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Create, repurpose, and schedule platform-specific social media content for LinkedIn, Twitter/X, Instagram, and TikTok
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references/reverse-engineering.md
1# Reverse Engineering Viral Content23Instead of guessing what works, systematically analyze top-performing content in your niche and extract proven patterns.45## Contents6- The 6-Step Framework (Niche ID, Scrape, Analyze, Playbook, Layer Voice, Convert)7- The Formula8- Reverse Engineering Checklist910## The 6-Step Framework1112### 1. NICHE ID — Find Top Creators1314Identify 10-20 creators in your space who consistently get high engagement:1516**Selection criteria:**17- Posting consistently (3+ times/week)18- High engagement rate relative to follower count19- Audience overlap with your target market20- Mix of established and rising creators2122**Where to find them:**23- LinkedIn: Search by industry keywords, check "People also viewed"24- Twitter/X: Check who your target audience follows and engages with25- Use tools like SparkToro, Followerwonk, or manual research26- Look at who gets featured in industry newsletters2728### 2. SCRAPE — Collect Posts at Scale2930Gather 500-1000+ posts from your identified creators for analysis:3132**Tools:**33- **Apify** — LinkedIn scraper, Twitter scraper actors34- **Phantom Buster** — Multi-platform automation35- **Export tools** — Platform-specific export features36- **Manual collection** — For smaller datasets, copy/paste into spreadsheet3738**Data to collect:**39- Post text/content40- Engagement metrics (likes, comments, shares, saves)41- Post format (text-only, carousel, video, image)42- Posting time/day43- Hook/first line44- CTA used45- Topic/theme4647### 3. ANALYZE — Extract What Actually Works4849Sort and analyze the data to find patterns:5051**Quantitative analysis:**52- Rank posts by engagement rate53- Identify top 10% performers54- Look for format patterns (do carousels outperform?)55- Check timing patterns (best days/times)56- Compare topic performance5758**Qualitative analysis:**59- What hooks do top posts use?60- How long are high-performing posts?61- What emotional triggers appear?62- What formats repeat?63- What topics consistently perform?6465**Questions to answer:**66- What's the average length of top posts?67- Which hook types appear most in top 10%?68- What CTAs drive most comments?69- What topics get saved/shared most?7071### 4. PLAYBOOK — Codify Patterns7273Document repeatable patterns you can use:7475**Hook patterns to codify:**76```77Pattern: "I [unexpected action] and [surprising result]"78Example: "I stopped posting daily and my engagement doubled"79Why it works: Curiosity gap + contrarian8081Pattern: "[Specific number] [things] that [outcome]:"82Example: "7 pricing mistakes that cost me $50K:"83Why it works: Specificity + loss aversion8485Pattern: "[Controversial take]"86Example: "Cold outreach is dead."87Why it works: Pattern interrupt + invites debate88```8990**Format patterns:**91- Carousel: Hook slide → Problem → Solution steps → CTA92- Thread: Hook → Promise → Deliver → Recap → CTA93- Story post: Hook → Setup → Conflict → Resolution → Lesson9495**CTA patterns:**96- Question: "What would you add?"97- Agreement: "Agree or disagree?"98- Share: "Tag someone who needs this"99- Save: "Save this for later"100101### 5. LAYER VOICE — Apply Direct Response Principles102103Take proven patterns and make them yours with these voice principles:104105**"Smart friend who figured something out"**106- Write like you're texting advice to a friend107- Share discoveries, not lectures108- Use "I found that..." not "You should..."109- Be helpful, not preachy110111**Specific > Vague**112```113❌ "I made good revenue"114✅ "I made $47,329"115116❌ "It took a while"117✅ "It took 47 days"118119❌ "A lot of people"120✅ "2,847 people"121```122123**Short. Breathe. Land.**124- One idea per sentence125- Use line breaks liberally126- Let important points stand alone127- Create rhythm: short, short, longer explanation128129```130❌ "I spent three years building my business the wrong way before I finally realized that the key to success was focusing on fewer things and doing them exceptionally well."131132✅ "I built wrong for 3 years.133134Then I figured it out.135136Focus on less.137Do it exceptionally well.138139Everything changed."140```141142**Write from emotion**143- Start with how you felt, not what you did144- Use emotional words: frustrated, excited, terrified, obsessed145- Show vulnerability when authentic146- Connect the feeling to the lesson147148```149❌ "Here's what I learned about pricing"150151✅ "I was terrified to raise my prices.152153My hands were shaking when I sent the email.154155Here's what happened..."156```157158### 6. CONVERT — Turn Attention into Action159160Bridge from engagement to business results:161162**Soft conversions:**163- Newsletter signups in bio/comments164- Free resource offers in follow-up comments165- DM triggers ("Comment X and I'll send you...")166- Profile visits → optimized profile with clear CTA167168**Direct conversions:**169- Link in comments (not post body on LinkedIn)170- Contextual product mentions within valuable content171- Case study posts that naturally showcase your work172- "If you want help with this, DM me" (sparingly)173174---175176## The Formula177178```1791. Find what's already working (don't guess)1802. Extract the patterns (hooks, formats, CTAs)1813. Layer your authentic voice on top1824. Test and iterate based on your own data183```184185## Reverse Engineering Checklist186187- [ ] Identified 10-20 top creators in niche188- [ ] Collected 500+ posts for analysis189- [ ] Ranked by engagement rate190- [ ] Documented top 10 hook patterns191- [ ] Documented top 5 format patterns192- [ ] Documented top 5 CTA patterns193- [ ] Created voice guidelines (specificity, brevity, emotion)194- [ ] Built template library from patterns195- [ ] Set up tracking for your own content performance196