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
The first assessment uses descriptions, schemas and counts — not your records.
Nothing moves without authorization
Data is not transferred to buyers without your explicit authorization and an agreed license.
Ownership is not the same as licensing rights
Customer contracts, consents and confidentiality terms can limit what may be licensed, even for data you hold.
Specialist review where it is needed
We work with data owners and appropriate legal and compliance specialists to determine what can be licensed.
Datasets may require
- Contractual review
- Customer-consent review
- Anonymization
- De-identification
- Removal of restricted information
- Export-control review
- Cross-border data review
Removing names alone does not guarantee anonymization. Combinations of dates, locations, product codes or rare events can re-identify people or customers, so de-identification is planned dataset by dataset.
DataNexx does not provide legal advice. Data licensing transactions may require independent legal, privacy, regulatory, or export-control review.
Own valuable data?
Find out whether your historical data could qualify for AI licensing.
A confidential, no-raw-data assessment of your organization's laboratory or industrial records.
Building AI?
Tell us the proprietary data your model needs.
Specify the domain, structure, modalities and rights. We source from organizations that produce it.