Ensure the LLM is fully retrained on your specific dataset before deploying it to Databricks, as pre-trained models are not suitable for Foundation Model APIs.

Store the LLM as a Delta table in Unity Catalog and query it in real-time using SQL endpoints.

The LLM should be downloaded locally and deployed on a custom virtual machine for scalability.