If anybody comes across this- seems like MS has silently added a preview feature to deploy models to the Azure AI Inference service. I only found this exists when I tried to deploy a non-MS model.
When you disable this preview feature you will see the standard deployment wizard deployment options- Managed Compute or Serverless.