Mismatched sensor tags, CMMS asset IDs, and line names quietly wreck predictive maintenance trust. Here are the shop-floor data checks planners need first.
Multi-agent AI systems can traverse CMMS logs, sensor data, and operator notes to generate ranked causal hypotheses, cutting RCA from days to minutes while surfacing failures humans miss.
Most plants track OEE religiously but see minimal improvement. The problem isn't the metric-it's the 48-hour gap between insight and action. Here's how AI closes that loop.
Most CMMS platforms create data prisons, not data platforms. Here's the integration architecture that unlocks predictive maintenance at scale.