In this episode of 5 Minutes in the Lower Middle Market, we explore one of the most eye-opening AI use cases I've seen in a traditional business.

A roofing company in South Florida recently ran a blind test on a $6.5 million commercial estimate. A senior estimator spent two weeks building the bid. An AI-powered system completed the same work in just 23 minutes. The difference between the two estimates? Roughly $400.

The lesson isn't that AI is replacing people. It's that AI is turning tribal knowledge into scalable operating systems.

We discuss why the biggest opportunity for lower middle market businesses may not be cost cutting, but capacity expansion, faster training, reduced key-person risk, and the ability to grow revenue without adding overhead at the same pace.

Timestamps:
0:00 Why most people still underestimate AI in traditional businesses
0:45 The $6.5 million roofing estimate experiment
1:10 Two weeks vs. 23 minutes: the shocking result
1:49 Why this changes more than productivity
2:21 Turning tribal knowledge into an operating system
3:01 How AI makes businesses more scalable
3:43 The hidden benefit: sending more proposals
4:00 Growing revenue without adding overhead
4:36 What AI adoption could look like in the lower middle market
5:00 The biggest lesson for owners and investors