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Predictive Maintenance

A regional logistics company with several hundred heavy trucks wanted to modernize its fleet management and reduce rig downtime.


  • Mean-based schedule maintenance was undermining competitiveness as delivery times increased and margins decreased.
  • Management suspected that maintenance schedules were too frequent for some regional routes and not enough for others.


  • Devron collaborated with the business intelligence team to deploy and train machine learning models at the sensors on each rig.
  • Encrypted model artifacts from each location are sent back to Devron Central Authority to train the main ML model and develop a more nuanced picture of maintenance needs across routes and truck types.
  • Company moved from preventive to predictive maintenance which saw an over 35% reduction in downtime.
Predictive Maintenance
Predictive Maintenance
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