Julie Zhuo · 22 min read · AI & Product
You Cannot Mandate an AI Transformation
Read the original on lg.substack.com →
The article argues that AI transformation cannot be mandated; success depends on building personal and organizational belief and turning that belief into tangible wins, reliable systems, and an AI-native way of working. It presents a four-part path—discover belief, achieve tangible wins, turn wins into systems, and recompose for abundance—with practical weekly actions for both leaders and individual contributors.
Key Takeaways
- AI adoption is primarily a human and cultural problem, not just a technology problem; belief and an openness to new ways of working matter most.
- Begin with small, automatable wins that improve disliked processes and measure success by outcomes, then loudly celebrate the gains to build trust.
- Scale wins by turning them into repeatable systems: map the work, establish evaluations, and refactor repetitive tasks to create lasting impact.
- Reframe organizational incentives and narratives to support an abundant, AI-enabled future, identifying new bottlenecks and rewards rather than pursuing blanket mandates or cost-cutting.
Excerpt
We have heard it so often that it now occupies the space between meme and cult mantra: AI is going to change everything! Markets are pricing in the cheap, cheap cost of building (goodbye, SaaS giants!). CXOs (chief executives of every stripe) are wringing their hands and sprouting AI investments like dandelions in a field. Experiments are running amok. Productivity has 10xed, or is it 1.1xed, or is it just spending that is x-ing at all? Being an employee at the center of an "AI transformation" feels like whiplash crossed with Wile E. Coyote chasing the Road Runner. Impossible to…