Client Overview

Company: Modiphi.AI
Industry: Design Technology
Challenge: Creating a scalable AI solution to transform interior design visualization from a weeks-long process to near-instant results

Project Context

Modiphi.AI approached Virtual-Artifact with a vision: revolutionize how interior designers and architects visualize spaces. Traditional rendering methods required days to weeks of professional graphic design work, creating a significant bottleneck in the design process. They needed an AI consulting partner to turn this vision into reality.

Our Approach

Discovery & Strategy

Virtual-Artifact began with a comprehensive AI technology assessment:

• Evaluated multiple generative AI architectures and deployment options
• Identified Replicate as the optimal platform for custom model deployment
• Developed custom models for interior design-specific applications
• Created implementation roadmap aligned with Modiphi.AI's requirements

Technical Implementation

AI Development

• Developed and trained custom models for interior design visualization
• Optimized models for deployment on Replicate's infrastructure
• Created specialized preprocessing pipeline for consistent results
• Fine-tuned performance parameters for production deployment

System Architecture

Virtual-Artifact designed and implemented:

• Frontend: Vue.js single-page application optimized for user experience
• Backend: FastAPI service managing requests and AI model orchestration
• Model Deployment: Custom models hosted on Replicate's platform
• Infrastructure: Cloud-based system with distributed processing capabilities

Development Process

1. Model Development & Training
   • Custom model architecture design
   • Training on interior design datasets
   • Performance optimization for Replicate deployment
2. Platform Development
   • Core application architecture implementation
   • Replicate API integration
   • Security and authentication systems
3. Launch & Optimization
   • Model performance optimization
   • System scalability testing
   • Production deployment

Project Outcomes

Technical Achievements

• Reduced rendering time from weeks to under 5 seconds
• Successfully deployed custom models on Replicate
• Achieved robust system reliability
• Created flexible architecture for future model updates

Business Impact for Modiphi.AI

• Successful platform launch with custom AI capabilities
• Strong positive feedback from design professionals
• Scalable foundation for future expansion
• Market differentiation through custom AI models

Key Innovations

1. Custom Model Development
   • Specialized architectures for interior design
   • Optimized deployment on Replicate
   • Efficient preprocessing pipeline
2. Platform Architecture
   • Seamless Replicate integration
   • Scalable request handling
   • Flexible model updating system
3. User Experience
   • Simple interface for non-technical users
   • Fast processing times
   • Professional-quality results