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Xpdeep > Applications > Predictive Maintenance

 

Revolutionize Predictive Maintenance
with Xpdeep Actionable AI

Cut sensor costs, simplify compute, and act before failure — with fully explainable, certifiable deep models.

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Why AI Struggles in Predictive Maintenance 

  • Most AI models are black boxes — hard to trust, certify, or act on

  • Excessive sensor and compute needs make them hard to scale

  • They only predict — without offering concrete operational advice

"What's the use of predicting a failure
if you can't prevent it?"

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Xpdeep Makes Predictive Maintenance Truly Actionable

Xpdeep enables you to design and deploy deep models that are:

  • Understandable: Fully explainable at every step

  • Efficient: Minimal sensors and low compute load

  • Actionable: Suggest concrete steps to delay or avoid failures

  • Certifiable: Ready for regulated, mission-critical use

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Scania Case Study: Fewer Sensors, Better Performance

  • –82% sensors needed (from 106 to 19)

  • –50% inference compute

  • –33% model size

  • + Real-time actionability: Prescribes operating changes to avoid failure

 

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Built for Real-World Deployment

  • Certifiable and auditable models (AI Act, ISO, MIL-STD…)

  • Compatible with your existing MLOps and PyTorch stack

  • ROI through lower sensor and compute costs, and reduced downtime

  • Domain expert–friendly: Full transparency and control

 

Simulate. Recommend. Adjust.

Xpdeep's built-in analysis enables models to:

  • Simulate failure scenarios

  • Recommend optimal usage to delay issues

  • Empower maintenance teams with specific, risk-aware decisions

 

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The First Fully Integrated Framework for Actionable Deep Learning

  • Explainability by design — not post-hoc
  • Models built to be trusted, certified, and deployed
  • Insights aligned with operational goals
  • All-in-one: Design, optimize, simulate, explain, and act

 

Ready to Bring AI into Your Maintenance Strategy?