ITU Academy · Module 5
AI Adoption
Cross-Industry Transformation
Tiantian Xue · COOL AI
April 2026
Session focus
Why enterprise AI often fails after the pilot stage
How to design for messy data and uneven infrastructure
What human-AI collaboration looks like in practice
01
Why adoption stalls
Most failures come from workflow, data and operating constraints.
02
One design logic
Pain first, data second, handoff explicit.
03
Three real contexts
Bank, factory and municipality — same logic, different constraints.
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