AI Alpha: How PE Firms Find and Capture the Hidden AI Value in Every Portfolio Company

Three of his own exits. Three more as technical co-founder and advisor to companies acquired by Meta, Sony, and AOL. $250M+ raised. 25 years building and scaling technology companies.Now Martin Wells turns two decades of operating experience into a field manual for the people charged with turning AI into EBITDA inside private equity portfolio companies.The thesis is simple: AI has created a new category of hidden value — AI Alpha — in nearly every mid-market business. The PE firms that learn to see it before the deal closes will buy better, operate better, and exit at higher multiples. The firms that don't will pay full price for companies that someone else already assessed for AI leverage and passed on.This is not a book about AI in general. It is not a survey of the landscape. It is an operating playbook for one reader doing one job: making portfolio companies more valuable.Inside:The AI Maturity Scorecard — a five-dimension framework for evaluating any company's AI readiness in 30 minutes, during a single management meetingThe 100-Day Diagnostic — a week-by-week operating plan for the first assessment post-acquisition, with the exact questions to ask and the people to ask them ofThe Three Lanes of AI Alpha — cost compression, revenue unlocking, and decision intelligence — and why the lane determines the playbookA practical framework for pricing AI Alpha into the deal model the same way you'd price in a pricing optimization or headcount rationalizationThe Idle Capacity Trap — why most successful AI deployments fail to move the P&L, and the four-line table that prevents itThe Talent Question — why cutting headcount first usually destroys more value than it captures, and the right sequenceA portfolio-wide playbook for scaling AI value creation from one company to fifteen, with shared infrastructure and repeatable diagnosticsHonest chapters on distressed assets, positioning AI in the exit, and when to walk away from the AI thesis entirelyDrawn from real engagements — a compliance firm that automated 95% of regulatory report generation in twelve weeks, a property agency that doubled capacity without adding headcount — and grounded in the operating experience of three exits and two decades of building technology businesses.The window is open but temporary. Right now, most PE firms aren't running AI due diligence. Most portfolio companies have untapped AI Alpha. Most management teams don't know what they're sitting on. When everyone catches up — and they will — the alpha gets priced in at acquisition and there is nothing left to capture post-close.Written for operating partners, value creation leads, principals, and the portfolio company CEOs who report to them. Read more