My Toolkit
Most organisations know they should be doing something with AI. Fewer know how to assess their true position, build capabilities systematically, or measure value beyond cost savings. This is my toolkit of frameworks, mechanisms, tools, and thought-leadership that I use every day in my conversations with Chartered Directors and their Boards navigating the multi-speed reality of AI adoption.
Frameworks
- The AI Stages of Adoption
- The Five Pillars of AI Capability
- Well-Advised: Measuring AI Value
- Minimum Lovable Governance




