by Mahrukh Majeed | Jul 10, 2026
A maintenance technician gets a work order The torque spec they need is buried in a scanned manual. The part number is in an invoice from two years ago. The nameplate data was never entered into Maximo. So before the repair starts, they spend 40 minutes hunting. Not... by Mahrukh Majeed | Jul 2, 2026
The hidden costs of poor asset data that never show up in your downtime reports According to Oxford Economics and Splunk, the average Global 2000 company loses nearly $200 million annually to unplanned downtime. For most organizations, that figure immediately brings... 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...