From AI Pilots to Governed Adoption: Why Institutional Readiness Determines the Next Phase of AI Transformation
From AI Pilots to Governed Adoption: Why Institutional Readiness Determines the Next Phase of AI Transformation
As AI adoption accelerates across sectors, the central challenge is no longer access to tools but the ability of institutions to redesign workflows, governance, and workforce systems around them. This flagship brief from the Global AI Education and Workforce Transformation Policy Observatory examines why many organizations remain trapped in fragmented experimentation and outlines a practical framework for moving toward governed, scalable implementation.
As AI adoption accelerates across sectors, the central challenge is no longer access to tools but the ability of institutions to redesign workflows, governance, and workforce systems around them. This flagship brief from the Global AI Education and Workforce Transformation Policy Observatory examines why many organizations remain trapped in fragmented experimentation and outlines a practical framework for moving toward governed, scalable implementation.