Industrial & operational AI

Industrial AI fails less often on the model and more often on the fit: a predictive-maintenance system that ignores how the maintenance team actually schedules work, or a safety analytic that fires so many false alarms it gets muted within a week. We build operational systems that are designed around the workflow, the constraints, and the people who will use them.

That covers predictive maintenance, workplace-safety analytics, and operational decision-support — always with an eye to integration with existing industrial systems and to producing outputs that change a decision rather than just populating a dashboard.