Live in Production

ViceForge App

Gaming / AI / SaaS · 2025–2026

AI-powered content creation platform that transforms raw gameplay into publish-ready clips automatically.

Project Overview

About the Client

ViceForge App is an internal product built to serve gaming content creators who spend hours manually editing gameplay footage. The platform needed to automate the entire pipeline from raw video upload to AI-processed, publish-ready clips.

What We Delivered

A full AI content creation OS with automated highlight detection, HD/4K clip processing, animated captions, and direct publishing to YouTube and TikTok. Complete with user dashboard, subscription management, and GPU-powered inference pipeline.

The Challenge

Gaming content creators spend 4-6 hours manually editing clips from raw gameplay footage. Finding epic moments in hours of video, cutting clips, adding captions, and publishing across platforms is tedious, repetitive, and kills creativity.

Creators manually scrubbing through hours of footage
No automated highlight detection across game genres
Caption generation required separate tools and manual timing
Publishing to multiple platforms was a manual copy-paste process

Our Process

Phase 1

Discovery & Research

3 weeks

Analyzed existing content creation workflows
Benchmarked AI highlight detection approaches
Defined MVP feature set with stakeholders

Phase 2

Architecture & Design

2 weeks

Designed async GPU processing pipeline
Created database schema for 100+ endpoints
Planned multi-signal AI fusion approach

Phase 3

Build & Iterate

52 sprints

Built 4-signal AI detection (Vision + Audio + Facecam + Cluster)
Developed user dashboard and subscription system
Integrated Modal.com for serverless GPU inference

Phase 4

Ship & Scale

7 sprints

Production deployment with CI/CD
Performance optimization for 4K processing
Launched waitlist and onboarding flow

What We Built

An AI-powered content creation OS that transforms raw gameplay into publish-ready clips automatically. Upload a video → AI finds epic moments → cuts HD/4K clips → adds animated captions → publishes to YouTube and TikTok. Zero editing required.

4-Signal AI Detection

Vision, audio, facecam, and cluster detection working together for 40% better highlight accuracy.

HD & 4K Processing

GPU-powered clip processing at $0.055/clip (HD) and $0.077/clip (4K) via serverless infrastructure.

Animated Captions

Auto-generated, timed captions with animation styles matched to gaming content.

Multi-Platform Publishing

Direct publishing pipeline to YouTube and TikTok with platform-optimized formatting.

101 Game Profiles

Game-specific AI tuning for accurate highlight detection across different game genres.

Subscription Management

Full billing system with tiered plans, usage tracking, and credit-based processing.

Why We Made These Choices

Why 4-Signal AI Fusion

Single-signal detection missed 40% of actual highlights. Combining vision, audio, facecam emotion, and cluster detection dramatically improved accuracy across all game genres.

Why Modal.com for GPU

Serverless GPU inference at $0.055/clip is 10x cheaper than running dedicated GPU servers. Scales to zero when idle, scales up instantly during peak processing.

Why FastAPI + Celery

Async processing pipeline handles long-running video analysis without blocking. Celery workers process clips in parallel while FastAPI serves the REST API.

The Stack

Frontend

Next.js 16React 19TypeScript

Backend

FastAPICeleryPython

Database

PostgreSQLRedis

AI/ML

OpenAIModal GPUCustom ML

Infrastructure

DockerCloudflare R2CI/CD

Results

Sprints Delivered

100+

API Endpoints

$0.055

Cost Per Clip

101

Game Profiles

✓64 production sprints delivered

✓100+ API endpoints across 19 routers

✓$0.055 per clip (HD) / $0.077 (4K)

✓101 game profiles with game-specific AI tuning

✓1,000+ waitlist subscribers

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