A Wharton study recently identified four distinct AI adoption phases for companies:
1) Copy-and-paste - individuals have AI tools, but manage all data flows by hand.
2) Workflow pilots - data flow is somewhat automated, but stalls between people.
3) Read/Write AI - data crosses role boundaries; reliability improves with practice and effort.
4) AI-first - small teams build around business outcomes, and use AI from the start. Planning is key!
https://gail.wharton.upenn.edu/research-and-insights/beyond-copy-paste/



