01 · Operational Context
The Problem
Consulting teams routinely rebuilt analytical frameworks, market benchmarks, and proposal decks that colleagues had already perfected on past engagements, simply because past deliverables were buried in unsearchable drives.
02 · Direct Observation
What We Noticed
On-the-ground reality
Senior partners were interrupted dozens of times weekly to answer 'who has done work in this sector before?' — effectively serving as the firm's biological search engine.
03 · The Underlying Signal
What Mattered
The firm's most valuable asset — institutional insight — was locked in unstructured slide decks and reports without contextual indexing or client confidentiality boundaries.
04 · The Engineering Solution
What We Built
- 1Grounded knowledge retrieval system indexing thousands of sanitised client deliverable documents, research papers, and models.
- 2Strict role-based access control safeguarding client confidentiality and conflict-of-interest firewalls.
- 3AI drafting copilot that generates initial RFP proposals and research syntheses with verifiable citations back to original firm precedents.
05 · Qualitative Shift
What Changed
Project teams ramp up on new sector engagements in hours rather than days. Proposal delivery turnaround tightened considerably, while senior partners spend less time answering repetitive queries and more time on client strategy.
