retention-cohortslisted
Install: claude install-skill Ingramradical235/anty-framework
# Retention & Cohort Analysis
## When to Apply
- Measuring product-market fit
- Deciding whether to invest in growth vs product improvement
- When the founder asks "do we have PMF?"
- When retention data is available from integrations
- Quarterly PMF reassessment
## Core Framework
### Three Definitions (Set During Onboarding)
Before any retention measurement, guide the founder to define:
1. **Cohort grouping** — How new users are grouped
- Weekly: daily-use products
- Monthly: utility products
- Quarterly: infrequent-use products (travel, tax)
2. **Active action** — What counts as "active." Must reflect genuine value delivery.
- Ask: "Imagine watching a customer use your product. What moment tells you they're genuinely getting value?"
- B2B SaaS: "completed a core workflow"
- Consumer: "engaged with 3+ pieces of content"
- Marketplace: "completed a transaction"
3. **Time granularity** — How often users should ideally use the product. Cross-check against chosen action for consistency.
### Triangle Chart (Cohort Retention Table)
```
Week 0 Week 1 Week 2 Week 3 Week 4 Week 5
Jan 100% 62% 45% 38% 35% 34% <- flattening
Feb 100% 58% 41% 33% 31% ...
Mar 100% 65% 50% 42% ...
Apr 100% 71% 55% ... <- improving
```
### Curve Shape Analysis (Most Important Insight)
Analyze SHAPE, not absolute numbers:
| Curve Shape | PMF Signal | Agent Ac