Real-world industrial data
Real-WorldIndustrial Data.
Train inspection, quality control, and automation systems with operational field data, specialist validation, and production-ready delivery.
One platform. Three data engines.
Contributor Network
- Factory floor capture
- Thermal imaging
- Machine monitoring
- Defect samples
- Line video
Expert Network
- Quality engineers
- Safety specialists
- Process engineers
- ML operations
- Domain annotators
Evaluation Layer
- Defect classification
- False positive rate
- Edge case coverage
- Rare defect types
- Alert validation
Build for the real world
Visual Inspection
Surface defects, Dimensional checks, Weld quality
Assembly Verification
Part presence, Torque confirmation, Sequence tracking
Worker Safety
PPE detection, Zone compliance, Ergonomics
Predictive Maintenance
Vibration analysis, Thermal anomalies, Failure prediction
Automated Sorting
Object classification, Conveyor systems, Bin picking
Welding QA
Seam detection, Porosity analysis, Arc monitoring
The Harbor Data Flywheel
From the factory floor to production-ready models.
A continuous loop that turns operational field data into smarter inspection, safety, and automation systems.
Learn moreData Types
Line & Process Video
Continuous video feeds from production lines, conveyor belts, and shop floors under controlled and variable lighting.
- Fixed and mobile camera rigs
- Multi-angle line coverage
- High-speed capture for fast lines
- Variable shift lighting conditions
Why teams choose Harbor
Operational From Day One
Field capture programs deploy rapidly — no lab setup, no wait for production samples to accumulate.
Rare Defect Coverage
Access structured programs to capture defect types that appear infrequently but cause the most costly failures.
Specialist-Validated
Every dataset reviewed by quality and process engineers, not generic annotators, ensuring labels your model can trust.
Example Industrial Programs
Visual Defect Inspection Dataset
Worker Safety Monitoring Dataset
Predictive Maintenance Dataset
Better Operations Start With Better Data.
Field capture. Expert validation. Industrial datasets at scale.