Institutions, Not Models, Drive AI Value

AI models alone rarely transform organizations; the scarce resource is the institutional capability to integrate models — data pipelines, workflow redesign, evaluation practices, and trust mechanisms. Without those complements, access to powerful models spreads widely but productive use remains concentrated. — This reframes public and policy debates from model access or capability ceilings to building institutions and governance that shape whether AI produces broad economic gains or concentrated disruption.