Growth Loop Orchestrator

Other

Orchestrate growth loops across the skill portfolio by connecting usage, feedback, improvement, and adoption into self-reinforcing cycles. Use when designing growth strategies, optimizing skill adoption, creating viral loops, or building sustainable growth mechanisms.

Install

openclaw skills install growth-loop-orchestrator

Growth Loop Orchestrator

Overview

The growth-loop-orchestrator skill designs, implements, and optimizes growth loops across the skill portfolio. It connects usage, feedback, improvement, and adoption into self-reinforcing cycles that drive sustainable growth.

When to Use

Designing growth strategies for skills
Creating viral or referral loops
Optimizing skill adoption funnels
Building user engagement mechanisms
Planning portfolio growth initiatives
Analyzing growth metrics and loops
Troubleshooting growth stagnation
Designing network effects

Core Concepts

Growth Loop Types

Type	Mechanism	Example
`viral`	Users bring new users	Share results, invite others
`content`	Usage creates content	Public outputs, templates
`network`	More users = more value	Collaborative features
`engagement`	Usage drives more usage	Habits, streaks, rewards
`feedback`	Usage improves product	Learning from actions

Loop Components

Every growth loop has:

Input: Users, actions, or content entering the loop
Action: What users do within the loop
Output: Results that feed back into the loop
Conversion: How outputs become new inputs
Amplification: What makes the loop grow

Loop Metrics

Metric	Description	Target
`cycle_time`	Time for one loop iteration	< 7 days
`conversion_rate`	% that complete the loop	> 20%
`viral_coefficient`	New users per existing user	> 0.3
`retention`	% who continue looping	> 40%
`amplification`	Growth rate per cycle	> 10%

Input

Accepts:

Current growth metrics
User behavior data
Skill portfolio information
Target growth goals
Loop design parameters

Output

Produces:

Growth loop designs
Orchestration plans
Metric dashboards
Optimization recommendations
A/B test plans

Workflow

Designing a Growth Loop

Identify Core Value
- What value do users get?
- What can they share or create?
- What would others want?
Map User Journey
- Entry points
- Key actions
- Sharing moments
- Conversion paths
Design the Loop
- Input source
- Key action
- Output creation
- Distribution mechanism
- Conversion back to input
Add Amplification
- Incentives
- Friction reduction
- Network effects
- Social proof
Measure and Optimize
- Track loop metrics
- Identify bottlenecks
- Test improvements
- Scale what works

Analyzing Existing Loops

Map Current State
- Identify existing loops
- Measure current performance
- Find broken connections
Diagnose Issues
- Where do users drop off?
- What's blocking conversion?
- Where is friction highest?
Generate Solutions
- Fix broken connections
- Reduce friction
- Add amplification
Test and Validate
- A/B test changes
- Measure impact
- Iterate quickly

Commands

Design Growth Loop

./scripts/design-loop.sh --type viral --skill <name> [--output loop-design.md]

Analyze Current Loops

./scripts/analyze-loops.sh [--skill <name>] [--portfolio]

Optimize Loop Performance

./scripts/optimize-loop.sh --loop-id <id> [--target metric] [--test]

Track Growth Metrics

./scripts/track-metrics.sh [--skill <name>] [--dashboard] [--period 30d]

Generate Growth Report

./scripts/generate-report.sh --type loops|funnel|portfolio [--output report.md]

Simulate Loop

./scripts/simulate-loop.sh --design <file> [--cycles 10] [--users 1000]

Output Format

Growth Loop Design

# Growth Loop Design: [Name]

## Loop Type: Viral

## Loop Diagram

[New User] → [Use Skill] → [Create Output] → [Share] → [New User Sees] → [Try Skill] → [New User]


## Components

### Input
- Source: User creates content
- Volume: ~50 outputs/day
- Quality: High (user-generated)

### Action
- What: User shares output
- Where: Social, email, link
- Friction: Medium (requires action)

### Output
- Type: Sharable result
- Format: Image, link, export
- Value: Demonstrates skill capability

### Conversion
- Mechanism: View → Try
- Rate: 15% (target: 25%)
- Time: Within 24 hours

### Amplification
- Social proof: "X people used this"
- Incentive: Free credits for sharing
- Network: Collaborative features

## Metrics

| Metric | Current | Target |
|--------|---------|--------|
| Cycle Time | 3 days | 1 day |
| Conversion Rate | 15% | 25% |
| Viral Coefficient | 0.2 | 0.5 |
| Retention | 35% | 50% |

## Optimization Plan

### Immediate (This Week)
1. Add one-click sharing
2. Create shareable templates
3. Add social proof badges

### Near-term (This Month)
1. Implement referral rewards
2. Add collaboration features
3. Create public gallery

### Long-term (This Quarter)
1. Build network effects
2. Add team features
3. Create marketplace

## Success Criteria
- Viral coefficient > 0.5
- Cycle time < 24 hours
- 1000 new users/month from loop

Loop Performance Dashboard

{
  "dashboard": "growth-loops",
  "period": "2024-03-01 to 2024-03-31",
  "loops": [
    {
      "id": "viral-share",
      "name": "Viral Sharing Loop",
      "type": "viral",
      "metrics": {
        "cycle_time_hours": 48,
        "conversion_rate": 0.18,
        "viral_coefficient": 0.25,
        "retention_7d": 0.42,
        "amplification": 1.15
      },
      "status": "active",
      "health": "good",
      "bottleneck": "share_rate",
      "recommendation": "Add one-click sharing buttons"
    },
    {
      "id": "content-seo",
      "name": "Content SEO Loop",
      "type": "content",
      "metrics": {
        "cycle_time_days": 30,
        "conversion_rate": 0.05,
        "content_velocity": 12,
        "organic_growth": 1.08
      },
      "status": "active",
      "health": "fair",
      "bottleneck": "content_quality",
      "recommendation": "Improve output shareability"
    }
  ],
  "portfolio_summary": {
    "total_loops": 4,
    "active_loops": 3,
    "avg_viral_coefficient": 0.22,
    "monthly_growth_rate": 0.15
  }
}

Loop Patterns

Viral Loop Pattern

Use → Create → Share → View → Signup → Use

Keys: Easy sharing, valuable output, low friction signup

Content Loop Pattern

Use → Publish → Index → Search → View → Use

Keys: SEO-friendly, public by default, discoverable

Network Loop Pattern

Join → Invite → Collaborate → Value ↑ → More Invite

Keys: Collaboration value, invite incentives, team features

Engagement Loop Pattern

Use → Reward → Habit → Daily Use → Reward

Keys: Meaningful rewards, streaks, progress

Feedback Loop Pattern

Use → Feedback → Improve → Better Experience → Use

Keys: Easy feedback, fast iteration, visible improvements

Quality Rules

Design loops that add value, not just growth
Measure full loop, not just parts
Optimize for sustainable growth
Test before scaling
Monitor for gaming/abuse
Balance growth with quality

Good Trigger Examples

"Design a growth loop for this skill"
"How can we make this skill viral?"
"Analyze our current growth loops"
"What's blocking our growth?"
"Design a referral program"
"How can we increase user engagement?"
"Track our growth metrics"
"Optimize our conversion funnel"
"Create a network effect"

Limitations

Requires usage data for meaningful analysis
Growth loops take time to validate
Network effects need critical mass
Viral loops are hard to predict
Metrics can be gamed
Growth without value is unsustainable

Related Skills

learning-evolution - For iterating on loops
insight-tracker - For capturing growth insights
decision-distiller - For growth strategy decisions
skill-market-analyzer - For market-based growth

Resources

scripts/

design-loop.sh - Design new growth loops
analyze-loops.sh - Analyze existing loops
optimize-loop.sh - Optimize loop performance
track-metrics.sh - Track growth metrics
simulate-loop.sh - Simulate loop behavior

references/

Growth loop patterns
Viral mechanics
Network effect theory
Engagement design principles