📊 LinkedIn Post Performance Prediction

AI-powered analysis based on YOUR engagement patterns

📈 Your Historical Performance Patterns

{{user_patterns}}
      

📝 Your Draft Post

{{draft_post}}
      

🎯 AI PERFORMANCE ANALYSIS

{{post_analysis}}
      

✅ Next Steps:

Apply Quick Wins - Start with the 3 easiest improvements
Copy Optimized Version - Use the fully rewritten post above
Schedule & Post - Best times based on your audience
Track Results - Compare actual vs. predicted performance
Learn & Iterate - Run this analyzer before every post!

🚀 Ready to get 3x more engagement?

Use the optimized version above and watch your post perform!

``` - **Format**: HTML 4. Click **Save** --- ## **STEP 9: SAVE TO FILE (OPTIONAL)** 1. Click **"+"** 2. Select **"💾 Save To File"** 3. Configure: - **Content**: ``` LINKEDIN POST PERFORMANCE PREDICTION REPORT =========================================== YOUR ENGAGEMENT PATTERNS: {{user_patterns}} YOUR DRAFT POST: {{draft_post}} AI ANALYSIS & IMPROVEMENTS: {{post_analysis}} =========================================== Generated by LinkedIn Post Predictor Agent ``` - **Filename**: `linkedin-post-analysis.txt` 4. Click **Save** --- ## **YOUR WORKFLOW SHOULD LOOK LIKE:** ``` 1. Get User Input (linkedin_url) 2. Get LinkedIn Profile Details (user_profile) 3. Get LinkedIn Activity (past_posts) 4. Generate Content (user_patterns) 5. Get User Input (draft_post) 6. Generate Content (post_analysis) 7. Show User Output 8. Save To File (optional) ``` --- ## **NOW TEST IT! 🧪** Click **"Run"** and use this test data: ### **Test Input 1 - LinkedIn Profile URL:** Use ANY public LinkedIn profile. Try: ``` https://www.linkedin.com/in/satyanadella/ ``` OR ``` https://www.linkedin.com/in/williamhgates/ ``` OR your own profile! --- ### **Test Input 2 - Draft Post:** Copy-paste this example: ``` I've been thinking a lot about AI lately. It's changing everything in marketing. Companies that don't adapt will fall behind. What do you think about AI in your industry? #AI #Marketing #Technology ``` --- ## **EXPECTED OUTPUT (in 2-3 minutes):** You should get a **STUNNING report** with: ✅ **Historical Patterns Analysis** - What hooks work for this person - Optimal post length - Best hashtag usage - Engagement benchmarks ✅ **Overall Score**: e.g., **54/100** ⚠️ ✅ **Breakdown Scores**: - Hook Strength: 12/20 - Content Structure: 8/20 - Engagement Triggers: 11/20 - Length & Readability: 13/20 - Hashtags & Emojis: 5/10 - Authenticity: 5/10 ✅ **5 Specific Improvements** with BEFORE/AFTER: ``` IMPROVEMENT 1: Hook Strength BEFORE: "I've been thinking a lot about AI lately." AFTER: "I just realized 87% of marketers are using AI wrong. Here's what they're missing:" Why this works: Creates curiosity gap + specific stat ``` ✅ **Predicted Performance**: ``` Current Draft: - Predicted Likes: 15-30 - Predicted Comments: 2-5 - Viral Potential: Low After Improvements: - Predicted Likes: 80-150 (↑ 433%) - Predicted Comments: 15-25 (↑ 400%) - Viral Potential: High ``` ✅ **Fully Optimized Version** - Complete rewrite ready to copy-paste! ✅ **Quick Wins** - 3 easiest changes to make NOW --- ## **TROUBLESHOOTING:** ❌ **Error: "LinkedIn profile not accessible"** **FIX:** - Use a PUBLIC LinkedIn profile (not private) - Make sure URL is complete: `https://www.linkedin.com/in/username/` - Try a famous CEO's profile for testing --- ❌ **Error: "Get LinkedIn Activity failed"** **FIX:** - Some profiles have private activity - Try a different public figure - OR skip Step 3-4 and simplify to just analyze the draft post generically **Simplified Version (if LinkedIn API issues):** 1. Skip Steps 2-4 2. In Step 5 (draft input), also ask: "Describe your typical LinkedIn style" 3. In Step 6, adjust prompt to use their self-described style --- ❌ **Error: "Score not showing"** **FIX:** - Make sure Step 6 (Generate Content) has enough tokens (3500+) - Make sure model is Claude Sonnet 4 --- ## **MAKE IT EVEN BETTER:** ### **BONUS: Add Real-Time Comparison** After Step 6, add: - **Search Results** - Search LinkedIn for recent viral posts in their niche - **Generate Content** - Compare draft against current viral posts ### **BONUS: Add A/B Testing** After Step 6, add: - **Generate Content** - Create 3 different versions (conservative, moderate, bold) - User picks which to test ### **BONUS: Add Scheduling Optimization** Add: - **Get User Input** - "What timezone are you in?" - **Generate Content** - Suggest best posting times based on their audience --- ## **ALTERNATIVE TEST DATA (If First Doesn't Work):** ### **Simpler Test:** **Profile URL:** ``` https://www.linkedin.com/in/jeffweiner08/ ``` **Draft Post:** ``` Just finished an amazing project with my team. We learned so much about collaboration and innovation. Proud of what we built together! What's your team working on? #teamwork #leadership

LinkedIn Content Performance Predictor + Auto-Optimizer

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