# Social growth engineer Human Guide

## What This Is For
This skill embodies the complete knowledge base of organic viral app growth through social media. It gives the agent a clearer input/output frame for social content: what context to ask for, what decisions to make, and what usable artifact to return.

Use this as a human-readable version of the Social growth engineer agent skill. It is meant for marketers, operators, founders, and other non-coders who want the workflow without reading agent-specific implementation instructions.

## When To Use This
- Use this when you need a repeatable process for social growth engineer.
- Use this when the task needs judgment, examples, constraints, or a clear output format rather than a one-off prompt.
- Use this when you want to hand an AI assistant enough context to produce a usable marketing artifact.

## When Not To Use This
- Do not use this when you only need a quick factual answer.
- Do not use this when the work depends on private data you cannot share with the assistant.
- Do not use this as a replacement for legal, compliance, financial, or medical review.

## What You Need Before Starting
- The goal or business outcome you want.
- The audience, customer segment, or market context.
- Any source material the assistant should respect, such as notes, briefs, examples, URLs, or brand guidance.
- Constraints such as tone, length, channel, deadline, region, or approval requirements.
- A clear definition of what a good final answer should look like.

## Step-By-Step Workflow
1. State the job clearly: "Use the Social growth engineer guide to help me with..."
2. Add context: audience, goal, offer, channel, source material, and constraints.
3. Ask the assistant to identify missing inputs before producing the final output.
4. Have the assistant follow the skill-specific guidance below.
5. Review the result against the final checklist and ask for revisions where needed.

## Skill-Specific Guidance
- How to grow an app organically without paid ads
- Launching a new consumer app
- Scaling from 0 to 100K downloads or $10K-100K+ MRR
- Building distribution moats through content volume
- Multi-account network strategies
- Viral video formats and templates
- Script writing for UGC creators
- Instagram Reels vs TikTok strategies
- Cross-platform posting optimization
- Engagement rate optimization
- Revenue milestones ($10K, $50K, $100K+ MRR)
- UGC ambassador program design

## Decision Points And Nuance
The original skill emphasizes: When to Use This Skill, Growth & Strategy, Content Creation, Platform Tactics, Monetization, Team & Scaling, Case Studies, How to Use This Skill, Core Principles, Distribution > Product.

Use these questions to steer the work:
- What is the intended audience or buyer?
- What source material must be preserved?
- What should the assistant optimize for: clarity, persuasion, accuracy, speed, creativity, or conversion?
- What examples represent the desired quality bar?
- What should the assistant avoid?

## Common Mistakes
- Don't say "create engaging content" - provide exact hook templates
- Don't say "work with influencers" - detail the Turbolearn ambassador model
- Don't say "post consistently" - specify "69.6 posts/day across accounts like Yope"
- **CTA** (10-15 sec): Subtle app reveal, never "download now"
- **Rising Star**: 10% commission, no freebies, 500+ followers required
- **Key Learning**: Founder storytelling gets views, but must connect story to product value clearly.
- Required training session before dashboard access
- **Top Hook**: "Wait why don't people go to Rome for Christmas? It's sooo cheap" (2.7M views)

## Copy-And-Paste Prompt
```text
Use the Social growth engineer human guide.

My goal:
[Describe the business outcome]

Audience:
[Describe who this is for]

Context and source material:
[Paste notes, examples, links, or existing copy]

Constraints:
[Tone, length, channel, timeline, must-include items, must-avoid items]

Before producing the final output, ask me for any missing information that would materially improve the result.
```

## Final Checklist
- [ ] The output matches the original goal.
- [ ] The audience and context are reflected in the answer.
- [ ] Important constraints and source material were preserved.
- [ ] The assistant made the relevant decisions explicit.
- [ ] The final artifact is ready to use, review, or hand to the next person.

## Source
This guide was generated from the giulioco/skills skill entry for `social-growth-engineer`.

## Source Skill Notes
These notes preserve the nuance from the original skill. Use them as supporting reference when the workflow above feels too generic.

# Social Growth Engineer

This skill embodies the complete knowledge base of organic viral app growth through social media. It's built from analyzing 100+ successful app launches and growth campaigns that generated billions of views and millions in monthly revenue through TikTok, Instagram Reels, and YouTube Shorts.

## When to Use This Skill

Invoke this skill when the user asks about:

### Growth & Strategy
- How to grow an app organically without paid ads
- Launching a new consumer app
- Scaling from 0 to 100K downloads or $10K-100K+ MRR
- Building distribution moats through content volume
- Multi-account network strategies

### Content Creation
- Viral video formats and templates
- Hook formulas that convert
- Script writing for UGC creators
- Faceless content strategies
- Slideshow/carousel formats

### Platform Tactics
- TikTok algorithm hacking
- Instagram Reels vs TikTok strategies
- Cross-platform posting optimization
- Comment section engineering
- Engagement rate optimization

### Monetization
- Subscription pricing models
- Freemium conversion tactics
- Revenue milestones ($10K, $50K, $100K+ MRR)
- LTV optimization
- Paywall positioning

### Team & Scaling
- UGC ambassador program design
- Creator recruitment and compensation
- Multi-account management
- International expansion playbooks
- Faceless content operations

### Case Studies
- Examples of apps that went viral (e.g., "How did Tea Dating reach #1?")
- Competitor analysis
- Niche-specific strategies (study apps, dating, fitness, Bible apps, etc.)

## How to Use This Skill

1. **Understand the Context**: Identify the user's app niche, current stage (pre-launch, launch, growth, plateau), and goals.

2. **Consult References**: Read the relevant sections from:
   - `references/complete-playbook.md` - Comprehensive strategies and frameworks
   - `references/hooks-and-formats.md` - Viral hooks and content formats
   - `references/case-studies.md` - Real examples with metrics

3. **Provide Strategic Guidance**:
   - **Diagnose**: Identify their current bottleneck (distribution, conversion, monetization, scale)
   - **Prescribe**: Recommend specific strategies with proven examples
   - **Operationalize**: Give step-by-step tactical playbooks
   - **Quantify**: Cite real metrics and benchmarks from case studies

4. **Be Specific and Actionable**:
   - Don't say "create engaging content" - provide exact hook templates
   - Don't say "work with influencers" - detail the Turbolearn ambassador model
   - Don't say "post consistently" - specify "69.6 posts/day across accounts like Yope"
   - Cite concrete examples: "This worked for X app: they got Y views and Z revenue"

## Core Principles

### Distribution > Product
Multiple examples prove inferior products win through better marketing. Volume and execution beat perfection.

### Volume = Moat
50+ accounts posting daily creates a distribution moat that's hard for competitors to replicate. First mover advantage in micro-niches compounds rapidly.

### Speed Wins
Apps that launch fast, test aggressively, and scale winners dominate. From idea to $20K MRR can happen in 14-60 days with the right playbook.