Leaders remove pressure from ChatGPT learning, and teams replace learning with participation
Leaders expect voluntary ChatGPT learning to increase engagement and improve capability, but teams instead perform visible participation without…
Leaders mistake discussion for alignment, and teams continue working differently
Leaders expect meetings about ChatGPT to create alignment, yet teams leave the same discussions with incompatible interpretations and continue working…
Leaders rely on exchange meetings for adoption, and employees remain passive observers
Leaders expect exchange meetings to spread ChatGPT adoption across teams, yet employees continue using their existing habits after the meetings end.
Leaders treat meetings as knowledge-sharing and create organizational blindness
People expect ChatGPT and regular exchange meetings to spread knowledge across teams, yet the knowledge never becomes reusable in practice.
Leaders introduce ChatGPT in isolated steps and create rework across the process
Leaders expect ChatGPT to improve outcomes when they add it to isolated steps, but performance does not improve.
Leaders set uniform expectations for ChatGPT use and widen performance gaps
Leaders expect uniform gains from ChatGPT, but results diverge across users.
Leaders assign output evaluation to unqualified users and spread errors
Leaders expect ChatGPT outputs to be easy to validate, but users lack the knowledge to judge them correctly.
Christian Ullrich
Christian Ullrich
Christian Ullrich writes about how organizations actually use ChatGPT, the wrong decisions they make, and their consequences.

Christian Ullrich

Christian Ullrich writes about how organizations actually use ChatGPT, the wrong decisions they make, and their consequences.
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