Toptal transforms AI proof of concept into platform that wins major game development clients.
A software company partnered with Toptal to transform an early AI proof of concept into a production-ready platform for generating and modifying 3D assets for game studios, establishing the technical foundation needed to bring the product to market.
Client
A Germany-based AI startup building a platform for generating and modifying 3D assets for game development.
Revenue
Industry
TechnologyDelivered Services
Get a free consultation now
Schedule a CallChallenge
The company had demonstrated that AI could generate and modify 3D models but lacked a clear vision for turning the concept into a commercial product. Its existing Streamlit-based proof of concept lacked front-end/back-end separation, communication controls, and optimization capabilities required for production.
Solution
Graph-based AI Platform
Toptal tested multiple product concepts and designed a node-based workflow that gave users an intuitive way to generate and manipulate 3D assets, ultimately outperforming alternative approaches in A/B testing.
Production-ready Architecture
Toptal built the front end and back end using technologies like FastAPI, Vue 3, Three.js, Firebase, and real-time HTTP/WebSocket communication, while adding CI/CD, administration, and payment capabilities.
Outcome
Enhanced Operational Capabilities
Toptal transformed the initial AI proof of concept into a production-ready platform with scalable architecture, real-time functionality, and the infrastructure needed to support commercial use.
New Clients Secured
Following successful A/B testing, the company showcased the platform at industry conferences and secured contracts with major game development clients to use it for AI-powered 3D asset generation and manipulation.
Get a free consultation now
Schedule a Call