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How to build a successful predictive maintenance proof of concept

Learn how semiconductor manufacturers can evaluate predictive maintenance solutions, avoid common pitfalls, and build a proof of concept that supports long-term operational success.

Robotic arm holding a semiconductor chip beside a digital wireframe overlay on a dark blue background.

For semiconductor manufacturers evaluating predictive maintenance, a proof of concept (PoC) is often the first step toward building confidence and demonstrating value before broader deployment. However, a successful PoC requires more than validating technology alone. Clear objectives, stakeholder alignment, meaningful KPIs, and a scalable approach are all critical to achieving long-term success.

This white paper explores best practices for planning and executing a predictive maintenance PoC. Drawing on lessons learned from both successful and unsuccessful projects, it highlights common pitfalls that can limit results and outlines practical steps for building a strong foundation for future deployment.

In this white paper, you'll learn:

  • How to define business objectives and KPIs for a predictive maintenance PoC
  • Why user engagement and stakeholder alignment are critical to success
  • What data is needed to support a meaningful PoC
  • How to evaluate predictive maintenance solutions beyond analytics demonstrations
  • Common pitfalls that can derail predictive maintenance projects
  • Key considerations for ensuring scalability beyond an initial pilot deployment

Learn how to validate business value, build stakeholder confidence, and create a clear path toward reducing downtime, improving maintenance efficiency, and increasing OEE across semiconductor operations.


Ready to move from maintaining more to maintaining smarter?

Learn more about how semiconductor manufacturers are reducing over-maintenance, improving maintenance efficiency, and increasing business value with predictive maintenance. Explore predictive maintenance for the semiconductor industry or connect one-on-one with our experts and explore what’s possible.

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