Software production systems require enterprise governance, not individual tooling preference.
Treat AI coding platforms as governed infrastructure.
AI coding platforms are becoming the system of record for how software is produced; this shifts them from developer preference to production infrastructure.
Effective governance protects craft by establishing a coherent production system, allowing practitioners to focus on judgment within a managed environment.
Fragmented tooling across an organization prevents the measurement of system-wide outcomes, making it impossible to attribute costs or assess improvements from AI investments.
The commercial exposure of AI development platforms necessitates a unified procurement strategy that addresses data use, security, and contractual terms across the enterprise.
Decide whether the AI line item is being audited or invested. The two require different organizations.
Software production systems require enterprise governance, not individual tooling preference.
Treat AI coding platforms as governed infrastructure.
AI coding platforms are becoming the system of record for how software is produced; this shifts them from developer preference to production infrastructure.
Effective governance protects craft by establishing a coherent production system, allowing practitioners to focus on judgment within a managed environment.
Fragmented tooling across an organization prevents the measurement of system-wide outcomes, making it impossible to attribute costs or assess improvements from AI investments.
The commercial exposure of AI development platforms necessitates a unified procurement strategy that addresses data use, security, and contractual terms across the enterprise.
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.
