The primary constraint in any delivery system is often organizational, not technical. Executive sponsorship and explicit governance can unblock value streams where internal mechanisms fail.
Treat AI delivery as a capability investment.
Bureaucracy slows change in traditional systems; in AI-driven development, it halts it, as organizational process speed lags far behind AI-accelerated production.
External expertise, deployed strategically, provides air cover and an alternative escalation path, allowing for critical initial wins where internal teams might expend political capital.
Focused, time-boxed engagements, explicitly governed, offer a proving ground for new delivery patterns and expose organizational bottlenecks with clear, attributable costs.
Transfer of knowledge and operating patterns must occur during active delivery, not after, to ensure that new capabilities are absorbed by internal teams.
The first question for any AI program: what organizational friction does this investment intend to resolve?
The primary constraint in any delivery system is often organizational, not technical. Executive sponsorship and explicit governance can unblock value streams where internal mechanisms fail.
Treat AI delivery as a capability investment.
Bureaucracy slows change in traditional systems; in AI-driven development, it halts it, as organizational process speed lags far behind AI-accelerated production.
External expertise, deployed strategically, provides air cover and an alternative escalation path, allowing for critical initial wins where internal teams might expend political capital.
Focused, time-boxed engagements, explicitly governed, offer a proving ground for new delivery patterns and expose organizational bottlenecks with clear, attributable costs.
Transfer of knowledge and operating patterns must occur during active delivery, not after, to ensure that new capabilities are absorbed by internal teams.
The first question for any AI program: what organizational friction does this investment intend to resolve?
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.
