skills/social-content/references/reverse-engineering.md
Instead of guessing what works, systematically analyze top-performing content in your niche and extract proven patterns.
Identify 10-20 creators in your space who consistently get high engagement:
Selection criteria:
Where to find them:
Gather 500-1000+ posts from your identified creators for analysis:
Tools:
Data to collect:
Sort and analyze the data to find patterns:
Quantitative analysis:
Qualitative analysis:
Questions to answer:
Document repeatable patterns you can use:
Hook patterns to codify:
Pattern: "I [unexpected action] and [surprising result]"
Example: "I stopped posting daily and my engagement doubled"
Why it works: Curiosity gap + contrarian
Pattern: "[Specific number] [things] that [outcome]:"
Example: "7 pricing mistakes that cost me $50K:"
Why it works: Specificity + loss aversion
Pattern: "[Controversial take]"
Example: "Cold outreach is dead."
Why it works: Pattern interrupt + invites debate
Format patterns:
CTA patterns:
Take proven patterns and make them yours with these voice principles:
"Smart friend who figured something out"
Specific > Vague
❌ "I made good revenue"
✅ "I made $47,329"
❌ "It took a while"
✅ "It took 47 days"
❌ "A lot of people"
✅ "2,847 people"
Short. Breathe. Land.
❌ "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."
✅ "I built wrong for 3 years.
Then I figured it out.
Focus on less.
Do it exceptionally well.
Everything changed."
Write from emotion
❌ "Here's what I learned about pricing"
✅ "I was terrified to raise my prices.
My hands were shaking when I sent the email.
Here's what happened..."
Bridge from engagement to business results:
Soft conversions:
Direct conversions:
1. Find what's already working (don't guess)
2. Extract the patterns (hooks, formats, CTAs)
3. Layer your authentic voice on top
4. Test and iterate based on your own data