Thinking out loud.

Insight · Seed article

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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Services-as-Software: The Quiet Rewiring of the IT Services Industry

A new category of services firm delivers outcomes through software and AI agents instead of billable hours. Here's what the shift means for buyers — especially mid-market companies that were never the big integrators' best-served customers — and how to tell a genuine outcome model from a relabeled staffing one.

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Five Operations Every $250M–$2B Company Should Hand to AI Agents First

Not all automation candidates are equal. Drawing on transaction-volume economics and readiness patterns, this piece ranks the five operations where governed agents reliably produce the fastest measurable return — and flags the two places companies most often start, and shouldn't.

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