Every engagement starts with one real operating situation your team is navigating.
Most pilots begin with existing data extracts and one working session.
No broad software rollout. No multi-month scoping. No integration required to start.
The pilot is designed to stand on its own. One situation, one connected model, one recommendation package. If it proves value, that work becomes the foundation for recurring decision support and broader system logic.
I build decision systems at the intersection of operations research, industrial design, machine learning, and AI.
My background is in complex and constrained planning under uncertainty — exactly the kind of environment where disconnected decisions quietly become expensive and at times destructive.