Private Equity Uses AI At The Front Of The Deal Cycle. How About The Back?

AI Can Help Across the Private Equity Life Cycle

Diligence and to some extent sourcing is where AI has taken hold. Value creation shows pockets of results. Exit is the thinnest stage, and the premium buyers will pay for AI is still more story than data.

My recent Forbes piece on Can Cogntive Capital Close Private Equity’s Growth Gap? argues that AI lowers the cost of capturing and sharing cognitive capital. This article looks at where PE firms apply AI across their deal cycle.

Finding deals: the evidence splits.

S&P Global Market Intelligence’s February 2026 survey found that 64% of general partners rate AI as ineffective for deal sourcing. A Bain and StepStone survey found GPs reporting their highest returns from generative AI in sourcing and diligence. The split suggests results depend on how a firm uses AI to find and evaluate deals. One firm we work with has used Claud

Diligence: adoption is real, and it runs two ways.

In the S&P survey, 31% of GPs said AI is somewhat or fully integrated into diligence, the highest share of any function. Firms use it to read data rooms faster. Leading firms also run diligence on what AI does to the target, according to Bain’s Asia-Pacific report. That second question carries the risk. Bain’s midyear report named an AI-driven rout in software valuations among three market shocks, and MSCI data in that report show buyout software marks down about 8% in the first quarter.

Value creation: not enough focus on capability building.

Exit: a premium is plausible and unproven.

The condition is the same in each case. Buyers distinguish AI embedded in operations from superficial use. The premium goes to the first, and the discount lands on businesses AI can copy.

That matters because of Bain’s arithmetic. A buyout now needs roughly 12% annual EBITDA growth for the return that 5% delivered a decade ago. A company that can show AI-driven growth gives the next buyer a reason to pay up. No study yet shows buyers doing so.