Digital Product Architecture & Full-stack Development

Modulyo is an intelligent SaaS ecosystem transforming entrepreneurial visions into AI-driven, life-centered business systems.

Goal

To build an AI-powered framework that removes the burden of strategic planning and product architecture, empowering founders to design businesses that prioritize personal freedom and intentional growth.

Challenge

Balancing rapid market validation (MVP) with high-end technical scalability—specifically navigating the transition from a low-code prototype to a robust, custom-engineered architecture.

Outcome

A high-performance, secure, and scalable web application that leverages state-of-the-art Gemini 2.0 models to make business design tangible, automated, and intuitive.

A chat window with a text on it: What would you like to improve today?

Client

Internal Project (SaaS Product)

Area

AI-Driven Business

Service

Web App Development

Team Setup

David Rozsa (Digital Product Architect)

Timeline

November 2025 - in progress nowadays

Concept: Life-Centered Business Design

The core philosophy of Modulyo is freedom. I architected a logical system where the founder isn't a slave to their business but the owner of a well-regulated ecosystem. During the design phase, the focus was on radically simplifying complex business processes into intuitive user flows.

Mode selector in chat panel.
Evolution: From Lovable to Custom Engineering

Adopting a "build in public" mindset, I initiated development within the Lovable environment for rapid prototyping and logic validation. Once the core concept was proven, I migrated the project to a robust Vite and Supabase stack, ensuring full source-code control and production-grade performance.

Conversation with AI mentor. Q&A.
Architecture: AI as a Thought Partner

The heart of the system is built on Google Cloud (Vertex AI) infrastructure. By integrating Gemini 2.0 models, Modulyo doesn't just provide answers; it acts as an active partner, helping users refine their product architecture and business models with minimal latency and high contextual intelligence.

Conversation save to note.
Scalability: Future-Proofing the Digital Product

As a Digital Product Architect, my priority was long-term viability. The database schema and API layers were engineered to support a growing international user base, maintaining an optimal balance between operational costs and high-speed performance.

Categories in Create mode.

Let's Build Your Digital Product

Whether you are looking to validate a raw idea with a market-ready MVP or scale a fully custom software ecosystem, I bridge the gap between your vision and reality. Forget about generic websites or rigid development cycles. Using my Hybrid Product Architecture, we will craft a scalable, automated system that combines UX strategy with AI-assisted engineering. The result? A business asset that drives growth and secures your freedom, without the tech headaches. Tell me about your vision, and let's turn it into a future-proof reality.