Quantum LLM Assistant

Deploying secure, on-premise Large Language Models fine-tuned for enterprise compliance and private database queries.

Quantum LLM Assistant
Client: Enterprise Client
Service: IT Solutions
Date: August '2025

The Challenge

Using public cloud LLMs for sensitive business data poses compliance and privacy risks, while raw LLMs lack specific context.

Our Approach

We deployed an on-premise open-weights LLM, utilizing Retrieval-Augmented Generation (RAG) mapped directly to secure enterprise databases.

The Solution

A fast chat interface with strict access controls, capable of drafting reports, querying internal documents, and citing exact files.

Results & Impact

Document search times dropped from hours to seconds, and regulatory drafting efficiency increased by 30%.

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