Every engagement starts with one real operating situation your team is navigating. No broad software rollout. No multi-month scoping.
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, machine learning, and AI. My background is in complex planning under uncertainty — exactly the kind of environment where disconnected decisions quietly become expensive.