I turn complex AI, data and cyber problems into governed products people can trust and use.
I am a senior product and transformation leader with experience delivering large-scale, security-sensitive technology services. This portfolio shows how I frame ambiguous problems, establish governance, shape architecture and ship working product outcomes.
Companion Intelligence
A decision-assurance demonstrator that connects evidence, reasoning, uncertainty and human accountability - making consequential decisions easier to trust, challenge and defend.
My role: Product founder and delivery lead across strategy, governance, information architecture, explainability, interaction design, testing and public deployment.
From ambiguous problem to live product
See the problem, product response, key decisions, architecture, governance boundaries and delivery outcome.
Responsible AI · Decision intelligence · Product strategy · Delivery
Built to grow
Future demonstrators will show a wider range of AI, data, cyber and service-transformation capability as technology evolves.
The objective is a living evidence base of judgement and delivery - not a static collection of claims.
Proof over claims
Frame
Define the real user, decision, risk and value - not merely the requested feature.
Govern
Make evidence, accountability, uncertainty and challenge part of the product architecture.
Architect
Translate principles into data structures, boundaries, interactions and failure behaviour.
Ship
Build the smallest credible end-to-end experience, test it and put it in users’ hands.
Where I create value
I am not presenting myself as a data scientist or machine-learning engineer. My value is turning AI and data capability into governed, explainable and operationally credible products.
Product judgement grounded in large-scale delivery
I have led complex technology, service and programme delivery in public-sector environments, including national-scale connectivity and technology services across thousands of schools.
My work sits at the intersection of product strategy, transformation, cyber governance, operating models and accountable decision-making.
Companion Intelligence was created through an AI-native product workflow: human product judgement and systems thinking combined with AI-assisted research, design and software development.
The point is not to automate accountability. It is to use technology to make consequential judgement easier to examine and harder to manipulate.