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Building an AI Product from the Ground Up

AI-powered image upscaling SaaS — designed and engineered entirely in-house

Client
Cloud Mountain Graphics (R&D)
Year
2025
Category
AI Product Engineering
Cloud Mountain Graphics (R&D)
The Challenge

What they were facing

We saw an opportunity in the image enhancement market: existing tools were either expensive enterprise solutions or low-quality free tools with bad UX. There was no product that combined state-of-the-art AI upscaling with a polished, intuitive interface at an accessible price point.

Our Approach

How we solved it

We designed and engineered Upscale Forge from scratch — a full SaaS product with a React frontend, Supabase backend, and an AI processing pipeline built on cloud GPU models. The UI was designed to be dead simple: upload, enhance, download. Behind the scenes, the system handles tiled upscaling, user accounts, subscription billing, and usage tracking.

The Results

What we delivered

Complete SaaS build: auth, subscription billing, AI pipeline, admin dashboard

Tiled upscaling pipeline with denoising and face enhancement

Designed, engineered, and maintained entirely in-house

Proof of the "design studio that ships code" positioning

From the Build
Cloud Mountain Graphics (R&D) — build capture
Cloud Mountain Graphics (R&D) — build capture

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