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Get Started Free →Builds growth loops into products from day 1 using YC playbook (Gustaf Alstromer), Casey Winters growth frameworks, and Elena Verna's retention-first approach. Use when adding viral mechanics, instrumenting analytics, creating referral systems, or optimizing for retention over acquisition.
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-10 | ✗→✓ | ▲ Improved | 81% | 0% |
| case-01 | ✓→✓ | = Same ✓ | 17% | 0% |
| case-02 | ✓→✓ | = Same ✓ | 62% | 0% |
| case-03 | ✓→✓ | = Same ✓ | 82% | 0% |
| case-04 | ✓→✓ | = Same ✓ | 99% | 0% |
Claude uses this skill when:
The Three Growth Levers:
📈 Acquisition - How users discover you 🎯 Activation - First value experience 🔁 Retention - Users coming back
Priority Order: > "Retention first, activation second, acquisition last. Don't acquire users you can't retain."
Growth Loops:
User gets value → Shares with others → New users → Cycle repeatsExamples:
Types:
Direct Network Effects:
Data Network Effects:
Platform Network Effects:
Double-Sided Incentive:
Referrer gets: [benefit]
Referred gets: [benefit]
Both win: [shared value]Tracking:
javascript// Referral flow generateReferralLink(user) { const link = `app.com/ref/${user.id}`; track('referral_link_generated', { userId: user.id }); return link; } // Attribution onSignup(referralCode) { const referrer = getUserByRefCode(referralCode); track('referral_signup', { referrer: referrer.id, referred: newUser.id }); giveReward(referrer); giveReward(newUser); }
Time to Value: > "Get users to 'aha moment' as fast as possible"
Activation Milestones:
Measure:
Activation Rate = (Users who reached value) / (Total signups)NEW FEATURE
│
├─ Can users share this? ──────YES──→ ADD SHARE FUNCTIONALITY
│ NO ↓
│
├─ Creates network effects? ───YES──→ OPTIMIZE FOR VIRAL LOOPS
│ NO ↓
│
├─ First-time experience? ─────YES──→ OPTIMIZE ACTIVATION
│ NO ↓
│
├─ Repeat usage? ──────────────YES──→ INSTRUMENT RETENTION TRACKING
│ NO ↓
│
└─ STANDARD FEATURE ←──────────────────┘
(Still track basic analytics)markdown# Referral Feature ## Incentive Structure - **Referrer gets:** [reward] - **Referred gets:** [reward] - **Both benefit:** [shared value] ## Implementation
// Generate referral link const link = generateReferralLink(user);
// Track shares track('referral_shared', { channel: 'email', 'social', 'link'], userId: user.id });
// Track conversions track('referral_converted', { referrerId: referrer.id, referredId: newUser.id, timeToConversion: timestamp });
// Reward both giveReward(referrer, 'storage_upgrade'); giveReward(newUser, 'welcome_bonus');
## Metrics
- Link generation rate
- Share rate
- Conversion rate (clicked → signed up)
- Activation rate (signed up → activated)
- K-factor (viral coefficient)markdown# Activation Optimization ## Time to Value - Target: <[X] minutes - Current: [Y] minutes ## Activation Funnel 1. **Signup** (100% of signups) 2. **Profile Setup** ([X]%) 3. **First Action** ([X]%) 4. **Aha Moment** ([X]%) 5. **Habit Formation** ([X]%) ## Drop-off Points - Biggest drop-off: [identify] - Why: [hypothesis] - Fix: [solution] ## Implementation
// Track activation milestones track('activation_milestone', { milestone: 'profile_complete', userId: user.id, timeToComplete: seconds });
// Identify where users drop off if (!completedSetup(user, 24hours)) { sendReminderEmail(user); }
markdown# Growth Metrics Dashboard ## Acquisition - New signups: [X per day] - Channels: [organic, referral, paid] - Cost per acquisition: [$X] ## Activation - Activation rate: [X]% - Time to first value: [X] minutes - Drop-off point: [step in funnel] ## Retention - Day 1: [X]% - Day 7: [X]% - Day 30: [X]% - Retention curve: [improving / flat / declining] ## Referral - K-factor: [X] (viral coefficient) - Referral rate: [X]% of users refer - Conversion rate: [X]% of referred sign up ## Implementation
// Track key events track('user_activated', { userId, timestamp }); track('user_retained_day7', { userId, timestamp }); track('referral_sent', { referrerId, channel });
Acquisition:
Activation:
Retention:
Analytics:
Incentive:
Result: 35% of signups from referrals
Time to Value:
Result: 90%+ retention
Growth Loop:
Result: Viral growth in teams
Problem: Leaky bucket - users leave as fast as they join Fix: Fix retention first, then acquire
Problem: Every user requires paid acquisition Fix: Build sharing into core features
Problem: Users drop off before seeing value Fix: Get to aha moment in < 5 minutes
Gustaf Alstromer: > "Retention first, activation second, acquisition last. Don't pour water into a leaky bucket."
Casey Winters: > "The best growth loops are built into the product, not bolted on."
Elena Verna: > "Acquisition is a tax on poor retention."
Other measured skills in the registry, with their headline benchmark lift.