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Predictive Maintenance

Automating Predictive maintenance with Thoughtful can bring a range of advantages to a manufacturing or engineering company. The software can streamline the process of monitoring and maintaining equipment, reducing the need for manual labor and minimizing the risk of errors. It can also help track equipment data, monitor equipment performance, and manage maintenance schedules, making it easier to identify trends and make data-driven decisions. Additionally, by automating the predictive maintenance process, Thoughtful can help manufacturing and engineering companies become more efficient and organized, making it easier to find and retrieve maintenance information when needed. With Thoughtful, companies can also optimize their operations by using real-time data to plan and schedule maintenance tasks, improve efficiency, and reduce costs. The software can also help companies to ensure compliance with industry standards, improve maintenance collaboration and communication, and help to improve equipment availability and reliability.


Worker Safety

Operational Efficiency

Cost Avoidance


  1. Gather data from various sensors, machines, and equipment logs.
  2. Clean and pre-process the data to prepare it for analysis.
  3. Choose an appropriate predictive model based on the data and the maintenance problem being solved.
  4. Train the selected model on the pre-processed data.
  5. Validate the trained model to ensure it is accurate and makes the correct predictions.
  6. Deploy the validated model to perform predictive maintenance in a production environment.
  7. Monitor the equipment and machinery, making predictions and alerts when necessary.
  8. Trigger maintenance actions based on the predictions made and alerts generated, ensuring equipment is maintained proactively.

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