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.
What AI can and cannot do, explained without the hype. Part of the AngMohDan newsletter from Daniel Kerson.











