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AI-POWERED SHORT-FORM PIPELINE

Turn long videos into ranked, publish-ready Shorts.

Paste a YouTube link. Get transcription, segmentation, scoring, and 9:16 exports with word-level subtitles—fully automated.

Whisper transcription

GPT scoring

Smart reframing

9:16 exports

Pipeline preview

Clear stages, predictable output

Track every step from ingestion to export, with consistent job status and repeatable rendering.

Queue

Video ingested and normalized

yt-dlp + FFmpeg processing

Analyze

Transcript, scenes, and hotspots

Whisper + scene detection

Rank

Top clips selected with rationale

GPT scoring + review

Render

Vertical exports with subtitles

ASS captions + smart framing

Queue-safe processing for long videos

Ranked clips with scoring and rationale

Consistent vertical framing

Exports ready for TikTok, Reels, and Shorts

How it works

A production pipeline you can trust

From URL ingestion to ranked clips and exports—each step is observable, repeatable, and built for scale.

Submit a URL

Start a background job with a single YouTube link.

Analyze automatically

Transcription, scenes, and segmentation run in the queue.

Rank and review

Score clips for hook, retention, clarity, and share potential.

Render vertical

Smart framing keeps subjects centered in 9:16.

Deliver assets

Exports ship with burned-in subtitles and thumbnails.

Publish or export

Queue TikTok posting or export for your workflow.

Features

Built for teams that ship

Reliable processing, consistent output, and clear scoring so you can review faster and publish with confidence.

Smart clipping

Auto-slice 100–145s highlights using scene cuts and speech cadence.

Subtitle engine

Word-level subtitles tuned for readability with consistent styling.

Vertical rendering

9:16 crops with stable, subject-aware framing.

Clip scoring

Rank by hook, retention, clarity, and share potential before export.

Reliable jobs

Queue orchestration keeps processing observable and resilient.

Asset delivery

Exports land in S3 with clips, thumbnails, and subtitle files.

Designed for production workflows

Keep every processing step visible, recover quickly from failures, and ship consistent vertical framing across batches.

Queue-level visibility for every URL

Ranking with clear scoring signals

Optional TikTok publish workflows

Exports ready for editors and schedulers

See your workspace

Integrations you already use

Connect the services in your stack and keep output reliable and publish-ready.

YouTube

OpenAI Whisper + GPT

FFmpeg

S3 storage

TikTok

BullMQ + Redis