On-Prem RAG Systems & Knowledge Bases

Retrieval-Augmented Generation that keeps your data on-premises and your answers accurate

Build secure, high-performance RAG systems that run entirely within your infrastructure. Connect proprietary knowledge bases to locally-hosted LLMs with hybrid search — keyword, semantic, and reranking — without exposing sensitive data to external APIs.

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The Challenge

Sensitive corporate data cannot leave your network, making cloud-based AI solutions a non-starter
Enterprise knowledge is siloed across SharePoint, wikis, ticketing systems, and file shares with no unified search
Generic LLMs produce hallucinations because they lack your organization's domain-specific context
Existing search tools return keyword matches, not the contextual answers your teams actually need

Our Approach

1

Knowledge Audit & Data Mapping

Catalog existing knowledge sources across SharePoint, wikis, databases, and file shares. Assess data quality, access patterns, and map document types to embedding strategies.

2

RAG Pipeline Architecture

Design the end-to-end retrieval pipeline: embedding model selection, vector store configuration, hybrid search strategy (keyword + semantic + reranking), and LLM integration — all on-premises.

3

Embedding & Indexing Build

Build the document ingestion pipeline with intelligent chunking, generate embeddings, and index into the vector database with metadata for department and role-based filtering.

4

Search Tuning & Evaluation

Optimize retrieval accuracy with hybrid search scoring, implement evaluation frameworks against ground-truth Q&A pairs, and fine-tune reranking for your content types.

5

Deployment & Governance

Deploy to production with domain governance controls by department and role, monitoring dashboards, and operational documentation for your team.

What You Receive

On-premises RAG system with running inference pipeline

Document embedding pipeline with automated ingestion

Hybrid search layer with keyword, semantic, and reranking

Admin dashboard for monitoring retrieval accuracy and usage

Domain governance configuration by department and role

Evaluation test suite with ground-truth Q&A benchmarks

Technology Integrations

Azure ADSharePointSupabase PostgreSQL

Proven Results

Financial Services

SecureAI Platform — Enterprise GenAI with Zero Data Exposure

100% on-premises data residency

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Frequently Asked Questions

Ready to Transform Your Operations?

Start with a discovery call to discuss your challenges and explore how we can help.