Leading organizational change in the AI era
In 1991, Porsche looked finished. Over the next five years it cut assembly effort by more than half, cut supplier defects by roughly 90 percent, and returned to profitability, not through better engineering, but through a change management pattern that holds up as a model for how organizations should approach AI adoption today.
The change management sequence behind Porsche's turnaround, and its direct equivalent in AI adoption.
Why treating AI as a project instead of a permanent capability is the most common way rollouts stall.
What most stalled AI initiatives are actually missing, and it isn't better tools.
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