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Practical notes for PE teams working out where AI can help, what it will take, and how to tell whether the plan worked.

A senior operations lead places a planning card on a wall-sized operating model while colleagues observe.

How to Become an AI-Native Company: A 10-Point Manifesto

Ten commitments, in build order: map the work, open one gateway, build a company brain, write the harness, onboard the team, route the models, set the rules -- and only then build agents you can govern and measure.

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A three-person operating team arranges six planning cards during a working session.

Building an AI-Native PE Firm: A Practical Setup Guide

A six-part guide for building AI into a buy-and-build strategy--from the first investment thesis to the measurement habits that keep the team honest.

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Two operators review a workflow map in an office overlooking a distribution warehouse.

Where AI Can Create Value in a Low-Margin Rollup

A worked example of how small improvements in coordination can matter in a thin-margin business--and how to underwrite them without turning hope into a forecast.

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