AI is making people more productive, but are organizations becoming more effective? The missing piece is the coordination system that turns work into outcomes.
AI adoption exposes the undocumented decisions, conflicting expectations, and local workarounds already embedded in an organization, accelerating operational drift and eroding trust.
An operating model redesign changes more than structures and reporting lines. It creates a transition in which continuity, talent, and communication risks have to be managed while the organization is still expected to deliver. That makes the way an
Toyota’s global resource-allocation process depended on dozens of spreadsheets, large planning teams, manual reconciliation and multiple approval layers. The work took weeks. Toyota then replaced that process with an AI-mediated workflow that