by Mahrukh Majeed | Jun 25, 2026
As organizations invest more heavily in AI predictive maintenance, many discover that the biggest obstacle is not the technology itself, but the quality of the data behind it. AI predictive maintenance can reduce downtime, extend asset life, and lower maintenance...
by Stefanson Nelson | Oct 10, 2025
A mid-size site grew tired of blanket PMs that looked productive but did not prevent functional failures. The team chose a different path: use RCM to protect what the asset must do in its real operating context. The goal was a credible way to decide which tasks belong...
by Stefanson Nelson | Oct 8, 2025
A report from the U.S. Department of Energy reveals that preventative maintenance can reduce equipment failures by as much as 70%. This substantial impact underscores the importance of strategic maintenance in enhancing asset reliability. In industries where uptime is...
by Stefanson Nelson | Oct 3, 2025
A mid‑size manufacturer kept “fixing the data” every quarter, yet the same arguments over KPIs returned. Planners swore schedules were realistic; supervisors insisted jobs were kitted; reliability engineers questioned the failure codes. When the plant manager finally...
by Stefanson Nelson | Oct 1, 2025
On Monday morning, a maintenance manager opens the weekly report and sees PM compliance at 92%, yet crews are still firefighting. The numbers look fine; the plant does not. That disconnect often traces back to the same root cause: the data feeding those KPIs isn’t...
by Stefanson Nelson | Sep 26, 2025
Artificial intelligence requires accurate data to succeed. Without it, even advanced CMMS systems fail to deliver consistent results. For instance, 77% of data professionals report that data quality issues hinder their company’s performance. This underscores why...
