The operator
behind the systems.

I studied mechanical engineering because I wanted to understand how things actually work, not just what they do. Every system has a structure underneath it: constraints, inputs, feedback loops, failure modes. Understanding that structure is how you build something durable instead of something that just looks like it works.

A Master's in Marketing Management came later, but the engineering lens followed me into it. I kept encountering the same gap: teams spending budget without understanding attribution, publishing content without distribution architecture, running campaigns without conversion infrastructure. The problem was never effort. It was always structure.

Today I build the structure that was missing. Paid acquisition, SEO, AI workflows, attribution, and analytics treated as one system instead of five parallel tactics. The work is less about producing more output and more about removing the parts that were never going to compound in the first place.

I have an adventurous mindset. I'm drawn to problems that require both precision and intuition - the kind where you need a framework to understand what you're even looking at, but where the insight itself comes from somewhere else entirely.