style="" Imagine.art Case Study | Boxinall Softech
Generative AI

Imagine.art

Turn a sentence into a masterpiece — in seconds

ClientImagine.art
Timeline9 months
Year2023
RoleAI Platform Engineering
Overview

An advanced browser-based generative AI platform that lets users create, edit and upscale highly detailed digital artwork, graphics and photorealistic images using plain text prompts. We built the core AI generation pipeline, GPU orchestration layer and creation UX — making professional-quality generative AI accessible without local hardware or technical expertise.

The Challenge

Generative AI art tools had steep learning curves, inconsistent output quality and generation times that killed creative flow. Creative professionals and marketing teams needed a browser-based tool with near-instant generation, intuitive controls, reliable upscaling and the ability to maintain a consistent visual style across a project — without prompt engineering expertise.

Our Approach

How We Built It

A focused, deliberate process — from discovery to deployment.

01

Generation Pipeline Architecture

Built a Stable Diffusion pipeline with ControlNet guidance, custom fine-tuned aesthetic models, prompt enhancement preprocessing and multi-step refinement — achieving consistent, high-quality output across 50+ visual styles without user-side prompt engineering.

02
🖥️

Auto-Scaling GPU Fleet

Designed a GPU orchestration system on AWS/GCP with predictive scaling based on request queue depth — spinning up A100 instances in under 90 seconds and scaling to zero during off-peak hours to minimise infrastructure cost.

03
🎨

Creation UX Research

Conducted 200+ usability sessions with designers, marketers and casual creators to identify friction points in competing tools. Designed a clean two-panel creation interface that hides model complexity while exposing the parameters that actually matter.

04
👥

Team & Enterprise Features

Built shared style libraries, project workspaces, brand colour palettes, generation history, API access and team billing — enabling creative agencies to use Imagine.art as a core production tool rather than a personal toy.

Results

Numbers That Matter

Real impact, measured and validated.

0M+
Images generated in 6 months
0s
Average generation time
0.0M
Registered users
0.0M
ARR at 12-month mark ($)
Tech Stack

What Powered It

Every tool chosen deliberately for the problem at hand.

🎨
Stable Diffusion
Core image generation with custom fine-tuned models
🐍
Python
Generation pipeline, model serving & GPU routing
Next.js
Creation interface, gallery & team workspace UI
☁️
GPU Cloud
Auto-scaling A100 GPU fleet (AWS + GCP)
The output quality and generation speed set it apart from everything else I've tried. My clients now expect AI-quality visuals in every pitch deck — Imagine.art makes that possible.
Jessica L.
Creative Director, Digital Agency
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