AI Isn’t an IT Project. It’s a Work Redesign.
New research shows AI is reshaping job responsibilities faster than most plans account for. AI work redesign is a leadership task: shifting from managing roles to designing systems.
The AI Skills Divide Is a Leadership Problem
PwC’s 2026 survey shows AI splitting the workforce into four groups. The gap reflects access and clarity, not effort, which makes it a leadership design problem.
When AI Does the Junior Work, Where Does Judgment Come From?
As AI takes on the routine work that once trained early-career employees, leaders have to design how judgment gets built, rather than assuming it will develop on its own.
Performative AI Use Is the New Busywork
Nearly half of workers say they exaggerate their AI use. Performative AI use is a signal problem: leaders get real adoption by defining good work and evaluating judgment, not tool use.