One motor failure
shouldn't stop the whole line
Conveyor motors, servo drives, and linear actuators are high-consequence failure points on assembly and SMT lines — a single failure can halt an entire production line, not just one station. MaintenanceIQ™ watches current draw, RPM, and thermal signatures continuously, catching winding and bearing degradation before it takes the line down.
The problem
High-throughput lines have zero slack for surprise downtime
- Unplanned downtime on discrete manufacturing and assembly lines runs $50,000–$200,000 per hour.
- A single conveyor motor or servo drive failure can stop an entire line, not just the station it sits in.
- Winding insulation degradation and bearing wear build quietly, with no visible symptom until the motor actually fails.
- Calendar-based servicing doesn't account for the variability in load and duty cycle across a high-mix line.
The MaintenanceIQ™ approach
Continuous watch on the motors and drives your line depends on
- Monitors current draw, RPM deviation, and thermal signatures to catch degradation before failure — not after the line stops.
- Creates the SAP work order and reserves the replacement parts automatically, so the fix lands in a planned window.
- Applies the same detection across every equivalent motor and drive on the line, and across every line in the facility.
- Escalates only the exceptions that need a decision — everything else is handled and logged automatically.
Use cases
Where this shows up on your floor
Conveyor & assembly-line motors
MaintenanceIQ™ monitors current draw and thermal signatures across conveyor motors and drives, catching the winding and bearing wear patterns that precede a line-stopping failure.
Servo drives & linear actuators
High-precision motion components on SMT and robotic assembly lines are watched for RPM deviation and load anomalies that signal wear before positioning accuracy is affected.
SMT & robotic assembly lines
The same continuous, condition-based monitoring extends across high-mix, high-throughput lines, where a single station failure can cascade into a full line stoppage.
Fleet-wide pattern learning
A wear pattern caught on one motor sharpens detection sensitivity for every equivalent motor across every line — and every facility.
Proof point
Every hour of downtime is a line, not a station
Side by side
MaintenanceIQ™ vs traditional line maintenance
| Traditional approach | MaintenanceIQ™ | |
|---|---|---|
| Motor wear detection | Found after the motor fails and the line stops | Caught 2–6 hours ahead, before failure |
| Line impact | Full line stoppage until diagnosis and repair | Repair scheduled during a planned window |
| Cost of downtime | $50,000–$200,000 per hour, uncontrolled | Reduced 20–30% through earlier intervention |
| Work order & parts | Manual, once the failure is diagnosed | Created and reserved automatically in SAP |
| Coverage across the line | One motor or drive assessed at a time | Every equivalent motor and drive monitored continuously |
Name a motor, drive, or line
Connect MaintenanceIQ™ to 48 hours of your own sensor data and we'll show you exactly what it detects.