A Conversation about Work Design and AI Enterprise Value

Despite heavy financial investments in artificial intelligence, most organizations struggle to realize meaningful enterprise-level returns from their technology initiatives. This disconnect persists primarily because leaders focus on tool-centric pilots or immediate headcount reductions rather than fundamentally restructuring their operational workflows. To capture the redesign dividend, businesses must deliberately reorganize tasks, roles, and decision rights so human employees and AI agents can effectively complement one another. Achieving long-term success requires implementing strict stopping rules for failing projects, reinvesting freed capacity into growth, and governing economics through concrete outcome measures. Ultimately, organizations must integrate technology planning with comprehensive workforce and job redesign to transform superficial productivity into true financial value.