Financial systems for engineering work reveal an organization's value discipline.
Treat the AI invoice as capital, not expense.
Organizations often metabolize waste through opaque headcount costs; AI tooling makes previously hidden costs explicit, forcing a direct confrontation with work valuation.
Unconstrained AI spend reflects an absence of value discipline, not inherent developer waste; developers are rational actors responding to the incentives and measurement systems around them.
Governance for AI consumption must extend beyond technical controls to encompass financial and strategic alignment, applying the same rigor as other capital investments.
The true cost of AI is not the token burn, but the organizational debt incurred when AI is applied to work without clear value, converting capability into speculative activity.
Define value clearly enough that a reasonable developer knows when to spend.
Financial systems for engineering work reveal an organization's value discipline.
Treat the AI invoice as capital, not expense.
Organizations often metabolize waste through opaque headcount costs; AI tooling makes previously hidden costs explicit, forcing a direct confrontation with work valuation.
Unconstrained AI spend reflects an absence of value discipline, not inherent developer waste; developers are rational actors responding to the incentives and measurement systems around them.
Governance for AI consumption must extend beyond technical controls to encompass financial and strategic alignment, applying the same rigor as other capital investments.
The true cost of AI is not the token burn, but the organizational debt incurred when AI is applied to work without clear value, converting capability into speculative activity.
Define value clearly enough that a reasonable developer knows when to spend.
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.
