In this episode, I sat down with Derek Sather, CRO at KKR-backed Education Perfect, to talk about what actually happens when someone with deep systems thinking and revenue architecture experience steps inside a PE portfolio company. Derek breaks down what it means to move from managing a pipeline to underwriting revenue, and why that shift matters more now than ever before.

We get into the real cost of messy data during diligence, what buyers are actually looking for when they dig into your revenue numbers, and why AI will amplify your chaos just as fast as it amplifies your clarity. If you are building toward an exit or trying to make your revenue engine defensible, this one is worth your full attention.

[00:01:42] - Derek's background and career path

[00:06:16] - What the data looked like going in

[00:13:31] - Revenue numbers and diligence breakdowns

[00:17:19] - Building credibility one metric at a time

[00:22:23] - Demand architecture and the new CRO role

[00:29:44] - What buyers look for before an exit

[00:34:22] - Retention vs acquisition and compounding growth

[00:39:38] - AI, clean data, and the new PE playbook

Guest Information

Derek Sather is an MIT-educated systems thinker and current CRO at Education Perfect, a KKR-backed edtech platform based in Sydney, Australia. He spent six years at Winning by Design helping over 600 software companies engineer predictable revenue. Find him on LinkedIn.

Companies Mentioned

Education Perfect

KKR

Winning by Design

Capital One

IBM

Uber

Websites Mentioned

https://www.linkedin.com/in/dereksather

Key Takeaways

One metric, one owner, one logic chain. That is how credibility gets built.

A messy revenue engine does not get fixed by AI. It gets scaled into more confusion.

Revenue quality is the asset. Not just revenue growth.