AI adoption often does require restructuring, but not in the way most leaders think. The real shift is not org chart theatre. It is workflow redesign, clearer decision rights, stronger governance, and roles built for human and AI collaboration.
A failed CSV upload is not a small technical issue. It reveals two deeper problems: the workflow may never have been designed properly, and the organisation may no longer know how to troubleshoot when automation fails.
The operating model designed at headquarters does not work when it hits the ground in Sao Paulo, Osaka, or Istanbul. A practitioner perspective on what mid-sized pharma companies get wrong about global-local tension
AI Operating Model : The Blueprint for Hybrid (Human + AI) Teams. SAKET BIVALKAR Saket’s focus is on helping organisations to become flexible and adaptive, while emphasising that people in the organisation grow as well. His experience includes working with a range of...
