The Process

My Building Approach

Concept & Architecture

I start with the business problem, not the technology. What needs to be solved? What data is available? Which AI approach fits? I design the architecture, select the right tools and models, and define what success looks like.

Build & Iterate

I build working prototypes quickly and iterate based on real feedback. I code, prompt-engineer, and integrate AI components hands-on. When specialized expertise is needed — ML engineering, data pipelines, UX — I bring in the right people from my network.

Ship & Scale

I don't stop at prototypes. I help turn AI experiments into production-ready products with sustainable business models, solid financial plans, and clear scaling strategies. This is where my entrepreneurial experience, investor perspective, and BMDNA framework come together.

Tech Stack

What I Work With

Multi-Agent Systems LLMs & Prompt Engineering AI Agents API Integrations Python TypeScript JavaScript Automation Data Analysis Rapid Prototyping RAG & Vector Search Cloud & Deployment

Let's Build Together

Need an AI-powered solution?

Whether you have a clear idea or just a business problem — I can help you figure out the right AI approach, build it with you, and bring in the right experts when needed.

Let's talk about your project