Episode 117: AI M&A: 3 Questions Buyers Ask Before Paying a Premium

AI-enabled software companies are commanding premium valuations—but buyers are raising the diligence bar even faster. In this special report, we examine the three questions shaping today's AI M&A deals.

Discover why durable AI businesses with proprietary data, deep workflow integration, specialized talent, and defensible intellectual property can earn higher revenue multiples—while thin wrappers around third-party models are being priced closer to ordinary SaaS.

Whether you are an AI founder, board member, investor, or strategic acquirer, learn what buyers value, what risks they test, and why the current AI M&A premium may have an expiration date.

Key Takeaways

• AI-enabled software can command premium valuations, but only when buyers see durable, defensible capabilities.

• The AI premium is often a speed premium: acquirers pay to close capability gaps that could take years to build internally.

• Evidence-based headcount conversion plans are more credible than indiscriminate cuts designed to make a company appear lean.

• Buyers want to know whether AI savings improved margins or were recycled into compute and infrastructure costs.

• The market window for AI exits is open, but founders and boards should not assume today's premium will last indefinitely.

Chapters

00:00 Intro

00:57 AI Software Multiples vs. Traditional SaaS