Competitor Analysis - Viral Creator Research Pipeline
End-to-end workflow for discovering viral creators, extracting their top reel URLs, transcribing content, doing visual analysis, and writing breakdowns for your swipe file.
Competitor Analysis - Viral Creator Research Pipeline
Discover viral creators, extract their top reel URLs, transcribe, visually analyze, and write breakdowns for your swipe file. Run monthly or before planning a new content week.
When to run this
- Monthly competitor refresh
- Before planning a new week of content
- When a new creator appears in your suggestions
- When a new content format is spreading in your feed
9-phase workflow (overview)
- Discover creators via existing follows + suggestions + search
- Extract top reel URLs (pinned + multiplier badges)
- Follow and log to your tracker
- Update your reel-links list (append-only)
- Run transcription (yt-dlp + faster-whisper)
- Visual analysis (frame 0, caption style, production level)
- Write breakdowns in your viral analysis library
- Update competitor tracker with dates and patterns
- YouTube long-form trend scan
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