
Sound-based motor condition monitoring
Acoustic and vibration analysis for motors and gearboxes. Catches anomalies before they cause downtime.
Deployment
Field PLC/SCADA equipment, control dashboard, and alerting
- Earlier detection of anomalies
- Better-timed maintenance
- Fewer unplanned stoppages

Crane wire monitoring
Inspects hoisting equipment wires to detect fatigue accumulation and break risk.
Deployment
Crane and hoist safety monitoring
- Pre-incident warning detection
- Real-time inspection data
- Clear signals for field decisions

Ultrasonic tree diagnostics
Non-destructive ultrasonic inspection of internal trunk changes. On-site detection of pine wilt disease and similar abnormalities.
Deployment
Portable scan equipment and reading interface
- Earlier infection detection
- Faster field diagnosis
- More confident decisions

Terminal operations console
Control-room, field, customer-channel, and legacy system data in a single view. Delays and bottlenecks identified faster.
Deployment
Control-room UX with live terminal visualization
- Faster detection of delays
- Clearer view of bottlenecks
- Shared picture across teams

Voice-based identity verification
Speaker verification that works in high-noise environments. Securing voice-based authentication systems.
Deployment
Control-room login
- Lower impersonation risk
- Stable voice workflows
- Robust across hardware conditions
Delivery
Built for adoption, not demos
Even a highly accurate system is hard to use if it cannot blend into existing operational pipelines.
Architecture shaped by equipment and network constraints
In-house training and storage infrastructure with 6 RTX 5090 Blackwell GPUs and 8 RTX 4090 Ada Lovelace GPUs
Alerts, dashboards, and reporting built for operators
System build plans that include security requirements
Feedback and improvement loops that include retraining procedures
