Knowledge Brain
Turns a firm's documents and SOPs into a brain that answers questions from those files and cites them. A knowledge map shows what it holds.

- Role
- Led the Knowledge Vault programme, workstreams WS0 to WS7.
- Credit
- Built with his team and AI coding agents.
- Client
- A professional-services firm
- Dates
- Jun to Sep 2026 Knowledge Vault programme merged into the platform 2026-06-18 (PR #187)
- Status
- Live
- Delivered engagement
- 1,224 documents indexed into a private brain for a professional-services firm One delivered engagement, anonymised until the client signs off
- Grounding
- 42 of 43 test answers grounded in the firm's own files. 43 of 43 carried a citation. Acceptance test on the same engagement
- Refusals
- 6 of 6 trick questions refused Acceptance test on the same engagement
- Second engagement
- 80,750 documents on the same architecture A second engagement, anonymised