growth-embedded（嵌入增长）

Growth-First Development

When This Skill Activates

Claude uses this skill when:

• Building features that could have viral mechanics
• Adding referral or sharing functionality
• Implementing analytics and tracking
• Designing for network effects
• Optimizing for activation and retention

Core Frameworks

1. YC Growth Playbook (Source: Gustaf Alstromer, Partner at YC)

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 repeats

Examples:

• Dropbox: More storage for referrals
• Superhuman: Invite-only creates FOMO
• Notion: Shared docs bring collaborators

2. Network Effects Patterns

Types:

Direct Network Effects:

• More users = more value for all
• Example: Social networks, marketplaces

Data Network Effects:

• More usage = smarter product
• Example: Recommendations, AI features

Platform Network Effects:

• More developers = more integrations
• Example: Shopify apps, Zapier

3. Referral Mechanics

Double-Sided Incentive:

Referrer gets: [benefit]
Referred gets: [benefit]
Both win: [shared value]

Tracking:

// 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);
}

4. Activation Optimization

Time to Value:

"Get users to 'aha moment' as fast as possible"

Activation Milestones:

1. Signup complete
2. Setup complete
3. First value delivered
4. Habit formed

Measure:

Activation Rate = (Users who reached value) / (Total signups)

Decision Tree: Growth Feature

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)

Action Templates

Template 1: Referral System

# 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)

Template 2: Activation Flow

# 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); }

Template 3: Growth Analytics

# 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 });

Quick Reference

🚀 Growth Checklist

Acquisition:

• [ ] Referral system implemented
• [ ] Viral loops identified
• [ ] Share buttons prominent

Activation:

• [ ] Time to value < 5 minutes
• [ ] Onboarding optimized
• [ ] Aha moment clear

Retention:

• [ ] Usage triggers implemented
• [ ] Email/push notifications
• [ ] Habit formation designed

Analytics:

• [ ] Cohort retention tracking
• [ ] Funnel analysis
• [ ] Attribution tracking

Real-World Examples

Example 1: Dropbox Referral

Incentive:

• Referrer: +500MB storage
• Referred: +500MB storage
• Both win: More space

Result: 35% of signups from referrals

Example 2: Superhuman Activation

Time to Value:

• < 2 minutes to first email sent
• Guided onboarding
• Keyboard shortcuts taught early

Result: 90%+ retention

Example 3: Notion Network Effects

Growth Loop:

• User creates doc → Shares with team → Team joins Notion → Creates more docs → Cycle repeats

Result: Viral growth in teams

Common Pitfalls

❌ Mistake 1: Optimizing Acquisition Before Retention

Problem: Leaky bucket - users leave as fast as they join Fix: Fix retention first, then acquire

❌ Mistake 2: No Viral Mechanics

Problem: Every user requires paid acquisition Fix: Build sharing into core features

❌ Mistake 3: Slow Activation

Problem: Users drop off before seeing value Fix: Get to aha moment in < 5 minutes

Related Skills

• zero-to-launch - For building growth into MVP
• metrics-frameworks - For measuring growth metrics
• exp-driven-dev - For A/B testing growth features
• user-feedback-system - For improving retention

Key Quotes

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."

Further Learning

• references/yc-growth-playbook.md - Complete YC growth frameworks
• references/referral-examples.md - Successful referral programs
• references/activation-patterns.md - Onboarding best practices
• references/retention-strategies.md - Building habit-forming products