Reverse Engineering

reverse-engineering.md

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Reverse Engineering Viral Content

Instead of guessing what works, systematically analyze top-performing content in your niche and extract proven patterns.

The 6-Step Framework (Niche ID, Scrape, Analyze, Playbook, Layer Voice, Convert)
The Formula
Reverse Engineering Checklist

The 6-Step Framework

1. NICHE ID — Find Top Creators

Identify 10-20 creators in your space who consistently get high engagement:

Selection criteria:

Posting consistently (3+ times/week)
High engagement rate relative to follower count
Audience overlap with your target market
Mix of established and rising creators

Where to find them:

LinkedIn: Search by industry keywords, check "People also viewed"
Twitter/X: Check who your target audience follows and engages with
Use tools like SparkToro, Followerwonk, or manual research
Look at who gets featured in industry newsletters

2. SCRAPE — Collect Posts at Scale

Gather 500-1000+ posts from your identified creators for analysis:

Tools:

Apify — LinkedIn scraper, Twitter scraper actors
Phantom Buster — Multi-platform automation
Export tools — Platform-specific export features
Manual collection — For smaller datasets, copy/paste into spreadsheet

Data to collect:

Post text/content
Engagement metrics (likes, comments, shares, saves)
Post format (text-only, carousel, video, image)
Posting time/day
Hook/first line
CTA used
Topic/theme

3. ANALYZE — Extract What Actually Works

Sort and analyze the data to find patterns:

Quantitative analysis:

Rank posts by engagement rate
Identify top 10% performers
Look for format patterns (do carousels outperform?)
Check timing patterns (best days/times)
Compare topic performance

Qualitative analysis:

What hooks do top posts use?
How long are high-performing posts?
What emotional triggers appear?
What formats repeat?
What topics consistently perform?

Questions to answer:

What's the average length of top posts?
Which hook types appear most in top 10%?
What CTAs drive most comments?
What topics get saved/shared most?

4. PLAYBOOK — Codify Patterns

Document repeatable patterns you can use:

Hook patterns to codify:

Format patterns:

Carousel: Hook slide → Problem → Solution steps → CTA
Thread: Hook → Promise → Deliver → Recap → CTA
Story post: Hook → Setup → Conflict → Resolution → Lesson

CTA patterns:

Question: "What would you add?"
Agreement: "Agree or disagree?"
Share: "Tag someone who needs this"
Save: "Save this for later"

5. LAYER VOICE — Apply Direct Response Principles

Take proven patterns and make them yours with these voice principles:

"Smart friend who figured something out"

Write like you're texting advice to a friend
Share discoveries, not lectures
Use "I found that..." not "You should..."
Be helpful, not preachy

Specific > Vague

Short. Breathe. Land.

One idea per sentence
Use line breaks liberally
Let important points stand alone
Create rhythm: short, short, longer explanation

Write from emotion

Start with how you felt, not what you did
Use emotional words: frustrated, excited, terrified, obsessed
Show vulnerability when authentic
Connect the feeling to the lesson

6. CONVERT — Turn Attention into Action

Bridge from engagement to business results:

Soft conversions:

Newsletter signups in bio/comments
Free resource offers in follow-up comments
DM triggers ("Comment X and I'll send you...")
Profile visits → optimized profile with clear CTA

Direct conversions:

Link in comments (not post body on LinkedIn)
Contextual product mentions within valuable content
Case study posts that naturally showcase your work
"If you want help with this, DM me" (sparingly)

The Formula