Predictive maintenance for small factories

Vibration and temperature sensors on critical machines predict breakdowns days ahead, with Urdu alerts to the maintenance team.

Target audience

factory owners

Problem solved

Unexpected machine breakdowns halt production for days.

Solution

IoT sensors + anomaly detection + alert workflow.

Technologies

IoT sensors, machine learning, dashboards

Monetization

Hardware + monitoring subscription

Challenges

Sensor installation; ROI demonstration.

Improvements

Add spare-parts auto-ordering; add energy analytics.