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Third, look at whether adoption is more bottom-up, or more driven by leadership mandates. If leadership is requiring people to use AI, many may say it’s hard to use and doesn’t match their existing habits, and the result is money spent with no impact. This used to be the biggest obstacle to informatization. Anything that requires people to write reports every day to justify its value is often something whose value isn’t obvious to begin with—so you have to go “hunt” for value. It’s like our IT department: if it’s writing reports every day about how valuable a system is, that actually suggests it may not be valuable, or that converting it into value is very difficult.
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