| Design and Testing |
- Test validity - telemetry
- Drive cycle signatures
- Test variant optimization
|
| Service |
- Abuse detection based on vehicle / machine telematics, Driver rating
- Predictive
maintenance
With Quality teams on
- warranty analysis and prediction
- anomaly detection
- early warning
from job card
|
| Marketing |
- Customer segmentation and principal components
- Product segmentation drivers and trend prediction
- Forecasting at various aggregation levels
- Buying/Loss propensity
- Funnel analysis (and anomaly detection)
|
| Manufacturing |
- Machine downtime prediction, Predictive maintenance,Abuse detection
- In use optimization of machine setting/ parameters for operations (such as based on wear, tool /
job based learning)
- Productivity measurement for people, Yield, energy and throughput prediction (and explain-ability)
|
| Quality |
- Poka yoke / defect detection ,Measurement with pictures / lasers
- Pre-delivery inspection with drone / fixed cameras (No experience)
- Test bed data - anomaly detection ,EOL testing optimization for configured products
|
| Sourcing and Supply Chain |
- Supply chain risk (line stoppages) prediction (No experience)
- Price discovery based on master data NLP, Automated LPP from part description for VE
- Part description based or Geometry based search for standardization (No experience)
|
| Support functions |
- HR Analytics and ML - Joiners and attrition prediction
- Finance - Collection analytics
|
