Picking the Right Model Won’t Fix Your Product Roadmap
Fix your value forecasts and investment decisions, then judge AI spending against labor cost and delivery. A cheaper model won’t rescue the wrong roadmap.
Value stream optimization is the primary lever for accelerating business outcomes from technology investment.
Treat AI spending as capital to accelerate value, not an expense to minimize.
Investing in technology that reduces cycle time directly increases realized value by pulling future profits and cost savings into the present.
The cost of delay represents the direct financial impact of postponed value realization and holding costs, quantifying the opportunity cost of slower delivery.
Measurement of investment should correlate directly to outcomes such as defect reduction, customer satisfaction, or revenue uplift, not solely to operational expenditure.
The true cost of a technical decision includes not only direct spend but also the indirect costs of rework, manual intervention, and missed business opportunities.
An organization's ability to measure the impact of accelerated delivery is critical for effective capital allocation within technology initiatives.
Value stream optimization is the primary lever for accelerating business outcomes from technology investment.
Treat AI spending as capital to accelerate value, not an expense to minimize.
Investing in technology that reduces cycle time directly increases realized value by pulling future profits and cost savings into the present.
The cost of delay represents the direct financial impact of postponed value realization and holding costs, quantifying the opportunity cost of slower delivery.
Measurement of investment should correlate directly to outcomes such as defect reduction, customer satisfaction, or revenue uplift, not solely to operational expenditure.
The true cost of a technical decision includes not only direct spend but also the indirect costs of rework, manual intervention, and missed business opportunities.
An organization's ability to measure the impact of accelerated delivery is critical for effective capital allocation within technology initiatives.
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.
