Install
$ agentstack add skill-swan-gtm-gtm-skills-cs-operations ✓ scanned · ✓ verified — works with Claude Code, Cursor, and more.
Security review
✓ PassedNo issues found. Passed automated security review. · v0.1.0 How review works →
- ✓ Prompt-injection patterns
- ✓ Secret / credential exfiltration
- ✓ Dangerous shell & filesystem operations
- ✓ Untrusted network calls
- ✓ Known-malicious package signatures
What it can access
- ✓ Network access No
- ✓ Filesystem access No
- ✓ Shell / process execution No
- ✓ Environment & secrets No
- ✓ Dynamic code execution No
From automated source analysis of v0.1.0. “Used” means the capability is present in the source — more access means more to trust, not that it’s unsafe.
About
Customer Success Operations
You are a CS operations architect. CS Ops is the post-sale revenue engine — it sits in the ICP Value Loops layer of the revenue operating system, owning Adopt → Realise Value → Renew → Expand. Without it, you're relying on individual heroics instead of systems.
The CS Ops Operating Model
Four pillars. Neglect any one and the system breaks.
PROCESS DESIGN TECHNOLOGY & SYSTEMS
├─ Playbooks ├─ CS Platform (Gainsight, ChurnZero, Vitally, Planhat)
├─ Workflows ├─ Product analytics (Pendo, Amplitude)
├─ Escalation paths ├─ Support (Zendesk, Intercom)
├─ Governance ├─ Survey tools (NPS, CSAT)
└─ Swimlanes └─ Data warehouse integration
DATA & ANALYTICS ENABLEMENT
├─ Health scores ├─ CSM onboarding (2 weeks, not 2 months)
├─ Churn prediction ├─ Playbook documentation
├─ Expansion scoring ├─ Tools training
├─ Cohort analysis ├─ Certification on key processes
└─ Team efficiency └─ Knowledge base
CS Maturity Model
┌────────────┬──────────────┬────────────────┬───────────────┬──────────────┐
│ Stage │ Health Score │ Renewals │ Expansion │ Governance │
├────────────┼──────────────┼────────────────┼───────────────┼──────────────┤
│ REACTIVE │ None. React │ Ad-hoc, │ Accidental │ CS isolated, │
│ │ to churn. │ customer-led │ │ no loops │
├────────────┼──────────────┼────────────────┼───────────────┼──────────────┤
│ DEFINED │ Manual, CSM │ Playbook, 60d │ Signals ID'd │ Handoff doc │
│ │ judgment │ before expiry │ inconsistently│ exists │
├────────────┼──────────────┼────────────────┼───────────────┼──────────────┤
│ PROACTIVE │ Composite, │ Automated 90d │ Scoring model │ Quarterly │
│ │ weekly auto │ process + save │ + targeted │ CS-Product │
│ │ alerts │ playbooks │ outreach │ forums │
├────────────┼──────────────┼────────────────┼───────────────┼──────────────┤
│ PREDICTIVE │ ML model, │ Preventive │ Expansion │ Real-time │
│ │ >80% churn │ interventions, │ scoring feeds │ feedback │
│ │ accuracy │ €50K ARR │ Named CSM │ 1:10-30 │
│ (Strategic) │ Complex product │ Quarterly EBRs │ │
│ │ High expansion │ Dedicated onboard│ │
├──────────────┼─────────────────┼─────────────────┼────────────┤
│ MID-TOUCH │ €10-50K ARR │ Pooled CSM │ 1:30-80 │
│ (Scaled) │ Moderate complex│ Templated touches│ │
│ │ Growth potential│ Triggered playbks│ │
├──────────────┼─────────────────┼─────────────────┼────────────┤
│ LOW-TOUCH │ 80% utilisation)
RELATIONSHIP: Champion promoted, new stakeholder/exec sponsor engaged, positive NPS,
new departments/teams using the product
COMMERCIAL: Org headcount growth, new budget cycle, cross-functional interest,
feature requests for premium-tier functionality
OUTCOMES: Value achieved ahead of schedule, ROI exceeded, new use cases,
positive health trend (score increasing 3+ months), referral/case study
Expansion Ownership Model
Small expansion (50% ACV): Sales owns, CS supports
CS-to-Sales handoff: CS prepares customer context, decision-maker, timeline, needs. Sales accepts or declines. If accepted, CS introduces Sales to champion and stays involved through close. Expansion motion: CS documents the signal in CRM → warm intro from CSM to AE/expansion AE → AE runs the commercial conversation while CSM provides context and stays on early calls → post-expansion, CS implements the expanded scope and tracks value on the new commitment.
For the 0-100 expansion scoring model (usage/stakeholder/feature/health/headroom weights), score-based ownership thresholds, account readiness triggers, and whitespace analysis, see references/expansion-scoring-model.md.
Onboarding Orchestration
The handoff is where retention is won or lost. A weak handoff creates context loss, broken promises, and a customer who feels like they're starting over. For the step-by-step Sales → CS handoff process and checklist, see the summary under "Sales → CS Handoff" below and references/sales-cs-handoff-template.md. This is the single canonical onboarding model.
DAY 1-7: ACTIVATION / KICKOFF
Welcome email (within 2 hours), license activation, kickoff scheduled
Kickoff call with key stakeholders; assign customer-side project owner
Success criteria and timeline confirmed: "What does success look like?"
(Use SPICED Impact as baseline)
DAY 8-30: IMPLEMENTATION / TECHNICAL SETUP
Configuration / environment setup, data migration, integration setup
Admin training, user training, weekly status calls, blocker resolution
Document known issues or customisation needs
Milestone: Go-live readiness confirmed
DAY 31-60: STABILIZATION / USER ENABLEMENT
Go-live, first-week support surge (daily check-ins)
End-user training sessions, internal documentation/guides
Identify power users / internal champions, validate adoption metrics
Usage monitoring, issue resolution, user adoption tracking
First value delivered: "Here's the impact you're seeing"
DAY 61-90: OPTIMIZATION / FIRST VALUE
Confirm first value milestone achieved; capture success story (even informal)
Performance vs. success criteria, advanced feature rollout
Executive check-in, health score baseline set, first QBR/check-in scheduled
Transition to business-as-usual CSM cadence
Automation triggers: No kickoff by day 3 → reminder. Not go-live by day 30 → alert manager. Usage 90%), onboarding NPS/CSAT (>8/10), feature adoption at T+30 (>3 core features).
Sales → CS Handoff
When a deal hits Closed Won, an automated notification routes the account to the assigned CSM with a CRM record containing the SPICED summary, stakeholders, contractual commitments, known risks, product/tier config, and any discount terms with expiry dates. The CSM reviews it, runs a short internal handoff call with the AE (what was promised, who's the champion/blocker, what success looks like, landmines), then sends the welcome email and schedules kickoff. A handoff quality check confirms the SPICED summary is complete, all stakeholders are in CRM, and discount terms are documented with expiry. For the full step-by-step timeline, Sales pre-handoff responsibilities, the three-way handoff meeting, and checklist, see references/sales-cs-handoff-template.md.
Event-Based Playbooks
USAGE DROP (WAU drops >30% week-over-week)
Action: CSM outreach within 24 hours
Root cause: Change, vacations, budget freeze, support issue?
NPS DETRACTOR (Score 90% (>95% enterprise)
NRR >110%
Logo retention rate >90%
Expansion rate (% ARR growth) >15%/year
OPERATIONAL
Time to first value 70% green
QBR completion (high-touch) 100%
Renewal on-time rate >90%
Save rate (red accounts) >40%
EFFICIENCY
Accounts per CSM (by tier) See coverage model
Admin time (% of total) 70%
Diagnostic Assessment
Score your CS Ops maturity. Count YES answers:
PROCESS: Documented playbooks? Defined renewal timeline? Health scoring
framework? Escalation paths? QBRs for all high-touch?
TECHNOLOGY: Dedicated CS platform? Integrates with product analytics?
Automated health scoring? Usage data visible to CSMs?
DATA: Can forecast churn 30+ days out? Health dashboards? Track
expansion signals? Segment by tier? Measure team efficiency?
ENABLEMENT: Structured CSM onboarding? Accessible playbooks? Process
certification? Monthly training?
GOVERNANCE: CS-Product feedback loop? CS-Sales handoff process? Exec
reviews CS metrics monthly? Churn autopsies? Expansion
ownership clear? Discount sunset tracking in place?
0-6 YES = Reactive. Fix: Define playbooks, build basic health scoring
7-13 YES = Defined. Fix: Integrate tech, automate playbooks
14-19 YES = Proactive. Fix: Build predictive models, optimize coverage
20-25 YES = Predictive. Fix: AI-assisted coaching, autonomous workflows
Process Operating Cadence
Health scoring and renewal frameworks answer "who is at risk?" and "how do we retain them?" — but they depend on a structured review cadence and escalation discipline. A health score without a review cadence is a dashboard no one acts on. The cadence is the operating system; the score is the signal.
- Weekly: CSM reviews accounts with a score drop >10pts; flag any Green→Yellow or Yellow→Red (CSM + CS Lead).
- Monthly: Full health score review of all accounts; any Red account reviewed with CS Lead + AE; scores updated on new data.
- Quarterly: Portfolio health review, QBR prep for T1 accounts, Red account recovery planning.
Red accounts: escalate within 24h. When a customer turns Red, the CSM notifies the CS Lead, who reviews the health breakdown and jointly decides with the AE between rescue mode (>90 days to renewal) and renewal risk mode ( Built by Neon Triforce
WbD Impact Journey — CS Action Framework
The Impact Journey maps the post-Mutual Commit customer journey (Mutual Commit → Onboarding → Adoption/Retention → Renewal → Expansion → Advocacy) into structured CS actions, with health-score interpretation and trigger plays by stage. Key guardrail: do not expand before First Impact (Stage O4) — customers achieving impact in a single area only are more at risk of churn than those with widespread stakeholder usage. Source: WbD Operating Model PDF, Chapter 08, pages 143-148.
For the full 8-stage model with CS-action mappings, the health-score-by-stage interpretation, the trigger-plays table, and the expansion timing guardrail, see references/wbd-impact-journey.md.
Reference Files
| File | When to read | What's inside | |------|-------------|---------------| | references/renewal-discount-governance.md | Discount expiring / contentious renewal pricing | Discount sunset problem, pricing conversation framework, save-plays-with-pricing table, GPO renewal coordination | | references/expansion-scoring-model.md | Quantifying/prioritising expansion | 0-100 scoring model, score-based ownership thresholds, readiness triggers, whitespace analysis | | references/sales-cs-handoff-template.md | Designing the Closed-Won → CS handoff | Step-by-step T+0 to T+5 timeline, Sales pre-handoff duties, handoff meeting, quality checklist | | references/red-account-playbook.md | A customer turns Red | Rescue mode, renewal risk mode, commercial options, full health monitoring cadence table | | references/qbr-process-template.md | Designing or running a QBR | 45-60 min agenda structure, cadence by tier | | references/cs-product-feedback-architecture.md | Building the CS-Product loop | Advisory board, churn autopsy, feature request tagging, adoption blocker log | | references/wbd-impact-journey.md | Mapping the post-sale journey to CS actions | 8-stage model, health-by-stage, trigger plays, expansion timing guardrail |
Operator Templates — Forecasting Worksheet (Renewals Tab)
The Renewals tab of the forecasting worksheet is specifically useful for CS operations modelling: Frameworks/Templates/cro-school/forecasting-worksheet-neon.xlsx
Use the Renewals tab to model: renewal cohort sizing, churn impact on ARR, expansion uplift scenarios.
Original source: Sources/Courses/CRO-School/Forecasting Worksheet _ Class #4_ Forecasting and Financial Modeling.xlsx Attribution: Adapted from Pavilion CRO School. Original author: Carter/Nalbandian/Dick.
What good looks like
A great output is a concrete CS operating system, not a philosophy: a 5-dimension weighted health score (usage 35%, relationship 25%, support 18%, commercial 17%, outcomes 5%) with green/yellow/red thresholds tied to churn-risk bands, a T-120 renewal timeline with owners at each gate, a 3-tier coverage model with CSM ratios, and a named review cadence (weekly score-drop review, monthly full review, 24-hour red-account escalation). Every discount carries a DiscountExpiryDate, every churned account gets an autopsy within 7 days, and expansion ownership is split by deal size (50% Sales-owned).
Source & license
This open-source skill is cataloged on AgentStack and links to its original source — we do not rehost the code.
- Author: swan-gtm
- Source: swan-gtm/gtm-skills
- License: MIT
Install and usage instructions live in the source repository linked above.
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Versions
- v0.1.0 Imported from the upstream source.