AzureAIInference connector: beta status & production usage?

[rmorrisdtime]

I’m evaluating the dotnet AzureAIInference connector and noticed it was added around Sept 2024, but it’s still marked as beta. I wanted to check in on its current status before moving forward.

A couple quick questions:

• Is this connector considered OK to use in production as-is?
• Are there any known gotchas or limitations tied to its beta status?
• Is there a rough plan or milestone for when it might move out of beta?

Trying to understand the expected stability/support level so we can make the right call for a production deployment. Appreciate any insight.

Thanks!

[Samielakkad]

The safest reading is: the connector is still preview software, not a stable production contract.

As of current main, the package project still explicitly sets:

<VersionSuffix>beta</VersionSuffix>

Source: https://github.com/microsoft/semantic-kernel/blob/main/dotnet/src/Connectors/Connectors.AzureAIInference/Connectors.AzureAIInference.csproj

It now depends on Microsoft.Extensions.AI.AzureAIInference, but the Semantic Kernel connector package itself continues to publish with the beta suffix. I could not find a public graduation milestone or date in the repository, so I would not plan a production launch around an assumed timeline.

That does not mean it cannot run in production. It means the application owner needs to accept preview-package risks, especially source/API changes between releases. If you decide to use it, I would:

1. Pin the exact connector version rather than floating to the newest prerelease.
2. Put it behind your own small interface so an API change is isolated.
3. Add integration tests for streaming, tool calls, content types, errors, cancellation and any model-specific behavior you rely on.
4. Test the exact Azure endpoint/model combination; Azure AI Inference model capabilities are not uniform.
5. Review the connector diff and release notes before every upgrade.

If your policy prohibits preview dependencies, use the stable service/client contract approved by your organization and integrate it through Semantic Kernel's lower-level abstractions, instead of treating this beta connector as guaranteed stable.

So the direct answers are: usable if you deliberately support a preview dependency; not something the package metadata represents as generally stable; and no public graduation date that I can verify.