LAYER 01
Field signal capture
Acoustics, ultrasound, vibration, and operational logs captured to hold up on site.
Industrial AI
Industrial AI systems, together with the field
We analyze acoustics, vibration, ultrasonics, and operational data with AI. We take responsibility through to the field-ready dashboard.
Acoustic, vibration & environmental signal analysisAI analysis and diagnosticsField operation softwareEdge/on-device and on-prem deployment
System scope
We bring sensing, inference, operator software, and deployment rules together as one system that can run in real operations.
Project flow
The same team stays involved from problem framing through rollout and handoff.
LAYER 02
Edge inference
Models built to run in real time on equipment and local gateways, not just in the lab.
Approach
It does not end at the AI model
We don't stop at the AI model that analyzes signals. We think through who uses it, where, and for what.
01
Collect the signals
Select the signals that matter on site and build the capture pipeline.
- Signal criteria tuned for real anomalies
- Data capture that holds up in the field
02
Build the model and management system together
Inference, gateways, dashboards, and alerts ship together.
- Edge/on-device and on-prem inference
- PLC, sensor, dashboard, and alert integration
03
Factor in operational standards
Maintenance history, permissions and reporting, maintenance systems — all designed together.
- Operator-facing UI and reporting flow
- Maintenance history and maintenance standards
Featured solutions
Systems that fit right into the field
Every site has different signals and different constraints. But the standard is the same: it must blend into the field.
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
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
Case studies
Programs validated against real operating environments
We do more than list features. We show what problem was scoped and how the system fit real operations.
Environment & Forestry
Korea Forest Research Institute
Ultrasonic non-destructive diagnostics for earlier pine wilt disease detection
Approach
We built ultrasonic NDT equipment and a field reading interface that tracks changes in ultrasonic propagation inside trunks. Data is captured and read on site, without an external network.
Ultrasonic NDT scan
Diagnostic method
On-site interpretation
Data processing
Project flow
Together from problem definition to operational transition
We are with you from the moment the problem is first identified, all the way through.
Diagnose
Start by checking the site
Equipment layout, operating procedures, data quality, and site constraints — checked first.
Build
Build analysis and operations systems together
AI models, dashboards, alerts, and integrations built together. We build systems that blend into real workflows.
Hand off
Stay with you past the PoC
Installation and deployment environment, handover, and future improvements — all documented.