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Live in Production

ViceForge Clip Machine

Our Product / AI Video Editor / Creator SaaS · 2026

Our own AI video editor, live at viceforge.app: 25+ tools that take a creator from a rising trend to a posted clip in one browser workflow.

150+
Registered Creators
~40
Paying Customers
268
Clips by Real Users
$0.14
GPU Cost per Video

Project Overview

About the Product

There is no outside client here. ViceForge Clip Machine is our own product, owned 100% by ViceForge LLC and its founder Predrag Mitrovic. It serves gaming creators first, with GTA6 launching on November 19, 2026, and every creator who records long video: podcasts, vlogs, education, fitness and cooking.

What We Delivered

One product with three ways to make clips: AI Gaming Clip Cut, AI Creator Clip Cut and a manual multi-segment editor. Around them sit live stream clipping, Twitch, Kick and YouTube links, Trend Radar, captions, voice, auto effects, AI titles and YouTube publishing, plus a public clip feed and a creator competition. Sold as monthly plans from $7.99 to $29.99 and as lifetime deals.

The Challenge

Long videos hide the best moments, and getting them out is slow and scattered. Creators lose hours finding highlights, then jump between separate tools for cutting, captions, reframing, metadata and publishing. Tools that only listen to speech miss what matters in gaming: the kill, the chase, the reaction on the facecam.

  • Hours of scrubbing through footage to find a few seconds worth posting
  • Clipping, captions, reframing and publishing spread across different products
  • Speech-only AI that cannot see game events or facecam reactions
  • No simple way to know which topic is worth recording next

Our Process

Phase 1
Research and Design
Before launch
  • Mapped the creator workflow from raw video to posted clip
  • Designed signal fusion: vision, audio, facecam and moment clusters
  • Built game-specific profiles for gameplay detection
Phase 2
Build and Open Sign-Ups
April to June 2026
  • First creators signed up in April 2026
  • GPU rendering moved to on-demand AWS Batch in June 2026
  • Early creator feedback shaped each release
Phase 3
Launch and Sell
July to September 2026
  • First paying customers in July 2026; Dealify and StackCommerce (September) followed
  • Product AI moved to Amazon Bedrock, Transcribe and Polly in July 2026
  • Up to 12 GPU jobs in parallel from August 2026
Phase 4
Ship Every Week
October 2026
  • AI Reads Speech in any language and AI Hook cold opens
  • Twitch and Kick VOD links, score parts, 15 caption styles
  • Moment description, AI narrator and auto effects

What We Built

A browser-based AI video editor. Upload a video or paste a link, and AI finds the strongest moments, can open each clip on its peak (AI Hook, Creator Elite), adds word-by-word captions and writes the title, description and hashtags. Every clip gets a 0 to 100 score so you know what to post first. When you want control, the manual editor lets you cut it yourself.

AI Gaming and AI Creator Modes
Five signals work together: vision, audio spikes, facecam reactions, speech in any language and moment clustering. 101 ready-made game profiles, and the AI writes a profile on the spot for any other game. Speech is on Creator plans.
AI Hook Cold Open
The clip opens on its peak moment, then plays the whole moment from the start. Optional on-screen hook text and a "few moments later" card read by a narrator voice. Creator Elite.
Manual Multi-Segment Editor
Join up to 20 segments on a timeline (2 on Free), add timed text with AI suggestions, and on Creator plans a voiceover in one of 6 AI voices and re-edits from the original video.
Captions, Effects and Narrator
Word-by-word captions in 15 styles (2 on Free), automatic zoom, emoji and hit effects on the big moments, and on Creator plans an AI narrator that sets up the moment in one short line.
Scores You Can Read
A 0 to 100 score with Peak, Action and Speech parts and one sentence on why. Describe the moment you want, such as police chases, and matching clips go first.
Links and Live Streams
On Creator plans, paste a Twitch or Kick VOD link and pick the part to clip. On Creator Elite, paste a YouTube link, or let Stream Clipper watch your YouTube Live stream and clip highlights while you play.
Trend Radar
See which gaming topics are rising on YouTube, TikTok, Reddit, X and Twitch, with an AI title and tags for each trend and one click to start clipping.
Ready to Post
Vertical 9:16, horizontal 16:9 or 4:3, a vertical crop that follows your facecam, 1080p on every plan and 4K on Creator Elite, and publishing straight to YouTube on Creator plans. TikTok publishing is in review.
Community
ViceForge TV, a public feed of creator clips, and Clip Fight Arena, team clip fights scored on the creators' own YouTube views, with sign-ups opening November 4, 2026.

Why We Made These Choices

Why Five Signals Instead of One
Speech-only tools miss game events and reactions. The AI looks at a frame every 9 seconds, listens for audio spikes, measures facecam movement, reads speech in any language and groups action into whole moments. When the signals agree, the moment ranks higher.
Why On-Demand GPUs on AWS
No hardware to buy as usage grows. Up to 12 GPU jobs run in parallel, GPU render time dropped from 26 to 4 minutes, and a 28-minute video becomes five 4K clips in about 8 minutes end to end, at $0.14 of GPU cost per video.
Why One Product, Not Five
Competitors each cover one part of the workflow. We put gaming AI, creator AI and a full manual editor in one product, so a creator never exports a file from one tool just to import it into the next.

The Stack

Frontend

Next.js 16React 19TypeScript

Backend

FastAPICeleryPythonPostgreSQLRedis

AI

Amazon Bedrock (Claude)Amazon TranscribeAmazon PollyTitan Embeddings

GPU

AWS BatchNVIDIA A10GNVENC

Infrastructure

DockerCloudflare R2Cloudflare CDN

Results

150+
Registered Creators
~40
Paying Customers
268
Clips by Real Users
$0.14
GPU Cost per Video
✓150+ registered creators and almost 40 paying customers (production data as of October 20, 2026)
✓$1.6K revenue to date on near-zero ad spend, paying customers since July 2026
✓268 clips generated by real users, not the team
✓$0.14 GPU cost per video (28-minute input, five 4K clips), about 90% compute margin at full usage
✓Built with zero institutional capital; NVIDIA Inception, AWS Activate, Microsoft for Startups, Cloudflare for Startups
✓Product Hunt Featured, StackCommerce partner

“For me it definitely saves time… This is a tool perfect for that purpose.”

Mike K.

Lifetime customer, October 12, 2026

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