The invisible 80%—what corporate-led AI transformations can’t see

Corporate-led AI initiatives often fail because they only address the visible outputs of work, overlooking the "80%" of essential, unwritten expertise held by employees. Real transformation occurs through worker-led adoption, as individuals are uniquely positioned to integrate AI into their unseen reasoning and complex, personalized workflows.