Unlike most funds, the end state is a portfolio prepared — far in advance — for any AI-driven disruption.
Four outcomes that compound across the portfolio.
Every portfolio company is on a shared, maintainable data foundation you can actually build on.
The real causes of P&L problems surface — not the stories people have been telling about them.
Repetitive operational tasks move onto shared platforms. Headcount gets optimized where the data earns it.
AI becomes another tool in the PE toolbox — sitting next to finance and ops. You return to your normal investment process.
Direct EBITDA gains plus a set of secondary effects that show up across the fund.
Boost EBITDA 3.5% or more in qualifying portfolio companies directly through AI-driven operational gains.
Data and math replace operating staff where they should. Reduces inflation, recruiting, and litigation risk.
Use the new AI capability to expand portfolio companies into adjacent markets they couldn't compete in before.
Fend off AI-first competitors before they get traction in your portfolio company markets.
Attract more deal flow as companies seek access to the fund's shared AI platform and operating playbook.
Once the platform is in place, AI becomes another tool in the PE toolbox — fast to deploy on the next acquisition.
Interactive Brokers began automating trading operations in the 1980s — the kind of long-horizon, math-driven transformation that "Automate This" chronicled. The structural advantage is still visible decades later.
That gap is what happens when math and automation get pushed all the way through the operating model. It is the gap PE is structurally positioned to close — for the companies in your portfolio.