You are sitting in the Q3 budget review. The VP of agile transformation just got taken apart over the agile coach line. Cloud migration is six quarters late. The chief product officer is presenting another reorg and another offsite. You…
Measurement precedes investment. An organization that cannot attribute outcomes cannot allocate capital.
Treat the AI invoice as capital, not expense.
Organizations operating with an audit posture optimize for cost reduction through rationing; organizations operating with an investment posture optimize for outcome generation through allocation.
The social cap on resource utilization often restricts emergent capabilities more than explicit budget caps. Removing this constraint reveals true ceiling effects and high-leverage applications.
Reproducibility of capability lift requires understanding the mechanisms of heavy users and productizing their emergent practices into the core platform.
An investment in capability defines its own stop-loss. This allows an organization to discover the true cost of saturation before formalizing a budget around it.
Decide whether the AI line item is being audited or invested. The two require different organizations.
Measurement precedes investment. An organization that cannot attribute outcomes cannot allocate capital.
Treat the AI invoice as capital, not expense.
Organizations operating with an audit posture optimize for cost reduction through rationing; organizations operating with an investment posture optimize for outcome generation through allocation.
The social cap on resource utilization often restricts emergent capabilities more than explicit budget caps. Removing this constraint reveals true ceiling effects and high-leverage applications.
Reproducibility of capability lift requires understanding the mechanisms of heavy users and productizing their emergent practices into the core platform.
An investment in capability defines its own stop-loss. This allows an organization to discover the true cost of saturation before formalizing a budget around it.
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.
