The Looking Glass · Subscriber post · Org design & culture · Leadership & management

You Cannot Mandate an AI Transformation

A complete 10-step guide to pulling it off with care and human agency

Julie ZhuoSep 1, 2026♥ 95
SourceThe Looking Glass
KindSubscriber post
PublishedSep 1, 2026
Readers♥ 95
Originallg.substack.com ↗
N:

Julie Zhuo's paid essay argues that an AI transformation cannot be ordered into existence from the top down. It presents a ten-step guide to leading an AI shift in a way that preserves care for people and their sense of agency. The piece treats adoption as a human change problem rather than a purely technical rollout.

Subscriber post — summary only

01Key takeaways

  • Top-down mandates for AI adoption tend to produce compliance rather than genuine change.
  • Employees need agency and a stake in how AI is used in their own work.
  • Successful AI transformation is a people and change-management problem as much as a technology one.
  • Care for the humans affected should be built into each step of the rollout.

Summary and takeaways written by PM Atlas; quotes are short excerpts. © the original author.