Supply Chain · AI accelerator
Quality Predictor
Predicts defect rate from shop-floor sensor data.
−40 to −60%
Defect escape rate
−25 to −35%
Scrap and rework
85–95%
Defects caught early
5–8 months
Payback period
Qp
Quality Predictor
SC · No. 75 of 117
What it does
Quality Predictor in production
- Streams PLC and sensor data from the line
- Predicts defect probability before end-of-line test
- Identifies process parameters driving scrap
- Alerts operators when drift precedes defects
- Correlates supplier lots with quality outcomes
- Recommends set-point adjustments to stay in spec
45-second film: the Quality Predictor tile, an animated mockup and the KPI impact.
How it ships
Live in 6–9 weeks, inside your perimeter
Deployment options
On-premise (air-gapped)Private cloudManaged cloudHybrid
Integrates with
Siemens OpcenterRockwell FactoryTalkSAP Digital ManufacturingAVEVA PI SystemIgnition SCADA
Technology stack
PythonApache KafkaXGBoost · LightGBMPyTorchTimescaleDB
Compliance & security
ISO 28000SOC 2 Type IIGDPRC-TPAT
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See Quality Predictor running inside your environment
A 20-minute technical walkthrough, no slides. Ships in 6–9 weeks.