AI Frameworks

My frameworks translate research into practical tools for senior leaders, educators and organisations navigating AI adoption and organisational transformation. Each one is grounded in academic evidence, shaped by advisory experience, and designed to support real decisions — not just inform them.

AI LEAD™ Framework

The AI LEAD Framework is a structured leadership framework designed to navigate the adoption of AI, encompassing the stages of building readiness, aligning leadership, embedding governance, and realising measurable value. The AI LEAD™ Framework helps senior leaders move beyond experimentation to confident, responsible implementation.

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AI Readiness Assessment

A diagnostic tool that evaluates your organisation's preparedness for AI-driven transformation. It surfaces the gaps that matter — in leadership capability, governance, culture, and infrastructure — so you can prioritise action rather than react to pressure.

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Genial Framework

The GENIAL framework provides educators and policymakers with a practical diagnostic tool to identify exactly where students are building genuine understanding and where they're taking shortcuts that compromise their learning.

→ Explore the Genial Framework