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Guides Next.js Cache Components and Partial Prerendering (PPR) with cacheComponents enabled. Implements 'use cache', cacheLife(), cacheTag(), revalidateTag(), static/dynamic optimization, and cache debugging.
Migrates code, prompts, and API calls from Claude Sonnet 4.0/4.5 or Opus 4.1 to Opus 4.5, updating model strings on Anthropic, AWS, GCP, Azure platforms.
Proposes cuts, reorganization, and simplification to improve document structure, clarity, and flow while preserving comprehension. Use for structural or editorial reviews.
Comprehensive framework for customer lifecycle management — from onboarding through expansion and renewal. Build health scores, predict churn, design intervention playbooks, and maximize net revenue retention.
customer-service-ticket-resolution)customer-service-knowledge-base)customer-service-support-metrics)| Stage | Duration | Key Objective | Primary Metric |
|---|---|---|---|
| Onboarding | Day 0-30 | Achieve first value milestone | Time-to-First-Value (TTFV) |
| Adoption | Day 30-90 | Embed into daily workflow | DAU/WAU ratio, feature breadth |
| Value Realization | Day 90-180 | Prove ROI to stakeholders | ROI documented, NPS score |
| Expansion | Day 180+ | Grow usage and spend | Expansion revenue, seat growth |
| Renewal | 90 days before renewal | Secure renewal commitment | Renewal rate, multi-year conversion |
| At-Risk | Any time | Prevent churn | Health score recovery, save rate |
| Churned | Post-cancellation | Learn and potentially win back | Churn reason analysis, win-back rate |
Composite score from 6 dimensions, weighted by predictive power:
| Dimension | Weight | Inputs | Score (0-10) | Weighted |
|---|---|---|---|---|
| Product Usage | 25% | DAU/WAU ratio, session duration, core feature adoption | ||
| Feature Adoption | 20% | % of purchased features actively used, depth of integration | ||
| Support Health | 15% | Ticket volume trend, CSAT on tickets, escalation frequency | ||
| Engagement | 15% | Executive sponsor activity, QBR attendance, community participation | ||
| Billing Health | 15% | Payment on time, no disputes, contract value trend | ||
| Sentiment | 10% | NPS/CSAT score, qualitative feedback, renewal intent signals | ||
| Total | 100% | /100 |
Health Bands:
| Band | Score | Action | Cadence |
|---|---|---|---|
| Healthy | 75-100 | Expansion focus | Monthly check-in |
| Neutral | 50-74 | Monitor closely | Bi-weekly check-in |
| At-Risk | 25-49 | Intervention playbook | Weekly check-in |
| Critical | 0-24 | Executive escalation | Daily engagement |
TTFV Targets by Segment:
| Segment | TTFV Target | Definition of "First Value" |
|---|---|---|
| Self-Serve / SMB | <24 hours | User completes core action |
| Mid-Market | <14 days | Team workflow operational |
| Enterprise | <30 days | Department-level adoption |
| Signal | Severity | Detection Method |
|---|---|---|
| Login frequency drops >30% WoW | High | Product analytics |
| Executive sponsor leaves company | Critical | LinkedIn monitoring, CRM update |
| Support ticket volume spikes 3x | High | Support system alerts |
| NPS score drops below 6 | Medium | Survey results |
| Payment failure / dispute | High | Billing system alerts |
| Feature adoption plateaus at <30% | Medium | Usage analytics |
| No engagement with CSM for 30+ days | Medium | CRM activity tracking |
| Competitor evaluation signals | Critical | Sales intel, community mentions |
Yellow (Score 25-49):
Red (Score 0-24):
| Signal | Motion | Timing |
|---|---|---|
| Usage hitting >80% of limits | Upsell (higher tier) | When 70% capacity reached |
| Team requesting adjacent features | Cross-sell (add-on module) | During QBR or feature request |
| New department asking for access | Land & expand (new business unit) | When internal referral surfaces |
| Multi-year renewal discussion | Upsell (commitment discount) | 90 days before renewal |
| Champion promoted to exec role | Strategic expand | Within 30 days of role change |
## Quarterly Business Review — [Customer] — Q[X] [Year]
### 1. Value Delivered (15 min)
- Key metrics achieved vs. goals
- ROI quantification
- Success stories / wins
### 2. Product Roadmap Alignment (10 min)
- Upcoming features relevant to customer
- Customer feedback incorporated into roadmap
### 3. Usage & Adoption Review (10 min)
- Health score trend
- Adoption metrics by team/department
- Areas for improvement
### 4. Strategic Planning (15 min)
- Customer's upcoming priorities
- How we can support their goals
- Expansion opportunities
### 5. Action Items (10 min)
- Owner + deadline for each item
- Next QBR date
# At-Risk Account Brief — [Customer Name]
**Health Score:** [X]/100 (Band: [Critical/At-Risk])
**ARR:** $[X] | **Contract Renewal:** [Date]
**CSM:** [Name] | **Escalation Owner:** [Name]
## Risk Summary
- **Primary risk factor:** [description]
- **Duration of decline:** [X weeks/months]
- **Churn probability:** [High/Medium] based on [data points]
## Timeline of Decline
| Date | Event | Health Impact |
|------|-------|--------------|
| | | |
## Intervention Plan
| Action | Owner | Deadline | Status |
|--------|-------|----------|--------|
| | | | |
## Save / Loss Outcome
- **Outcome:** [Saved / Churned / Downgraded]
- **Root cause:** [...]
- **Lesson learned:** [...]
revenue-operations (NRR alignment), analytics-tracking (instrumentation for health scoring)