Headless AI vs. CSP: Where CS Insights Should Live ft. Mark Vovsi (Proofpoint)

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

Proofpoint had no named accounts. No digital motion. No success plans. Two years later, they've got an AI assistant wired into every customer's data, and an early warning system that catches churn risk a year out. Mark Vovsi, Senior Director, CS Operations - GTM Automation & AI at Proofpoint went from building the CS foundation at Proofpoint to reinventing his own job around AL. This episode isn't a highlight reel. It's Mark walking through what actually got built, in what order, and why. In addition to the debate every CS leader is about to have about where AI-driven insights should even live.

--- What You'll Learn • Why Proofpoint's CS org started with zero named accounts and what it took to fix it • The 4-stage AI maturity curve: generic AI → connected assistants → automation → predictive risk • How role-based AI assistants get wired into customer 360 data (and why generic ChatGPT falls short) • How Proofpoint auto-generates and auto-refreshes success plans for every customer, every quarter • What an Al-powered early warning system for churn actually looks like under the hood • The headless vs. cockpit debate: should CS insights live in the CSP, Slack/Teams, or Claude/MCP? • Why data hygiene (not AI) is still the real blocker for most CS orgs • How the CSM role is about to change: wider coverage ratios and "jack of all trades" expectations • What Mark looks for when hiring for Al-era CS ops roles

--- Timestamps 0:00 - Preview & Intro 2:00 - Meet Mark Vovsi (Proofpoint) 2:38 - Building CS from scratch at Proofpoint 3:52 - Overview of Proofpoint & It's CS org 5:28 - Fixing the data before fixing anything else 5:58 - What actually worked: top-down alignment + early adopters 6:28 - The shift to Al: from CS Ops to AI/GTM strategy 8:52 - Proofpoint's AI maturity model, stage by stage 9:30 - Role-based AI assistants wired into customer 360 data 10:50 - Auto-generating success plans at scale 13:50 - Building an early warning system for churn risk 15:00 - Headless AI vs. the CSP cockpit: where should insights live? 18:24 - The 12-month vision: catching risk a year out 20:00 - How the CSM role and CS hiring is about to change

--- Josh is writing a book on building customer relationships. Follow his journey and insights at www.joshschachter.com

--- Where to Find the Guest Mark Vovsi: https://www.linkedin.com/in/vovsi/

--- Where to Find the Hosts: Josh's LinkedIn: https://www.linkedin.com/in/jschachter/ Unchurned Substack: https://unchurned.substack.com/