Microsoft Foundry

Azure AI Foundry: Getting From Prototype to Production

A working prompt in a playground is not a system. Production needs a way to tell whether a change helped, a deployment model that matches the traffic, content filtering you have configured deliberately, and observability into what is being spent.

Rajiv Kumar·Aug 5, 2026·10 min read