AI Value Migration Framework
How democratised capability reshapes competitive advantage
AI does not eliminate value; it changes where value resides.
Explore this frameworkTopic
Artificial Intelligence
How increasingly accessible intelligent capability changes work, organizations, expertise, and value.
Published work
Research and frameworks in this territory
The Second Wave of AI Will Test Business Models, Not Payrolls
Published in African Angle, this article examines a less-discussed second wave of AI disruption: not simply the automation of jobs, but the growing ability of customers to perform work they once purchased from professional-service firms. It introduces my AI Value Migration Framework, explaining how democratized capability can shift customer demand, business models, and competitive advantage.
Read at African Angle (opens in a new tab)The Next Digital Divide Begins at Home: Preparing Children for an AI Future
Published in African Angle, this article explores why the next digital divide will not simply be about access to technology, but about how well families prepare children to create, think, and solve problems with it. It argues that the most important AI education begins at home, where parents have the opportunity to cultivate curiosity, critical thinking, creativity, and responsible technology use before children enter the workforce.
Read at African Angle (opens in a new tab)AI will change work: Skills alignment’ll determine who remains relevant
Published in The Star, this article challenges the fear that artificial intelligence will simply replace workers. It argues that AI will reshape work, but the real determinant of relevance will be how effectively individuals, organizations, and societies align human skills with technological change.
Read at The Star (opens in a new tab)