Solved a classic bottleneck of content creators
8 hours/week repurposing one YouTube video
→ clips, captions, posts, formatting
→ classic creator bottleneck
Built a simple content repurposing system.
Input
• 1 long-form YouTube video
Output
• 5–7 short clips (IG + LinkedIn optimized)
• Platform-native text posts for:
– Instagram
– LinkedIn
– X
– Skool
• Everything formatted, stored, and ready to schedule
No manual editing.
How the system works
The video transcript is pulled once
Then the system runs two parallel tracks:
Track 1 — Video clipping
• Finds high-signal moments
• Generates short clips
• Tracks processing status
• Notifies when assets are ready
Track 2 — Text repurposing
• LLM analyzes the transcript
• Rewrites content per platform
• Different tone, structure, formatting for each
• No copy-paste syndication
• Actual platform-native posts
All outputs are aggregated, stored, and tracked.
Time math
Manual process:
• 8 hrs/week
• 32 hrs/month
• ~$5,120/month (at $40/hr)
Automated process:
• ~30 min/week
• Review + minor tweaks only
For those creators who don't need:
“AI strategy” or “content hacks”
but need:
• A mapped workflow
• Clear time leaks
• Boring automation that gives hours back
6
6 comments
Diptamoy Barman
5
Solved a classic bottleneck of content creators
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