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ClipForge

An AI-powered platform that turns long-form video into short-form clips ready for publishing.
AI / SaaSIn-house productIn development
clipforge.app

Interface illustration — [ADD REAL PROJECT SCREENSHOT]

Overview

ClipForge is a software product developed by Rashid LLC that helps creators and marketing teams get short-form content out of long-form video they have already recorded.

The platform handles the pipeline end to end: transcription, identifying self-contained segments, reframing to vertical, and producing captioned clips for publishing.

The challenge

Long-form video contains a lot of publishable short-form content, but extracting it manually is slow: watch back, find a segment that stands on its own, cut, reframe, caption, export.

Automating it is a systems problem as much as an AI one — media processing is expensive, long-running and prone to failure partway through a job.

The solution

A job-based processing pipeline where each stage — transcription, segment selection, rendering — is a separate, retryable unit of work with its own queue.

Language models score transcript segments for whether they stand alone, and the results feed a render stage that reframes to vertical and burns in captions.

The interface is built around long-running jobs: progress is visible per stage, and failures surface where they happened rather than as a generic error.

Key features
  • Video upload with automatic transcription
  • AI-assisted selection of self-contained segments
  • Automatic vertical reframing for short-form platforms
  • Generated, editable captions burned into the export
  • Queue-based processing with per-stage progress and retries
  • Clip library with export presets
Outcome
Awaiting verified results
  • [ADD REAL CASE STUDY OUTCOME — replace once results are measured]

We publish outcome figures only once they have been measured. Nothing on this page is estimated or projected.

Project details

Type
In-house product
Category
AI / SaaS
Status
In development

Technology

  • Python
  • FastAPI
  • Next.js
  • TypeScript
  • FFmpeg
  • LLM APIs
  • Redis
  • AWS S3

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