Capability is the only durable AI moat. Tooling is rented; capability compounds.
Treat AI as a capability investment, not a cost center.
Organizations must evolve compensation and talent frameworks to recognize and reward emergent, high-leverage roles that deliver disproportionate value, rather than adhering to outdated market benchmarks.
Engineering economics shift from individual salary comparisons to total system cost per unit of value delivered, encompassing all associated overhead in the value stream.
Strategic investment in AI-driven capabilities prioritizes the elimination of coordination waste over incremental productivity gains from existing processes.
The constraint on AI adoption is often internal process rigidity and governance structures, not capital or available talent.
The first question for any AI program: what existing organizational constraints will this investment expose?
Capability is the only durable AI moat. Tooling is rented; capability compounds.
Treat AI as a capability investment, not a cost center.
Organizations must evolve compensation and talent frameworks to recognize and reward emergent, high-leverage roles that deliver disproportionate value, rather than adhering to outdated market benchmarks.
Engineering economics shift from individual salary comparisons to total system cost per unit of value delivered, encompassing all associated overhead in the value stream.
Strategic investment in AI-driven capabilities prioritizes the elimination of coordination waste over incremental productivity gains from existing processes.
The constraint on AI adoption is often internal process rigidity and governance structures, not capital or available talent.
The first question for any AI program: what existing organizational constraints will this investment expose?
After 20 years in software development, Norman is both a hands-on leader and defining the new age of AI SDLC for some of the biggest brands in the world — and exploring it with the builders. He writes here about things he is hearing and seeing. All posts are his personal points of view and do not reflect any employer or any customer he has ever had contact with.
The views and opinions expressed in this article are the author’s own and do not represent the positions of any employer, client, or affiliated organization.
