All Capabilities

AI-powered creativity for your design pipeline

Generative AI Design Systems

We integrate state-of-the-art generative models — image, 3D, text, and multimodal — into your design workflows, dramatically accelerating creative output and exploration.

12×
Design cycle acceleration
500+
Concept iterations/day
−80%
Cost per asset

Technology Stack

Stable DiffusionDALL·EComfyUIThree.jsControlNet

Case Study

Architecture & Interior Design

The Challenge

A leading architecture studio was spending 2–3 weeks per project in the early concept phase — hand-sketching spatial concepts, iterating, and presenting mood boards before a single CAD file was opened. Clients wanted more options faster; the team was at capacity.

Our Solution

We built a custom generative design pipeline using fine-tuned Stable Diffusion XL (trained on the studio's portfolio and style guidelines) integrated with ControlNet for spatial consistency. A ComfyUI workflow accepts a brief, program requirements, and reference imagery, then generates 50+ photorealistic concept variations in a single run. Output is organized into a structured presentation deck automatically.

Results

  • Concept phase accelerated from 2–3 weeks to 2–3 hours
  • 500+ design concepts generated per project (up from 8–12 manual)
  • Client conversion rate increased 34% with richer concept presentations
  • Cost per concept reduced by 80%

Technologies Used

Stable Diffusion XLControlNetComfyUIPythonAWS S3React frontend

"We went from showing clients 8 concepts to showing them 80. The quality of the conversation — and the decisions — transformed completely."

Principal Architect, Design Studio Client

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