PropTech / Generative AI · Case Study

RenoVision

Upload a room photo, get an AI-generated renovation in seconds.

RenoVision

The Challenge

Homeowners and designers wanted to visualize renovations before committing to them — the client needed an end-to-end platform that could take a single room photo and generate credible style redesigns, with usage metered and shareable results.

The Approach

We built RenoVision (branded Neural Studio) end-to-end: a FastAPI/SQLAlchemy backend with JWT authentication, user profiles, and a credit system to manage AI generation usage, plus async generation via Celery and Redis with status polling. A pluggable AI service layer lets the generation pipeline swap between internal models and third-party APIs. The Next.js 16 / React 19 frontend covers uploads, generation triggers, gallery and project management, shareable token-secured links, and an inspiration feed with categories, search, likes, and bookmarks.

Key Capabilities

AI-generated room redesigns in multiple styles
Async generation pipeline (Celery + Redis) with status polling
Pluggable AI service layer (internal or third-party models)
Credit-based usage metering system
Shareable, token-secured result links
Gallery, project management & inspiration feed

Tech Stack

Stable DiffusionControlNetFastAPI

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