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Why Condition Monitoring Data Fails Maintenance Teams

Sensor-based predictive maintenance often collects data without improving decisions. Here is why condition monitoring data fails maintenance teams, and how data quality, context, and workflow fix it.

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Most Bearings Don't Die of Old Age. They Die of Thirst.

Long before a bearing gets noisy or trips an overall vibration alarm, its lubricant film has already thinned to the point where metal touches metal. The machine still runs. The route sheet still says the grease is fine. And the data has already started to change. That gap, between the moment the film fails and the moment anyone can see it, is where poor lubrication either becomes a two-minute re-grease or a bearing replacement. This piece is about reading that gap.

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Your Pump Vibration Is Normal. So Why Is the Seal About to Let Go?

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Groundup.ai Awarded ~S$4M PUB Tender to Bring Cognitive Maintenance to Singapore's Water Infrastructure

Chosen as the sole awarded provider in a competitive open tender, Groundup.ai will implement and maintain a Predictive Maintenance and Reliability System for Singapore's national water agency.

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