The Hold-Period Clock: Why AI Value Creation Has to Pay Off in Quarters, Not Years

PE ownership changes the math on every operational initiative. A program that pays back in year three is, for practical purposes, a program that doesn't pay back. This piece lays out how to scope AI automation so results land inside the window that matters — the next board meeting, the next quarter, the current hold.

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