AI and Innovation

Enterprise RAG Initiative

Architecture guidance and team mentoring for an enterprise retrieval-augmented generation initiative.

Context

An enterprise initiative aimed to make organisational knowledge more discoverable and useful through retrieval-augmented generation.

Challenge

Shape an approach that respected enterprise constraints, kept retrieval quality high and helped the team navigate emerging patterns with confidence.

Wilson's contribution

  • Mentored the team on solution direction.
  • Provided architecture guidance.
  • Reviewed the solution direction at key checkpoints.
  • Helped connect the implementation with enterprise knowledge use cases.

Approach

Treated the initiative as a learning programme as much as a delivery programme, so the team could build judgement alongside the system itself.

Outcome

  • Architecture direction grounded in enterprise constraints.
  • Stronger team confidence in retrieval-augmented patterns.