Formerly known as Azure AI Services or Azure Cognitive Services is a unified collection of prebuilt AI capabilities within the Microsoft Foundry platform
AFAIK, Claude models in Azure AI Foundry are billed as third-party Marketplace items, meaning their usage is typically not eligible for Azure sponsorship or startup credits. Because these models are provided by Anthropic rather than Microsoft directly, they are processed as external offerings that bypass your Azure credit balance. This often results in charges being applied directly to the credit card on file even if you have a significant remaining credit balance.
The billing process for these models follows a pay-as-you-go structure based on token consumption. In the Azure portal, these charges will appear under a different publisher type, such as Marketplace, rather than under native Azure services. Because they are not billed as first-party Azure resources, I'm not aware of any standard mechanism to redirect these specific third-party charges to draw from your internal Azure credits.
To ensure your Azure credits are used for AI workloads, you can focus on first-party models hosted and billed directly by Microsoft, such as those in the Azure OpenAI Service or Microsoft-published models like the Phi series. These native services are automatically covered by sponsorship credits. You can verify which models are eligible by checking the Publisher field in the AI Foundry model catalog; only models listed with Microsoft as the publisher will consume your subscription credits.
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hth
Marcin