cs-operations

If the evidence is thin, ask three yes or no questions: Is there a segment with 10 or more customers won the same way? Is retention measured monthly? Does someone own the CRM as part of their job? Three no answers means situation 1. One or two yes answers means situation 2. Three yes answers means situation 3 or 4; then ask three more: Is there more than one business unit or region with its own revenue plan and leader? Do go-to-market decisions pass through a formal governance layer? Does finance own the revenue target for board reporting? Two or more yes answers means situation 4; otherwise situation 3.

The full skill applies to both scale-up and enterprise. Not every skill applies at every stage; the table below says what this skill does at each, and "do not run" is a valid answer.

What this skill does per situation:

| Situation | What this skill does |

|---|---|

| Start-up, pre product-market fit | Build a basic success criteria checklist per customer (what success looks like, one page). Manually monitor health for your 3-5 earliest customers using one dimension you can observe: product usage, engagement, or support patterns. Weekly check-in on: which accounts are activated, which are stalling, and why? Skip segmentation, health scores, maturity models, and automation; your constraint is understanding whether customers get value, not process formality. |

| Start-up, product-market fit | Implement a Health Score Framework in manual mode: score each account 0-100 from product usage (primary indicator), relationship signals, and support trends. Set renewal timeline: start renewal discussions at T-60 days before contract end, not T-30. Manual tracking via Slack of at-risk accounts and intervention actions. Measure gross revenue retention quarterly; tier accounts by health (green/yellow/red) and conduct a monthly review of yellow and red accounts. |

| Scale-up | Automate health scores from product telemetry, CRM data, and support tickets; update weekly or real-time. Implement three-tier segmentation: high-touch (named CSM, quarterly EBR), mid-touch (pooled CSM, templated cadence), tech-touch (automated, AI-assisted). Renewal timeline: start at T-120 days. Measure time-to-first-value, net revenue retention by segment, and stall-to-churn correlation. Expansion motion: identify expansion signals per segment and trigger outbound expansion conversations for green-tier accounts. |

| Enterprise | Scale CS Ops to multiple business units or geographies, each with its own P&L and success metrics. The skill gains weight in multi-unit account hierarchy and handoff protocols, CS-Finance integration for shared service centre cost allocation across units, portfolio governance with CS health dashboards aggregated by business unit, and enterprise renewal mechanics including multi-stakeholder renewal gates and legal vendor management. Service delivery standardises across units whilst maintaining distinct unit-level accountability. |

Skip before product-market fit: CS Maturity Model; Segmentation & Coverage Models; Event-Based Playbooks; Key Metrics.

The CS Ops Operating Model

Four pillars. Neglect any one and the system breaks.

PROCESS DESIGN          TECHNOLOGY & SYSTEMS
├─ Playbooks            ├─ CS Platform: Gainsight (Horizon AI, 2024+), ChurnZero,
├─ Workflows            │  Vitally; all support real-time ML scoring (2026)
├─ Escalation paths     ├─ Product analytics (Pendo, Amplitude)
├─ Governance           ├─ Support (Zendesk, Intercom)
├─ Swimlanes            ├─ Survey tools (NPS, CSAT; note: Delighted shut 30 Jun 2026)
└─ AI agents            └─ Data warehouse integration; reverse ETL (Hightouch, Census)

DATA & ANALYTICS        ENABLEMENT
├─ Health scores        ├─ CSM onboarding (2 weeks, not 2 months)
│  (ML-powered, real-time)  ├─ Playbook documentation
├─ Churn prediction     ├─ Tools training
│  (ML+NLP ensemble)    ├─ Certification on key processes
├─ Expansion scoring    ├─ Knowledge base
├─ Cohort analysis      └─ AI-assisted customer signal synthesis
└─ Team efficiency

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     │ <5% churn      │ Sales pipeline│ loops        │
└────────────┴──────────────┴────────────────┴───────────────┴──────────────┘

If you're Reactive: stop everything else and move to Defined first.

Health Score Framework

The single most important CS Ops tool. Composite scores with weighted dimensions:

HEALTH SCORE = Weighted average of 5 dimensions

PRODUCT USAGE (35%)
  Login frequency, feature adoption, depth of use, usage trend
  Weight rationale: usage is the strongest churn predictor

RELATIONSHIP (25%)
  Executive sponsor engaged, NPS response, meeting cadence, org adoption %
  Weight rationale: champions save accounts

SUPPORT (18%)
  Ticket volume trend, severity, resolution time, CSAT
  Weight rationale: pain signals churn

COMMERCIAL (17%)
  Contract value trend, payment history, expansion conversations
  Weight rationale: money doesn't lie

OUTCOMES (5%)
  Achieving st