Factories rarely fail at predictive maintenance because of the technology. They fail because of messy data, rushed rollouts, old habits on the shop floor, and very human fears like “Will this software replace me?” or “Who will handle this extra work?” The result? Expensive systems, lots of dashboards, and after a year… maintenance teams are still firefighting breakdowns instead of preventing them.