The AI Playbook for Customer Success Managers
Advise more. Chase less.
A field-tested playbook for CSMs: 35+ prompts and 6 agent blueprints that cut QBR prep, surface churn risk, and keep your book running while you focus on clients.
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Built by a CSM running a $69M enterprise book. These are the prompts that cut my own QBR prep from 3 hours to 20 minutes.
Three steps to your first win
No coding. No prompt engineering. If you can paste into a chat window, you can run these today.
Download the toolkit
5 production-tested prompts, free, in your inbox in about a minute. Meeting prep, QBR narrative, escalation brief, email polish, weekly priorities.
Paste into Claude
Add your account notes to the prompt and run it. Works with a free Claude account; your company's enterprise license is best for real client data.
Get the brief
An exec-ready output in under a minute: talking points, risks, smart questions. Review it, make it yours, walk into the meeting prepared.
There's a better way to run your book
Most CSMs are stuck in reactive mode. The ones pulling ahead have a system.
- 3+ hours prepping every QBR from scratch
- Manually checking accounts for churn signals
- Scrambling to write escalation briefs under pressure
- No idea which stakeholders actually have influence
- Renewal surprises because you lost track of timelines
- Trying AI with no framework, getting mediocre results
- QBR prep cut from 3 hours to 20 minutes with Prep Agent
- Monday morning health digest flags at-risk accounts
- Escalation briefs drafted in minutes, calm and exec-ready
- Every stakeholder mapped, with a strategy per type
- 18-month renewal touchpoints, automated and tracked
- 35+ tested prompts you can copy-paste and run today
One prompt from the toolkit, start to finish
This is Prompt 01, Meeting Prep Brief. Your notes go in. An exec-ready brief comes out.
Here are my account notes: [paste your notes]
Build a one-page brief with:
1. Top three talking points
2. Open risks I should know about
3. Smart questions to ask
4. One thing to avoid bringing up cold
Talking Points
- Q2 adoption up 12% after the training push, lead with the win
- New VP of Operations started May 5, introduce yourself early
Open Risk
- Champion's reorg may shift budget ownership before renewal
Question to Ask
- "Who owns the renewal decision after the reorg settles?"
Sanitized example with fictional account names. Your real notes stay between you and your Claude account.
Nine sections. The full CSM lifecycle.
The free toolkit gives you a taste. The full playbook gives you the system, from onboarding to renewal.
QBR Excellence
Agenda building to executive narratives to live commitment boards. The full QBR lifecycle, with the prep timeline that takes a deck from blank to boardroom in 20 minutes.
Foundations & Setup
Load your entire book of business into Claude. Company intel, contracts, internal context.
Onboarding & Handoff
Sales handoff intake, leadership intros, go-live planning, inheriting live accounts.
Account Health
Weekly health checks, at-risk recovery plans, portfolio digests, expansion signals.
Escalation Playbook
Briefs drafted in minutes, client comms, internal nudges, post-resolution recovery.
Stakeholder Mapping
Map every stakeholder. Spot blockers. Handle champion departures with a playbook, not panic.
Renewal & Expansion
Renewal readiness, 18-month touchpoints, and expansion signal scanning.
Agent Quick Reference
Every prompt and agent indexed by use case and lifecycle stage, with setup checklists.
Governance & Safety
Enterprise-safe AI practice: data discipline, PHI rules, and the chapter your CISO will read.
The agent layer: 6 agents that run your CS workflow
Autonomous blueprints that handle the heavy lifting while you focus on relationships. Every output reviewed by you before a client ever sees it.
Onboarding Intelligence
Implementation phaseWatches your implementation touchpoints and pings you when a key stakeholder has gone quiet for too long.
Pulse
Monday 7:00 AMPortfolio health digest before your first meeting. Know which accounts need attention first.
Prep
QBR seasonFull QBR package builder. Six output files, automated research, exec-ready narratives.
Shield
Always watchingCatches the ticket you would have missed, before your client calls to ask why nobody's responding.
Scout
30 min before every callPre-meeting intelligence briefing. A full situational brief lands before every client conversation.
Anchor
Daily, quietlyRenewal timeline tracker with opt-out deadline alerts. Never surprised by a renewal again.
Built to pass your compliance review
Almost no AI-for-CS content takes governance seriously. This playbook treats it as a first-class concern, with a full chapter written for the most regulated industries and usable in any of them.
"If your CISO or compliance team needs to sign off, hand them the chapter."
PHI stays out
A hard rule against patient or personal health data in any prompt. No exceptions, ever.
Human-in-the-loop
Every agent output gets reviewed by you before a client sees it. Non-negotiable, by design.
Enterprise-license guidance
What you can and can't upload under your company's AI license, explained in plain language.
Shadow AI, handled
Why personal AI accounts are a compliance risk for client work, and what to use instead.
Built for CSMs who actually do the work
Solo CSM, High-Touch Accounts
You're running a strategic book of enterprise accounts solo and prep work eats your calendar. The system assumes you have no bench and no time. You need leverage, not more hours.
CS Leader Building a Playbook
You need an AI framework your team can actually roll out, with the governance doc, PHI guardrails, and human-in-the-loop rules your CISO will sign off on.
CSM New to AI
You've heard AI can help but don't know where to start. No coding, no prompt engineering. If you can paste into a chat window, you can run these today.
The AI Toolkit for CSMs
5 production-tested prompts you can use this week. Plus early access and the lowest launch price when the full playbook drops.
- 01Meeting Prep Brief: paste your notes on an upcoming client meeting and get a 1-page brief with talking points, risks, and questions to ask
- 02QBR Narrative Builder: turn raw account data into an executive-ready story in minutes
- 03Escalation Brief Generator: draft a crisp escalation summary when the clock is ticking
- 04Client Email Polisher: paste your draft and get an executive-ready version that's clear and action-oriented
- 05Weekly Priorities Organizer: paste your to-do list and account notes to get a plan sorted by urgency and client impact
These 5 prompts are built from the same methodology behind Customer Success OS. If they save you time this week, imagine what the full system does.
Get the Free AI Toolkit
5 production-tested prompts, ready to run in Claude today. No fluff, no filler.
You're in.
Check your inbox, the free AI Toolkit is on its way. You'll also be first in line when the full playbook drops.
- 5 prompts you can run in Claude today
- Founding-member pricing when the playbook launches
- No spam, ever. Unsubscribe anytime.
Coming next: the full Customer Success OS playbook, launching in 2026 at under $500. Toolkit subscribers lock in founding-member pricing, the lowest it will ever be.
Built from real workflows
Greg Humlicek
Running a strategic book of enterprise accounts in B2B SaaS. Every prompt here is one I use on a real Monday morning. Not theory, not a rebrand of someone else's framework. It's the system I use every day.
Run your first prompt before your next client call
Download the free AI Toolkit for CSMs. 5 prompts, ready to use, zero learning curve. If it saves you one hour of QBR prep this week, it earned the 30 seconds it takes to sign up.
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