Predictive Maintenance of Devices

A consumer device that fails unexpectedly creates a negative brand moment and a warranty cost. A device that proactively notifies the consumer that a component is degrading — and offers a service appointment or software fix — creates a brand-positive experience from what would otherwise be a complaint. Predictive maintenance turns device telemetry into a customer experience advantage.

What we build

We build device telemetry collection pipelines that stream usage data from connected products to cloud analytics platforms. Component wear models trained on field failure history identify degradation signatures in telemetry — predicting battery capacity loss, motor wear, sensor drift, and connectivity module degradation. Proactive notification workflows alert customers and support teams before failure occurs. For software-addressable issues, firmware update triggers deploy corrections to affected devices automatically. Warranty claim prediction models help operations teams pre-position spare parts and service capacity.