Automated Competitor Monitoring for E-commerce Brands by Israel ChinwubaAutomated Competitor Monitoring for E-commerce Brands by Israel Chinwuba

Automated Competitor Monitoring for E-commerce Brands

Israel Chinwuba

Israel Chinwuba

UGC Ad Intelligence — Automated Competitor Monitoring & Creative Strategy

If your creative strategy is "looking at what looks cool," you're burning money. Most e-commerce brands spend 80% of their time making ads that fail because they don't understand the HOOKS that are actually working for their competitors. In 2026, the brand with the most data on creative performance wins the auction every time.
Scrolling the Facebook Ad Library once a week isn't a strategy; it's a chore. I build Intelligence Pipelines that scrape, classify, and analyze thousands of competitor ads 24/7. I use AI to deconstruct "Winning" creatives into their component parts (Hook, Angle, Format) so you can replicate their success with 100% precision.

🚀 What I Built

I developed a 3-phase UGC Intelligence system that automates competitor research and generates data-backed creative briefs for e-commerce brands.

⚙️ How It Was Made

I engineered a pipeline using n8n to orchestrate Apify scrapers (Meta Ad Library). I utilized Gemini 3.0 Flash to analyze ad performance characteristics (identifying ads running 7+ days) and deconstruct their scripts. The system then compares competitor data against the client's own ad performance in Airtable to generate weekly strategy reports with exact hook scripts.

💎 Impact & Results

- 3 Actionable Briefs generated every Sunday, including hook scripts and creator instructions.
- 100% Automation of competitor monitoring—eliminating 5+ hours of manual research weekly.
- Data-Backed Strategy: Creative decisions based on actual competitor "Winners" (ads with high 7-day spend).
- Higher Ad ROI: Targeting creative gaps identified by AI analysis.

👥 Who This Is For

- DTC Performance Marketers needing a consistent stream of new creative angles.
- E-commerce Founders spending $10K+/mo on social ads.
- UGC Agencies wanting to provide "Intelligence-as-a-Service" to their clients.

🛠️ Tech Stack

- Orchestration: n8n
- Scraping: Apify (Meta Ad Library)
- AI Analysis: Gemini 2.0 Flash / 2.5 Flash
- Database: Airtable (Creative Intelligence Base)
- Notifications: Slack
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Posted Mar 4, 2026

Developed UGC Intelligence system for automated competitor analysis in e-commerce.