Building Sovereign AI from organisational knowledge.
Transforming organisational knowledge into trusted Sovereign AI systems that keep your information under your control while delivering grounded, source-cited answers.
Knowledge Engineering
The knowledge behind trustworthy AI.
I turn manuals, SOPs and technical documents into structured, verifiable knowledge, with extracted text, tables and figures checked against their original sources.
Grounded AI Assistants
Answers that always show their source.
I build assistants that answer from an organisation's own approved documents, using knowledge models and retrieval designed to give grounded, source-cited answers.
Answer Boundaries
What a system should and should not answer.
I define where an assistant's knowledge ends, how it handles uncertainty, and where a person needs to review an answer before it is relied on.
Sovereign and Offline AI
Knowledge that stays firmly in-house.
I design systems that run on locally hosted models, so an organisation's documents and intellectual property stay on its own hardware, with governance and human oversight designed in.











