Writing & ideas
Insights
Ideas on turning enterprise AI into measurable results, and on the operating decisions that make transformation stick.
I write about the decisions behind AI transformation: how work changes, who is accountable, what value means and how to build trust. These are independent perspectives informed by large-scale transformation experience, not company statements.
Essay · 31 October 2026
AI productivity is not the same as enterprise value
Why widespread adoption can coexist with limited financial impact, and four tests leaders can apply before scaling.
Read the essay ↗Working framework · 31 October 2026
The four contracts of the agentic enterprise
A practical way to establish value, decision rights, access and assurance for AI agents.
Explore the framework ↗On sources and attribution. External research is linked at the point of use. Frameworks and recommendations are my interpretations, not findings attributed to those researchers. Examples are illustrative unless a source is stated.