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Solutions

AI systems that hold up on site

Equipment health checks, motor diagnostics, wire monitoring, ultrasonic inspection, voice authentication.

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
Sound-based motor condition monitoring
Predictive maintenanceHigh-frequency audio and vibration signatures

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
Safety systemWire tension and appearance

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
Environmental diagnosticsUltrasonic propagation, attenuation, and phase shifts

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
Operations consoleOperational telemetry, berth flow, and crew coordination

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
Voice authenticationVoiceprint, liveness, and channel robustness

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

Case studies

See how these systems were applied in the field

We document each system together with the operating context it was built for.

View case studies