I build the intelligence layer between operations and growth.

The through-line

I did not arrive at technology from a textbook. I arrived through thousands of real operating decisions.

Across retail, consumer electronics, service delivery, railway catering and hospitality, I learned where information breaks, where workflows slow down and what leaders need to see. Today I turn that operating knowledge into applications, dashboards and connected ecosystems.