Frameworks, tools, and thinking for professionals navigating the intersection of artificial intelligence, education, and organisational practice.
Real human-AI collaboration isn't a feature. It's a discipline. It demands that humans develop the mindset to engage with AI meaningfully, and that AI develops how it responds to the individual human. We are nowhere near either yet.
With a combination of experiences gained from the manufacturing industry, the education sector, and the Army Reserve, I bring a unique perspective into the training environment. I am currently Head of Insights for a training organisation operating in the Defence sector, where I focus on educational insight, pedagogical development, and the application of Generative AI.
My work sits at the intersection of how people learn, how organisations develop capability, and how AI — used well — can extend the reach and quality of both, through translating emerging capability into grounded, responsible practice.
My background spans frontline adult education, senior leadership, qualification and assessment design, coaching, and mediation. Together, this gives me a wide frame of reference for the problems that sit underneath most L&D and AI challenges.
These tools are built around one idea: AI supports your thinking, it doesn't replace it. Whether you're working on your own practice or navigating a commercial challenge, there's a starting point below.
Tools for evaluating AI outputs, assessing your own capability, and developing consistency in how you engage with AI. Useful whether you're early in your AI journey or looking to sharpen practice you've already built.
From market research and competitor analysis through to bid writing and solution validation, these tools support better decisions at each stage. The emphasis throughout is on evidence, structured thinking, and keeping human judgement at the centre.
A transparent view of tools and frameworks currently in development. If you want to see where this work is heading, this is where you'll find it.
Long-form thinking on AI, learning, and professional practice — a permanent home for ideas that go beyond the LinkedIn feed.
For professional enquiries, collaboration, and to discuss any of the frameworks, tools, or ideas on this site.