From single call to agents: five new Claude capabilities available in MS Foundry (devblogs.microsoft.com)

Microsoft Foundry has introduced five new capabilities for Claude models hosted on Azure: Structured Outputs, Web Search, Web Fetch, MCP Connector, and Tool Search. This enhancement transforms the model endpoint into a robust production agent platform, allowing organizations to effectively integrate AI capabilities without sacrificing data governance or handling. Previously, teams faced challenges of rebuilding common functionalities, such as custom search services and tool routing, which detracted from their product focus. Now, these features are embedded directly into the Azure-hosted deployments, resolving trade-offs between performance and data residency. The implications for the AI/ML community are significant, especially for industries with stringent regulatory requirements. The new capabilities enable organizations to run web-search-backed agents and connect to internal application programming interfaces (APIs) while ensuring that data stays within the Azure environment. For instance, structured outputs eliminate the common pitfalls of malformed JSON responses, which improves batch processing reliability. Moreover, the Web Search feature allows models to dynamically source current information with attached citations, dramatically streamlining workflows that rely on up-to-date data. This integration positions Azure-hosted Claude models as a more appealing option for enterprises needing advanced AI-driven functionalities without compromising their data compliance needs.