Which Cloud Architecture Decision Do Tech Leaders Regret Most? Treating AI Like Just Another Workload
CIO, Friday, April 3rd, 2026
Stop treating AI like any other app; it scales and behaves differently, so trying to force it into your old cloud playbook will eventually lead to major regret.
For years, cloud strategy rewarded standardization. Treat everything as a workload, abstract the differences, optimize for scale and cost. That mindset helped enterprises modernize faster than any previous infrastructure shift. Applying that same mindset to AI is one of the most consequential architectural mistakes I see senior IT leaders make.