Case Studies
How we applied analytics, optimization, and monitoring to actual production lines across Availability, Performance, and Quality, with the numbers attached.
A maintenance prioritization system that used simulation to rank interventions by workshop-level capacity impact and quantify annual value.
A constraint optimization framework for production and resource planning, designed to resolve conflicts across maintenance, production, and quality activities.
An automated quality data review platform that clustered sensor traces and surfaced outliers so engineers could focus on abnormal patterns first.
A monitoring suite that consolidated sensor, alarm, and production data into dashboards for daily manufacturing performance reviews.
A production-aligned evaluation framework that scored defect classifiers by operational risk instead of only standard ML metrics.
Project fit
Start with the loss on the floor, the data you already have, and the value question leadership needs answered.