ClipCut Agent

Vertical: Creative & Media / Content Production Tagline: One long-form video in, a week of short-form content out.

The Problem Podcasters, coaches, and course creators know short-form clips drive discovery, but manually scrubbing through hours of footage to find clip-worthy moments — then captioning and reformatting each one — is the single biggest bottleneck to consistent posting.

Key Features

  • Automatic transcript-based moment detection (hooks, punchlines, key insights)
  • Engagement scoring — ranks candidate clips by predicted watch-through potential
  • Auto-captioning with platform-native styling (TikTok, Reels, Shorts)
  • Aspect-ratio reformatting (16:9 → 9:16) with smart reframing/face tracking
  • Batch export with suggested captions, hashtags, and posting schedule
  • Multi-platform variant generation from a single source clip

How It Works

  1. Creator uploads long-form video (podcast, webinar, livestream)
  2. Agent transcribes and scores segments for clip potential
  3. Agent generates captioned, reframed short-form variants
  4. Creator reviews, approves, and schedules — or agent auto-posts via connected accounts

Tech Stack Speech-to-text + Claude for transcript analysis and scoring, FFmpeg for reframing/rendering, platform APIs for scheduling, cloud video processing pipeline

Ideal For Podcasters, coaches, B2B thought-leaders, and small media teams producing 1+ long-form piece per week

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