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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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