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KONUX deploys modular IoT sensors on railway infrastructure – primarily switches – and applies AI to the resulting sensor data for predictive maintenance, with its Switch product forecasting failure risk up to four months ahead. The company reports 500 million recorded train traces across 6,000 monitored assets, with customers including Deutsche Bahn and Network Rail.

Sensor / Time-series
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