Almost everyone adopted AI, almost nobody was transformed by it
I keep coming back to one thing: almost everyone has adopted AI, and almost nobody has been transformed by it. The tools are the easy part. What separates the few who cross from th
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The AI is 10 percent, the operating layer is 90
I keep seeing the same ratio, and it is backwards. Everyone treats the AI model as the whole answer. In a real business it is maybe ten percent of it. The other ninety percent is t
Certainty before commitment
Most transformation projects ask you to bet the budget before you know a single thing. The teams who demand proof before they commit quietly outrun the ones who gamble. And I have
Audit operations like you audit your books
Most businesses run their operations on a system they would never accept from their accountant. The ones who audit the work itself, the way they audit their books, are the ones AI