Customer experience did not happen to me as a career choice — it emerged as a way of working. Engineering gave me a foundational gift: the discipline of asking why something is built the way it is, for whom it is built, and what it actually does for the person on the other side of the screen. Those questions, more than any technology, became the lens through which I have approached every role since.
Starting as a software engineer at Infosys — working on systems for Vodafone UK and Telstra Australia — I was already more interested in the human behind the ticket than the ticket itself. That curiosity pulled me toward postgraduate study: a dual MBA across Berlin and Pune, where I gained international exposure through live consulting projects in Germany, immersion in multicultural business environments, and a rigorous grounding in operations and supply chain strategy. That combination — technical foundations, global perspective, and operational discipline — shaped the practitioner I became.
Engineering made me better at operations because I understood what was happening under the hood. Operations made me better at CX because I could see where organizational systems created friction for customers. CX made me better at strategy because I learned to read what data alone cannot tell you — the gap between what customers do and what organizations assume they do.
That through-line — from engineering to operations to experience strategy to AI-enabled transformation — is not a series of pivots. It is one continuous inquiry, across three continents, into how organizations can work better for the people they serve. Today that inquiry takes the form of the Signals → Systems → Scale™ model: a practical operating framework for turning customer intelligence into organizational capability and commercial growth.
I work with organizations — as a leader, as a consultant, or as both — where that question is genuinely alive: how do we understand our customers deeply enough to serve them well at scale?