Data category
Sensors & Industrial Systems
Telemetry and operating states paired with the anomalies and maintenance events that followed.
Why it matters for AI
Measured, judged, resolved.
Raw telemetry is common; telemetry labeled with what happened next is not. Historian data joined to maintenance logs and operator actions turns signals into outcomes a model can learn from.
Typical data
- Machine telemetry
- Temperature
- Vibration
- Pressure
- Operating states
- Anomalies
- Maintenance events
Representative workflow
Illustrative
- 01Sensor readings
- 02Machine state
- 03Operator action
- 04Anomaly
- 05Maintenance / correction
- 06Resulting performance
Who typically holds it
- Plants and sensor-heavy operations
- Industrial equipment companies
- Utilities and process industries
- Fleet and asset operators
Potential AI applications
- Predictive maintenance
- Time-series foundation models
- Anomaly detection
- Robotics and control
Trust & compliance
Data licensing without losing control.
Your data stays yours until you decide otherwise. We assess before anything is shared, and we treat rights and privacy as conditions of a transaction — not afterthoughts.
No raw data for an initial evaluation
Nothing moves without authorization
Ownership is not the same as licensing rights
Specialist review where it is needed
Own valuable data?
Check your data's licensing potential.
A confidential, no-raw-data assessment of your organization's scientific, industrial or operational records.
Building AI?
You specify it. We source it.
Tell us the proprietary data your model needs — domain, structure, modalities and rights. We approach the organizations that produce it.