Operator · Strategist · Builder
Turning complexity into growth.intelligence.transformation.advantage.outcomes.
I explore how data, technology, and artificial intelligence can be transformed into commercial advantage through better systems, stronger customer intelligence, and modern operating models.
What I work on
Six arenas where strategy, technology and growth collide.
Each one is a place where good data and honest change management quietly beat better technology.
01
Commercial Intelligence
How organizations convert information into better decisions and measurable growth.
02
Industrial Transformation
Modernizing legacy organizations through technology, customer experience, and operational change.
03
Customer Intelligence
Creating a unified understanding of customers across every touchpoint.
04
Artificial Intelligence
Moving from experimentation to practical business impact.
05
Growth Systems
Building repeatable engines for customer acquisition, retention, and expansion.
06
Digital Commerce
How digital experiences, self-service, and modern commerce models reshape growth.
The frameworks
Original models for thinking about modernization.
Five frameworks I've developed to make commercial and industrial transformation legible, and actionable.
From the journal
Latest thinking.
Strategy as Artifact
In most mid-to-large companies, the strategy is a deck that nobody opens after Q1. The organization then spends the rest of the year executing against something else, which is a problem only if anyone notices.
Why the A-Players Leave First
High performers exit before the financials turn. By the time the trend is visible in revenue, the people who would have fixed it are already gone.
Apr 2026 · 7 min
The Productivity Paradox
Revenue per employee is climbing across most mid-to-large companies. It looks like operating leverage. It is mostly absorbed scope, deferred hiring, and attrition nobody replaced.
Mar 2026 · 6 min
The Newsletter
Commercial Futures
A weekly letter on industry, data and AI. Field notes on turning technology into commercial advantage, written for operators and the curious.
CF