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. And shipping is no longer the finish line: a product nobody finds does not scale, so I build the growth machine around it too.

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 MCP Servers n8n & Workflow Automation Ad Platform APIs Conversion Tracking

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