The AI M&A frenzy isn't proof of strength—it's a sign buyers are panicking about being left behind.
The Summary
- M&A volumes hit record highs in 2026, driven by AI targets, loose capital, and friendlier regulators, according to Jones Day's Robert Profusek
- Private equity firms are sitting out despite the feeding frenzy, because sellers are asking for valuations that even optimistic buyers can't justify
- AI company valuations have reached "unprecedented levels" that should make anyone who lived through 2000 or 2021 nervous
The Signal
Record M&A numbers usually mean one of two things: genuine value creation or fear-driven musical chairs. This AI deal boom looks like the latter. When Profusek warns that AI valuations are hitting unprecedented levels, he's not celebrating the market. He's reading the obituary before the body's cold.
The regulatory environment matters here. A "deal-friendly" White House means antitrust enforcement has loosened its grip. Big tech can shop again. But friendlier regulators don't create value, they just remove friction. The question isn't whether deals can happen, it's whether they should.
"Private equity is still on the sidelines because sellers' expectations remain too high."
Here's what that sentence really means: the smart money thinks these prices are insane. PE firms live and die by exit multiples. They model cash flows, not hype cycles. When they walk away from a hot market, it's because the math doesn't math. Corporate acquirers are paying prices that assume AI capabilities will compound at rates we've never seen in any technology. Maybe they're right. More likely, they're terrified of missing the wave and getting fired for inaction.
The AI M&A boom breaks down into three buyer types:
- Tech giants buying talent and patents to defend moats
- Enterprise software companies bolting AI features onto legacy products to justify SaaS pricing
- Desperate incumbents in non-tech industries buying "AI strategy" because their boards demanded it
None of these create the kinds of synergies that justify premium valuations. The first group is defensive. The second is cosmetic. The third is panic. You know what's not on the list? Buyers who found an AI company generating durable cash flows at reasonable multiples.
The capital abundance piece matters too. When money is cheap and plentiful, valuation discipline dies. Buyers convince themselves that overpaying today is fine because the asset will grow into the price tomorrow. Sometimes that works. Usually it doesn't. The difference between a good acquisition and a writedown is whether the thing you bought actually does what you thought it would do.
The Implication
If you're building in AI, this is your exit window. Sellers have pricing power they won't have in 18 months. But if you're an employee at an acquiring company, start asking hard questions about the integration plan. Record M&A booms don't end with everyone getting rich. They end with layoffs, writedowns, and a lot of "strategic pivots."
Watch for the first major AI acquisition to get repriced down or unwound. That's when the music stops.