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Rob Edmondson, CCO at Ironclad - an AI contracting platform - brings a military-grade operating philosophy to customer outcomes: mission first, people always.In this episode, he breaks down what happened when his team used AI to predict churn — and why the results blew up their assumptions about what "good adoption" actually looks like.

Rob reveals how down-market customers who adopted AI features too early actually churned more, why enterprise renewal patterns look nothing like daily usage. He also gets honest about the governance-vs-freedom tension every leader is navigating with AI tools right now.

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Timestamps

0:00 - Preview & introduction

1:40 - Meet Rob Edmondson, CCO of Ironclad

4:01 - Rob's career origin story

5:03 - "Mission first, people always" - leadership from the military

9:15 - How Rob enables a people-first culture across his teams

11:05 - Using AI internally to predict churn & the surprising findings

14:22 - Building a four-stage maturity model from churn prediction data

16:35 - The AI vibe check: governance vs. freedom balancing act

20:20 - Can you mandate AI usage?

21:57 - Tying every AI agent to an OKR

22:40 - Ironclad's OKRs & Driving AI feature adoption

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What You’ll Learn

- How Ironclad built an AI model that predicts churn six months out

- The difference between enterprise and SMB "digital signatures" of healthy customers

- How to build a four-stage customer maturity model with measurable adoption gates

- Why Rob ties CSM compensation to stage-progression KPIs, not activity metrics

- What "mission first, people always" means when translated from the military to SaaS

- How Ironclad balances AI governance with giving teams freedom to experiment

- What an AI roadmap looks like when every agent is tied to an OKR

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Want the playbook, not just the conversation? Subscribe for deep-dive, actionable breakdowns from every episode at unchurned.substack.com.

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Where to Find the Guest

Rob Edmondson: https://www.linkedin.com/in/redmondson/

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Where to Find Josh:

LinkedIn: https://www.linkedin.com/in/jschachter/

Unchurned Substack: https://unchurned.substack.com/

Ironclad's CCO Reveals How AI Actually Predicts Churn ft. Rob Edmondson