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CreatorScale StudiosMedia & Entertainment

Scaling Realtime Video Clipper & Automated Editing Engine

Transformed raw 2-hour podcasts into 30+ viral TikTok & Reels clips automatically.

Tech Stack & Tools

TypeScriptNode.jsCloudflare WorkersConvexAWS MediaConvert

Project Impact & Results

  • Output capacity expanded from 50 to 500 clips per month
  • Turnaround time reduced from 5 days to 6 hours
  • Zero server management cost with serverless edge architecture

Deep Dive & Architecture

# Automated Video Clipping Engine ### Executive Summary CreatorScale needed an automated pipeline to scale short-form clip generation for top podcast creators. ### Engineering Using Whisper AI for sub-second timestamp alignment and Cloudflare Workers for edge processing, the system renders branded short clips ready for social distribution.

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