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.

Explore the frameworks Read the ideas
06
Focus areas
05
Original frameworks
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Essays published
Weekly
Operator's Margin
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

Customer Intelligence

Creating a unified understanding of customers across every touchpoint.
03

Growth Systems

Building repeatable engines for customer acquisition, retention, and expansion.
04

Commercial Technology

Connecting CRM, ecommerce, service, analytics and AI into one engine around the customer.
05

Industrial Transformation

Modernizing legacy organizations through technology, customer experience, and operational change.
06

Industrial AI Adoption

Moving manufacturers from AI experimentation to practical, operational business impact.
The frameworks

Original models for thinking about modernization.

Five frameworks I've developed to make commercial and industrial transformation legible, and actionable.

The operating loop

Commercial Intelligence Framework™

How organizations move from raw signal to revenue: a closed loop where every action feeds the next round of data.

See it animate
01Commercial Intelligence Framework™02Connected Commercial Engine™03Industrial Digital Maturity Model™04Customer Intelligence Architecture™05AI Adoption Ladder™
From the journal

Latest thinking.

All ideas
Leadership & StrategyJun 20268 min
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.
Organization & Talent
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
Organization & Talent
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

Operator's Margin

A weekly letter on industry, data and AI. Field notes on turning technology into commercial advantage, written for operators and the curious.

OM