Problems by size band.
Maintenance is reactive — we fix breakage, not prevent it
Solution: We deploy a predictive-maintenance AI that combines vibration / temperature / audit data to flag equipment risk before failure — typical unplanned-downtime …
Quality holds keep tripping the line
Solution: We build a quality-monitoring workflow combining line-sensor data with shift-report text to predict and explain quality holds before they happen. Throughput typically …
Production scheduling is built on a manager's gut
Solution: We build an AI production-scheduling system that combines orders, capacity, materials, and shift constraints — schedules update in minutes when reality changes.
Sales quotes for custom orders take days
Solution: We build an AI quote assistant that drafts the engineering review and BOM for human sign-off — typical quote-time drops from days …
Enterprise plant networks can't share AI work across sites
Solution: We build a shared AI ops platform — model registry, shared dashboards, cross-plant analytics — so each site benefits from every other …