Formerly known as Azure AI Services or Azure Cognitive Services is a unified collection of prebuilt AI capabilities within the Microsoft Foundry platform
Hi Bhatt, Nitin,
Thanks for raising this, the behavior you’re seeing is expected when working in Foundry (classic).
In the classic Foundry experience, agents don’t support versioning in the way required for web app deployments. That’s why you don’t see an option to create versions in the left pane. Versioned deployments (and the “web app” deployment flow that depends on them) are available only in the new Azure AI Foundry experience, not in classic.
A few clarifying points:
Foundry (classic) is effectively in maintenance mode and doesn’t expose agent version management.
Agent versioning is mandatory for web app deployments, so classic projects can’t complete that deployment path.
There isn’t a tutorial for “web app deployment from Foundry (classic)” because that flow isn’t supported there.
What to do next
Create a new Foundry project using the new Azure AI Foundry portal.
Recreate or migrate your agent into that project.
From the new experience, you’ll be able to:
Create agent versions
Promote versions
Deploy the agent as a web app
If you want, you can keep classic for experimentation, but for production deployments (web apps, versioning, promotion), the new Foundry is the supported path.
I Hope this helps. Do let me know if you have any further queries.
Thankyou!