AI Anomaly Detection
A model learns the normal pattern of each machine across load and time of day, and scores how far today has drifted from it.
Platform
Predictive Maintenance
AI anomaly detection watches vibration, temperature and current on motors, pumps, fans and conveyors, estimates remaining useful life, and opens a Work Order with the parts before a failure.
Why It Matters
Most breakdowns announce themselves weeks ahead as a small change in vibration or heat. IoTServa learns what normal looks like for each machine, flags the drift early, and turns it into planned work instead of an emergency stop.
- AI anomaly detection per machine
- Vibration, temperature and current analytics
- Remaining useful life estimates
- Automatic Work Orders with spare parts
- MTBF, MTTR and availability KPIs
What It Does
Vibration and Bearing Analytics
Trend overall vibration, bearing temperature and motor current, and spot imbalance, misalignment and bearing wear early.
Remaining Useful Life
Estimate how many days a component has left at the current rate of wear, with the confidence shown.
Work Orders with Parts
Open a Work Order automatically with the likely cause, the steps and the spare parts, and book it into a maintenance window.
Maintenance Calendar
Plan condition-based and time-based maintenance on one calendar, with greasing and inspection reminders by running hours.
Reliability KPIs
Track MTBF, MTTR, availability and maintenance cost per asset, Site and Organization.
See It in the Software
Screens from the live IoTServa software with a demo company and demo data.
Predictive Maintenance Questions
Which sensors do we need?
Vibration and temperature sensors on bearings, and current from the motor starter or an energy meter. Existing PLC values can be used too.
How long before the AI is useful?
It starts scoring after a few weeks of normal running and improves as it sees more load conditions.
See VYROX Hardware or Read the Protocol Guides
Start with One Site. Prove It on Real Devices.
Tell us which protocols are on site. We will scope a pilot that reads your real devices.