The NRX Blog
Why Asset Data Quality Matters for Oil and Gas Operations
A turnaround is one of the most expensive events an oil and gas facility runs. Thousands of work orders. Hundreds of contractors who have never set foot in the facility before. Critical rotating equipment that has not been touched since the last major shutdown. Every...
Digital Twins in Maintenance: What They Are and Why They Matter
A conveyor shuts down mid-shift at a mining facility. The maintenance planner gets the call. They need the component specs, the correct replacement part, and confirmation that it is in stock. They open the EAM. The record references an OEM manual that was filed during...
NRX Extractor: Asset Data Extraction Software
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...
Where Does the $200 Million Actually Go?
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...
Why AI Predictive Maintenance Fails Without Quality Asset Data
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...
Implementing RCM for Asset Reliability: Decision Logic, Data, and Daily Practice
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...
Reliability-Centered Maintenance Strategies: Protecting Function, Not Just Assets
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...
How to Implement Data Governance in EAM: A Practical Playbook
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...
Why Maintenance KPIs Fail Without Data Governance
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...
The AI Hierarchy in Action: Automating Maintenance with Intelligent CMMS
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...