I built an AI system that monitors 6 competitors and generates 15 client-ready posts every morning while I sleep.
I built an AI system that monitors 6 competitors and generates 15 client-ready posts every morning while I sleep.
The problem: Agencies spend 17 hours per week manually tracking competitors, extracting patterns, and adapting content. Most insights arrive too late to matter.
The solution: An automated pipeline that watches rivals 24/7 and repurposes winning content into brand-aligned assets. Here's the exact architecture:
Step 1: Competitor Intelligence Layer (Continuous)
  • Scrapes Newsletter, Reddit, LinkedIn, TikTok, Instagram, X
  • Pulls engagement metrics (likes, views, shares, comments)
  • Flags viral content above threshold (2x avg engagement)
  • Stores in Airtable with full context
Step 2: Pattern Extraction Engine (Every 6 hours)
  • AI analyzes viral posts for hook structure, body format, CTA type
  • Extracts psychological triggers and emotion vectors
  • Maps patterns to platform and funnel stage
  • Ranks by viral indicator score
Step 3: Transformation Cascade (Every morning at 6 AM)
  • Loads client brand voice, ICP, content DNA
  • Applies pattern to client positioning
  • Generates 15-20 variations across platforms
  • Outputs: LinkedIn thought leadership, X threads, IG Reels scripts, blog outlines
Step 4: Claude Command Center (On-demand)
  • Query: "Show me top 3 competitor trends this week"
  • Edit: "Rewrite this for MOFU stage"
  • Research: "Find 10 SEO-friendly angles on [keyword]"
  • Publish: Auto-posts or queues for review
Current metrics from live client:
  • 6 competitors tracked across 5 platforms
  • 234 content pieces analyzed in 30 days
  • 18 viral patterns extracted
  • 127 repurposed assets created
  • 5 hours per week freed for strategy
The system runs on n8n workflows + Claude + Airtable.
I'm testing this with 3 more social media agencies or marketing agencies in October. Drop a comment if you are interested in.
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Joonhyeok Ahn
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I built an AI system that monitors 6 competitors and generates 15 client-ready posts every morning while I sleep.
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