Whisper JSON → 5 Viral Clips

Your transcript
already knowsgo viral.

ClipForge reads Whisper transcripts and extracts 5 high-retention clip specs — hooks rewritten, scores assigned, editing notes included. Built for editors and creator teams who move fast.

transcript.json
0:00"Most creators are doing this completely wrong..."
4:23"The data shows a 3x retention drop at exactly 8 seconds..."
12:05"I tested this on 40 videos. Here's what happened."
28:41"Nobody talks about the third metric..."
44:18"The counterintuitive answer is..."
TikTok 9.2

"This is why your Shorts keep flopping"

0:00 – 0:28
YT Shorts 8.7

"The third metric nobody tracks"

4:23 – 4:51
Reels 8.3

"I tested this on 40 videos"

12:05 – 12:37

How it works

Three steps from transcript to clips

01

Drop your Whisper JSON

Paste your transcript with timestamps. No video upload needed — ClipForge works from the metadata layer alone.

02

AI detects viral moments

ClipForge scans for contrarian opinions, emotional spikes, personal story payoffs, actionable insights, and curiosity gaps — the signals that stop scrolling.

03

Get 5 clip specs, ready to edit

Each output includes hook rewrite, title, retention score, platform targeting, caption text, and specific editing notes — cut style, zoom points, music style.

The output

Every clip spec tells a full story

platform tiktok
score 9.1 / 10
retention very_high
category controversy
hook "You're doing this wrong — and the algorithm knows it"
title Why Your Shorts Never Go Viral
captions Cleaned, filler-free, optimized for silent autoplay

editing_notes:

cut_style: fast_jump_cuts

zoom_points: [0:03, 0:12, 0:21]

pattern_interrupts: [0:07, 0:18]

emphasis_words: ["wrong", "algorithm"]

music_style: dramatic

12–40s Every clip is within viral-optimal length
5 Curated clips per transcript, never more
3s First 3 seconds always carry a hook
1–10 Viral score on each clip for prioritization

Stop watching videos to find clips.
Let the transcript do the work.

ClipForge is built for editors and creator teams who process hours of content daily. One transcript in. Five publish-ready clip specs out.