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When AI Is Responsible, Humans Are Accountable
[Un]Churned Chapter 019
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Everyone is talking about what AI agents can do. This week on [Un]Churned, we’re talking about who’s responsible for them.
Here’s what’s been on our minds this week.
🎯 The [Un]Churned Take: AI Deserves a Spot On Your RACI Framework
Brad Casemore runs CS and growth at PartsSource, and one part of his business just hit 99.6% retention by putting AI agents inside the RACI model.
This kind of structural thinking about AI in CS is exactly what Brad Casemore, Chief Customer & Growth Officer at PartsSource, walked through in the most recent [Un]Churned episode, “The CCO Who Also Owns Sales (Here’s Why It Works)“.
Brad took the CGO seat alongside his CCO role because he’d watched too many CS orgs optimize for relationship health while someone else owned the number that health was supposed to protect. Once accountability for revenue and the customer relationship sat in the same chair, everything downstream changed: what his team built for, what they measured, and eventually how they designed AI into their work.
The RACI Extension Most Teams Haven’t Made
Brad made a simple but effective reworking of the classic RACI framework. Agents take the Responsible slot for systematic, repeatable touchpoints. Humans stay Accountable. Someone on his team is always the person who answers for what the agent produces, which resolves the question most AI rollouts never bother to ask: who owns it when something goes wrong?
A recent McKinsey survey found that organizations with explicit AI accountability—a named owner, a clear governance structure—deploy AI 40% faster and report materially better outcomes than those without. Organizations without a clearly accountable function lag behind on AI maturity, scoring an average of 1.8 versus 2.6 for those with clear ownership.
What That Freed Up
The capacity Brad’s agents reclaimed didn’t disappear into efficiency gains. It went to proactive outreach including time with accounts before risk surfaces and coverage across a long tail that would otherwise only hear from the team when something broke.
The jump from low-90s to 99.6% retention was unlocked when that structural clarity was established. Now his team has a better idea of what proactive coverage actually requires, and what it takes between human and agent to deliver it consistently. If your AI adoption is still in pilot mode, the structural question is worth asking before you start exploring tools.
Here’s the Full Episode:
[YOUTUBE EMBED]
Brad joined Josh Schachter to get into the org decisions behind his retention wins, including the RACI move, the attribution model CS leaders are still borrowing from sales, and what “proactive CS” actually required before any new tooling entered the picture. Watch here or on your favorite podcast app and listen for:
How Brad put AI agents directly into the RACI model and what that means for the humans accountable above them.
The attribution lesson CS leaders keep missing that sales and marketing figured out years ago.
What the jump to 99.6% retention actually required before a single new tool entered the picture.
☕ What Else We’re Reading
“The Extinction or the Adaptation: How AI Will Impact the SaaS Market” by Arthur Azizov
SaaS isn’t dying, but the companies that survive AI will be the ones that lean on what they actually know about their customers, not just what their software does.
“Top 10 Takeaways from The Agents #002” by Jason Lemkin
Your customers might already be ghosting your product while still paying for it and if you’re not watching usage data, you won’t see it coming until they cancel.
📅 Coming Up
Pulse 2026 — Meet with Brad Casemore and other CS leaders at Pulse 2026! Here’s what Brad had to say about his experience at Pulse 2025:
“It’s just a great opportunity to network with other folks in the industry and see what other people are doing out in the industry. I look forward to seeing what Gainsight is going to unleash this year, as you guys have obviously been pretty progressive in the space.”
Retention is being rewritten in real time. AI, scale, and digital are changing how customers stay. Pulse 2026 is the #1 conference where CS, education, community, and revenue leaders go to figure it out together. Join us May 27-28 in Las Vegas and use code UNCHURNED for a special rate.
Register at gainsightpulse.com →
The New Rules of CS — Gainsight’s ongoing webinar series is tackling the questions CS leaders are wrestling with right now. Four sessions are already on demand, and two more are coming up on the new rules for renewals and expansion.
Catch up on the full series here →
Wrapping Up
Putting an agent in the R slot is a small edit with a big downstream consequence, starting with what you hire for next.
See you next Tuesday 🧠