Predictive Maintenance

Stairio: Autonomous Staircase Safety Monitoring Robot

Handrail-affixed locomotion system with onboard AI vision for autonomous staircase inspection and predictive maintenance.

Universal Vehicle Self-Diagnosis: Predictive Component Monitoring

Data-driven, real-time predictive vehicle self-diagnosis using automotive-component data streams — extending the integrity arc from positioning into vehicle health monitoring.