Partners had explicitly forbidden the use of commercial chatbots over privileged matter content. The firm's earlier IT-led initiative had stalled because no architecture had been signed off by the General Counsel.
Eleven practice areas with materially different document types, citation conventions and reviewer rules. A single homogeneous system would not work; a fragmented set of point tools would create governance chaos.
Fee-earner adoption was the real measure of success. Three previous knowledge-management initiatives at the firm had been technically successful and culturally ignored.
Designed the architecture with the General Counsel and Chief Information Security Officer in the room from week 1. Matter-scoped retrieval indexes; strict access control inheriting from the document management system; no training on client data; full audit log.
Built and shipped a deliberately narrow first version with three practice areas - corporate, litigation and real estate. Adoption hit 41 percent of fee-earners in those practices within month two.
Expanded to 11 practice areas with practice-area-specific retrieval indexes and reviewer rules. Each practice retained its own definition of 'quality output' through a small evaluation harness owned by the practice's head of knowledge.
Partner-led acceptance programme: every monthly partner meeting included a five-minute live demonstration of a real (anonymised) matter task. This single ritual was credited internally as the cultural driver of adoption.
We finally have a knowledge system that fee-earners actually use. The architecture work in the first six weeks paid for the rest of the programme three times over.