Builder, operator, transformation advisor.

I work with leaders navigating AI transformation, platform engineering, and modernization programs where the hard problem is not the technology alone, but the operating model around it.

The perspective comes from building and leading systems across telecom infrastructure, internet communities, commerce platforms, cloud-native developer platforms, tax software, and AI-enabled search experiences.

The consulting focus is practical: expose real workflows, clarify decisions, build capability infrastructure, and measure transformation by business change rather than technical theater.