AI Adoption · Business Analysis · Process Engineering

Most companies ask how to adopt AI.
The better question is whether.

I help organizations decide where AI belongs, where to start, and how to build it in a way they can trust. That means asking hard questions before writing a line of code — and knowing how to answer them.


92% reduction in risk assessment processing time at Optiv
3 days → 30 min executive reporting cycle, Optiv IT portfolio