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DYD Case StudyAI Interior Design Simulation Platform for Real Rooms

DYD is an AI interior design simulation platform built for real rooms. It helps shoppers, designers, and brands preview a space in real time with inch-accurate 3D room visualization. They can place 3D furniture, change wall textures, swap floor tiles, and adjust lighting. Every render runs on a clear, usage-based pricing model.

~25sPer Render
1:1Inch-Accurate
4User Types
3DProduct Engine
DYD Design Your Dream interior simulation platform — AI-powered 3D room visualization with real-scale furniture placement, wall textures, and dynamic lighting
Room Simulated
Live Demo
Client & Platform Overview

About the DYD Platform

DYD is a multi-sided AI interior design simulation platform. It bridges the gap between design inspiration and reality with real-time 3D room visualization. Users upload a room photo. The platform maps the room to the inch. Then the 3D engine places real furniture, textures, tiles, and lights in that exact space.

One platform serves everyone: general shoppers, professional designers, and eCommerce brands. Four user types and two admin roles keep access simple and scoped. A fair usage model keeps access balanced for every account.

Platform
DYD
Category
AI Interior Design Simulation SaaS
Region
Israel
Primary Users
Designers & Brands
Render Speed
~25s / image
Scope
End-to-end build
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DYD SaaS platform dashboard interface displaying 3D furniture arrangement, wall texture customization, and inch-accurate room measurement tools
Project Snapshot

The Build, At a Glance

Key engineering facts behind DYD's AI virtual staging platform — from first line of code to live production in 6 months.

Build Timeline
6 Months
Discovery to production launch — delivered on schedule
Engineering Team
4–8 Engineers
Full-stack, AI/ML, and QA specialists
Launched
2026
Successfully deployed and running in production
The Challenge

Why Existing Tools Failed Designers

Designers and brands had the same problem every day. No single tool could do all three things: read a real room, place real 3D products, and work for a full team. Each gap cost real time and lost deals.

No Spatial Accuracy

Generic AI tools guess the size of the room no spatial accuracy, no scale reliability. A 2.1-meter sofa shows up tiny or huge, making the output useless for client work or real purchase decisions.

Manual 3D Is Slow

SketchUp and 3ds Max force users to build the room from scratch. One project takes four to twelve hours before the first render.

Single-User Workflows

Most tools assume one user no collaborative design software existed for this use case. A design studio with staff, a brand with a product catalog, or a designer working with a client all need a shared space..

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Bare, unfurnished room representing the core interior visualization challenge — the inability to preview furniture and decor before purchase or installation
Chair Detected
Lamp Detected
Sofa Detected
Table Detected
Empty room before virtual staging Furnished room after AI virtual staging
View Furnished Room
Our Solution

Three Layers: Measure, Simulate, Deliver

SDLC Corp planned and built the full platform end-to-end as an enterprise AI development The architecture runs on three layers, each solving a distinct problem identified in the brief.

1

Measurement Layer

The engine reads a single room photo using our computer vision dev services. It pulls the real size: height, width, depth, and layout. Every product in the scene matches those real-world numbers.

2

Simulation Layer

Our generative AI development uses ComfyUI, Flux, and diffusion models. It places 3D furniture, wall textures, floor tiles, and ceiling lights at exact size. The final photorealistic view is ready in about 25 seconds.

3

Multi-User SaaS Layer

Django, Celery, Redis, and PostgreSQL power the SaaS core. They handle four user roles, two admin roles, usage-based billing, and business dashboards. A JavaScript widget embeds the tool on any CMS or e-commerce storefront.

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What We Built

Ten Deliverables, From Concept to Launch

SDLC Corp handled the full build. Each deliverable below maps to a specific part of the live platform — now serving designers, brands, and their customers every day.

01
Platform Architecture
Full technical planning, user-role mapping, and system design for the AI interior design simulation platform built to scale as a multi-user SaaS..
02
Room Measurement Engine
Computer vision pipeline that extracts inch-accurate room dimensions from a single photo enabling true spatial accuracy for every AI render..
03
3D Product Engine
Photorealistic 3D rendering engine that places furniture, wall textures, floor tiles, and ceiling lights at exact real-world scale in ~25 seconds per render.
04
Usage-Based Billing
Transparent action-based billing system. Each placement, swap, or render consumes one action with 10 free actions daily for general users.
05
Four User Roles
Four role-based access tiers General, Professional Designer, Business, and Business Staff each with its own scope for collaborative design workflows.
06
Business Dashboard
Unified business control panel product catalog, customer database, community posts, banners, and analytics in one place.
07
Admin Panel
Centralized admin controls for Root Admin and Staff Employee roles covering analytics, finance, and content review across the AI virtual staging platform.
08
Shareable Simulation Links
Businesses create shareable links that let customers try products in their own rooms interactive room simulation without leaving the browser.
09
JavaScript Widget Embed
A simple JavaScript widget that embeds the AI virtual staging tool into any CMS, e-commerce storefront, or custom website.
10
Testing & Launch
Full QA, deployment pipeline, and launch support getting the AI virtual staging platform live and stable in production.
Key Features

AI Interior Simulation Platform Built Around Real Room Measurement

DYD uses AI room measurement, 3D furniture visualization, and real-scale interior simulation to help designers, furniture brands, and shoppers preview products inside real rooms. Each feature reduces manual design effort, improves spatial accuracy, and supports faster buying decisions with ~25-second renders.

AI Room Measurement

DYD reads height, width, depth, and room layout from a single photo so every furniture item appears at real-world scale. This helps designers avoid sizing mistakes and present more accurate room concepts to clients.

Real-Scale 3D Furniture Visualization

Furniture brands can showcase real products inside customer rooms with correct proportions. A 2.1-meter sofa stays 2.1 meters, making product previews more useful for buying decisions.

Wall, Floor & Lighting Simulation

Users can test wall textures, floor tiles, and lighting changes before purchase or installation. This reduces guesswork and helps clients compare interior design options faster.

Multi-User Interior Design SaaS

Four user roles support shoppers, professional designers, businesses, and business staff. Teams can manage catalogs, client projects, permissions, and usage from one shared platform.

~25-Second AI Rendering

DYD turns room photos into usable interior simulations in about 25 seconds, replacing slow manual 3D workflows that can take hours for a single room concept.

Embeddable Furniture Visualization Widget

Furniture businesses can embed the DYD simulation widget into a CMS, storefront, or custom website, helping customers preview products in their own rooms without leaving the buying journey.

Technology Stack

Built on the Right Stack

Every tech choice in DYD's AI virtual staging platform balances three things: render quality, spatial accuracy, and scalable SaaS reliability. This stack was chosen by our senior AI engineering team with deep computer vision and generative AI expertise built to handle production-grade 3D rendering pipelines.

Frontend
Vue.js Development AntDesignVue
AI Pipeline
ComfyUI Flux Diffusion Models Diffusion Transformers
Infrastructure
Celery Redis PostgreSQL
Room Layer
Measurement Engine 3D Room Mapping
Integration
JavaScript Widget WordPress Shopify Wix
Results

What the Platform Delivers Today

DYD is live. The AI virtual staging engine is in daily use by designers, furniture brands, and their customers.

~25 seconds per render
Fast enough for live client calls and real-time product try-on at checkout.
Inch-level accuracy
Every product shows at exact real size inside the actual room, with no guesswork and no proportion errors.
Four user roles live
General, Professional, Business, and Business Staff all live with their own scoped permissions.
Embedded on partner sites
The widget is live on WordPress, Shopify, and Wix stores. Customers simulate products right on brand sites.
Transparent usage-based pricing
Each placement or render counts as one action. Free users get 10 actions daily. Paid users get a generous action balance no surprise bills, no locked features.
Full product simulation range
Furniture, walls, floors, and ceiling lights all render in the same room from one dashboard.