Capability is the only durable AI moat. Tooling is rented; capability compounds.
Treat the AI invoice as capital, not expense.
The market for operational AI leadership is nascent and uncodified, leading to significant variance in compensation and role clarity.
Organizations seeking to operationalize AI must define success metrics that extend beyond initial pilot phases to demonstrate sustained value creation.
Investment in AI capabilities requires a clear distinction between experimental projects and scalable operational shifts, with appropriate governance and resource allocation for each.
Effective AI integration demands a focus on measurable outcomes: cycle time reduction, cost efficiency, and adoption rates, not merely technology acquisition.
Decide whether the AI line item is being audited or invested. The two require different organizations.
Capability is the only durable AI moat. Tooling is rented; capability compounds.
Treat the AI invoice as capital, not expense.
The market for operational AI leadership is nascent and uncodified, leading to significant variance in compensation and role clarity.
Organizations seeking to operationalize AI must define success metrics that extend beyond initial pilot phases to demonstrate sustained value creation.
Investment in AI capabilities requires a clear distinction between experimental projects and scalable operational shifts, with appropriate governance and resource allocation for each.
Effective AI integration demands a focus on measurable outcomes: cycle time reduction, cost efficiency, and adoption rates, not merely technology acquisition.
Decide whether the AI line item is being audited or invested. The two require different organizations.
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.
