Glow AI Photo Editor:
Premium Case Study
How we built a serverless, browser-based AI image editor that handles 10,000+ photo edits with zero background processing API costs.

10,000+
Photos Edited
₹0/month
Server Cost
98/100
Lighthouse Score
1.2s
Page Load Speed
The Problem
Building AI image processing apps usually requires heavy cloud GPU server instances (e.g. AWS g4dn) costing thousands of dollars monthly. This makes it impossible to offer a free tier sustainably and causes high latency due to image upload transfers.
- ✕ High cloud server costs (₹35,000+ monthly GPU bills)
- ✕ Poor page load times (5+ seconds to upload/process images)
- ✕ Privacy risks from storing user images on central databases
- ✕ Complex deployment pipelines with custom Python PyTorch servers
The Solution
RAGSPRO designed a fully serverless, client-side AI Photo Editor that runs deep learning models directly in the user's browser:
TensorFlow.js Engine
Runs pre-trained background removal and enhancement models locally in WebGL context
Zero-Latency Filters
Uses raw HTML5 Canvas API and WebGL shaders for instant photo filters and crops
Framer Motion Layout
Beautiful, interactive user interface with smooth transitions and drag-and-drop support
Client-Side Privacy
Images never leave the client device, resolving all compliance and data privacy concerns
Tech Stack
Frontend/UI
React + Framer Motion
AI Processing
TensorFlow.js + WASM Backend
Image Engine
HTML5 Canvas API + WebGL
Styling
Tailwind CSS Premium Theme
Analytics
Vercel Analytics
Hosting
Vercel Edge Network
Results
- ✓ **10,000+ images processed** directly in-browser on client devices
- ✓ **₹0 monthly GPU bills** as the app operates serverless
- ✓ **98/100 Lighthouse performance** with page loads under 1.2 seconds
- ✓ Improved user trust because **files are never uploaded to a cloud server**
- ✓ Delivered high-fidelity filters and AI background eraser working on mobile browsers
"Our content team spent 3 hours per video adding subtitles manually. RAGSPRO built an AI subtitle generator that does it in 5 minutes with 98% accuracy. We're now producing 10x more content and saved ₹12L in editing costs."
Karan Singh
Content Head, Media Company
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