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Private equity bosses warn AI threatens law and accountancy bets

Private equity investors in law firms warn AI is eroding billable-hour models, threatening deal returns. They estimate AI could cut revenue per partner by 15-25% over five years.

Private equity executives with heavy stakes in law and accountancy firms are sounding alarms over artificial intelligence, warning that the technology could rapidly erode the billable-hour models underpinning their investments. As firms used to charging junior associates at high hourly rates face automation of core tasks, the margin pressures are mounting, threatening returns on billions of dollars in recent deals.

The shift in billing models

For decades, law firms profited from a pyramid structure: partners supervised large teams of junior lawyers whose hours were billed to clients. AI tools now handle document review, contract analysis, and due diligence-work that once kept dozens of associates busy. Billable hours tied to these repetitive tasks are declining, even as some firms maintain headcount.

Private equity groups that bought into legal practices assumed steady, predictable cash flow. Those assumptions are being tested. Senior dealmakers now privately concede that AI-driven efficiency could cut revenue per partner by 15% to 25% over the next five years, according to people familiar with the discussions.

Private equity's concentrated risk

Over the past decade, funds poured capital into professional services, attracted by recession-resistant demand and strong margins. Law and accounting firms offered a new frontier for consolidation. But AI alters the calculus. Tasks that require human judgment remain, yet the volume of lower-level work that funded the pyramid is shrinking.

"We underwrote these deals expecting a certain labor intensity," one buyout executive told colleagues, speaking on condition of anonymity. "What we're seeing is a technology that can compress that intensity faster than anyone predicted."

How firms are responding

Some law firm leaders argue that AI will augment rather than replace junior lawyers, freeing them for higher-value analysis. Still, technology adoption is accelerating. Several major firms have launched internal AI labs, while others mandate that associates complete training on generative tools. The shift is forcing a rethink of how legal work is staffed and priced.

For legal professionals, gaining expertise through AI for Legal Professionals Courses is becoming a priority. Those who understand where machines outperform humans-and where they fail-will be better positioned as the market restructures.

The warning from private equity is not about job elimination alone-it is about a structural change in how legal services are bought and sold. The traditional partnership model, already under strain, faces a faster transition to fixed fees and tech-enabled service delivery. Senior associates and partners who can lead AI adoption, manage hybrid teams, and justify their value beyond hours logged will become the most valuable assets. The coming years will reward practitioners who treat AI fluency as a core professional skill, not an optional credential.

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