RAG

Enterprise RAG Assistant

A grounded assistant over the organisation's internal knowledge.

All projects

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The Challenge

Critical knowledge was scattered across wikis, tickets, and documents — impossible to search and easy to lose.

The Solution

Built a retrieval-augmented assistant with hybrid search, reranking, and strict grounding, so answers are accurate, cited, and access-controlled.

Key Achievements

  • Delivered cited, grounded answers across enterprise knowledge
  • Respected existing access controls end to end
  • Reduced time spent hunting for internal information
Lessons Learned

Retrieval quality — not model choice — is where RAG projects live or die. Invest in chunking, hybrid search, and reranking.

Let's build something intelligent together.

Whether you're modernising a data platform or bringing agentic AI into production, I'd love to hear what you're working on.