Your AI initiative may be failing because you’re measuring it like a legacy business

The goal isn’t softer standards. It’s smarter ones.

[Source Photo: stokkete/Adobe Stock]

In operating reviews and boardrooms, I keep seeing the same pattern: leadership asks for rigor, teams deliver the numbers, and promising AI efforts get judged as underperforming before the organization has actually learned what it takes to make them real. Then someone pulls the plug, scales back the investment, or lets the initiative quietly expire.

Sometimes they’re right. But often, they’ve just used the wrong........

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