Seeing what is running underneath.
I've spent more than a decade as a software engineer, building products and shipping code. A few years ago I went deep into AI as a practitioner. The engine in the case study is mine, built with my hands.
The job turned out to be seeing what is actually running underneath, and naming it. In a treatment network, that is usually one person retyping attendance into the billing census every week, and nobody checking it until a denial comes back months later.
What leadership sees
It's a systems problem.
So I build the system underneath, the one that catches what is falling through and makes the numbers true before they cost you. First for myself. Then for others. That's Elevate AI Systems.