.
  1. Redeploy:
  • Once the profile is updated and reviewed, return to AI Foundry. The deployment should now successfully pull this metadata and allow the purchase of the Anthropic model.
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