Built from the operational side of growth.

I build growth like an engineer—and orchestrate it like a system.

Since 2013, I have worked at the intersection of software engineering, operations and field management: environments where clear thinking has to become dependable execution. That path shaped how I diagnose growth—not as a collection of channels, but as a living system of decisions, data, people and handoffs.

My experience spans work connected to organizations and platforms including Tesla, Hyundai and Capgemini, alongside the practical operating work that makes systems useful under pressure. It built flexibility, pattern recognition and the ability to move between technical detail, commercial priorities and real-world constraints without losing the outcome.

Today, I bring that perspective to AI systems architecture: designing the orchestration between acquisition, conversion, CRM, automation and human judgment so a business can respond faster, learn more clearly and scale with control.