You Cannot Mandate Your Way to AI Adoption

Most AI adoption strategies in engineering organizations are failing for one of three reasons: leadership mandates tool usage, tracks individual adoption rates, or does neither and hopes something changes. Each fails differently. Together, they explain most of the friction between executive expectations and engineering teams right now. The polarization lives inside your organization I have written before about the gap between AI discourse and AI reality . But there is a version of that gap that