Manufacturing
AI Agents for Factory Uptime & OEE
Predict failures, allocate work intelligently, and keep production on takt with maintenance copilots purpose‑built for manufacturing.
Common Assets
Coverage across machines, lines, utilities

Production Machinery
CNC, lathes, presses, mills agents monitor vibration and thermal drift.

Assembly Lines
Takt, buffer health, and bottleneck prediction.

Utility Systems
HVAC, compressed air, electrical availability and leaks.
Unplanned Downtime
Costly stoppages and missed SLAs.
Aging Equipment
Specialized know‑how and scarce parts.
Scheduling vs. Takt
Balancing PM windows with production demand.
What Our AI Agents Do
Predictive Maintenance
Analyze vibration, temperature, and cycle data to flag probable failures and trigger work orders.
- Bearing/gear wear patterns
- Thermal and current anomalies
- Remaining useful life estimates
Production‑Aware Scheduling
Align maintenance to natural breaks and constraints; route tasks to the right techs.
- Auto‑windowing vs. takt/shift plans
- Skills‑based assignment on mobile
- Parts availability checks
45%
Downtime reduction
+12%
OEE improvement
30%
Faster MTTR