Enterprise Generative AI Foundation with RAG and Agents

The challenge

The client needed a robust foundation to automate processes and scale AI use cases with security, unified governance and traceability.

The approach

Kumulus built RAG applications and centralised orchestration for automated agents on Microsoft Azure, Databricks and Microsoft Fabric, with source preparation, access controls and response validation.

The outcome

Created a traceable, governed pattern for extending generative AI to additional use cases across Azure AI Foundry, Databricks and Microsoft Fabric. The foundation includes one RAG application grounded in 50 files with up to 1 GB of storage, with centralised agent orchestration and deployment controls.