Operational experience, business thinking, technology and research—connected to build better organisations.
A personal platform built around experience, curiosity and evidence.
Why similar AI tools produce different organisational outcomes.
Read more →My research focuses on the organisational capabilities that turn AI access into sustainable business value in UK SMEs.
Technology creates an opportunity, but leadership, learning, readiness, knowledge sharing and innovation determine whether that opportunity becomes useful value.
Notes, milestones and learning shared openly.
Read more →This platform records how questions, models and writing evolve—not only the finished result.
Because research improves through challenge, revision and reflection.
A transparent pathway from early thinking to formal research.
Read more →Working Paper No. 1 develops the Capability-to-Value Model and provides the foundation for future empirical research.
Short professional posts connecting experience, AI and organisational questions.
Read more →These are personal reflections and pre-publication ideas—not peer-reviewed claims. They show the questions behind the research.
Research, collaboration, consultancy and future job creation.
Read more →The long-term goal is to translate evidence into stronger organisations and useful opportunities for people.
