Writing
Essays on AI strategy & the operating model.
Thinking on how organizations turn AI from a tool into an operating advantage.
The Financial Architecture of the AI Operating Model
How gross margin can fall while gross-profit dollars, EBITDA, and free cash flow all rise as delivery cost migrates from people into inference — and the financial signals operators and investors should actually track.
The Four Operating Models of the AI Era
A diagnostic framework — Hierarchical, AI-Augmented, AI-Native, Outcome-Native — for locating which operating model your enterprise actually runs, and why redesign, not tooling, is where AI value is captured.
The Enterprise Architecture of the AI Operating Model
The move from AI-Augmented to AI-Native is a break in kind — from a descriptive semantic layer that instruments the hierarchy to an operational semantic layer that dissolves it. Why you cannot buy your way across the gap.
Innovation Is Not the Constraint. The Operating Model Is.
The tank was available to everyone; the advantage went to whoever redesigned around it. AI is in the same position — the differentiator is the operating model, not the technology.
From Access to Architecture: Five Operating Standards for the Efficiency Era of Enterprise AI
The advantage will not go to the firm that uses AI most, but to the firm that has standardized how. Five operating standards for building context capital in the efficiency era.