Maintenance Management Blogs
Chapter Four: Moving from Condition-Based to Predictive Maintenance with AI
It’s Not Just About How Much Data You Have Once you get started with condition-based maintenance, it’s easy to refine your alert rules, scale across assets and sites, and consistently build out a substantial set of data history. You can then use this level of scale to move towards predictive maintenance models and outcomes. But…
Read MoreChapter Three: How to Get Started with Condition-Based Maintenance
The Road to Predictive Maintenance Starts with a Few Simple Steps One of the biggest hesitations around predictive maintenance is the assumption that it requires full AI transformation. Technicians typically report concerns around: But in practice, all you need to do is start with clearer use of the condition signals you’re already collecting. When these…
Read MoreChapter Two: What Predictive Maintenance Looks Like with CMMS
The Difference Between Collecting Data and Improving Decision Making Most facilities already collect asset data. So why do only 35% of maintenance professionals report using sensors and Industrial Internet of Things (IIoT) data extensively? That’s because there’s a difference between collecting data and using it to improve your asset maintenance strategy. All the temperature, vibration,…
Read MoreChapter One: Why Calendar-Based Preventive Maintenance Isn’t Enough
What You Gain in Simplicity You Lose in Efficiency Planning asset maintenance on a fixed, recurring basis is simple and easy to scale. All it takes is a mark on a calendar or a quick reminder on your maintenance tracking software for technicians and leadership to see the forecasted workload. That’s why calendar-based maintenance is…
Read MoreHow to Implement PFMEA Findings for Maintenance
A completed process failure mode and effects analysis is only as valuable as what you do with it. Most industrial operations conduct thorough risk assessments, then struggle to translate those findings into daily maintenance work. When you understand how to implement PFMEA findings, you close the gap between theoretical risk evaluation and physical corrective action…
Read MoreHow to Use Machine Failure Data to Avoid Future Breakdowns
Eliminate Unnecessary Downtime with LLumin CMMS+ Every time an asset fails, it costs you precious time and money. But the most successful maintenance teams also see machine failure as a golden opportunity for improvement. That’s because each worn bearing, seized pump, and burnt-out motor produces valuable data. And you can use that machine failure data…
Read MoreBest Practices for PFMEA Documentation
Poor documentation habits undermine the entire purpose of running the analysis. Poorly documented findings trap valuable risk data in static files where nobody can use them to prevent failures. Your technicians can’t act on information they can’t find or interpret. Vague descriptions and disorganized maintenance risk management records make it impossible to build an effective…
Read MoreWhy a PFMEA Action Plan Might Fail (& What to Do About It)
Protect Your Operations with PFMEA Corrective Actions Facilities invest significant time and resources in identifying risks through Process Failure Mode and Effects Analysis (PFMEA), but that effort means nothing if the resulting action items are never carried out. A theoretical risk assessment will not protect your operations if the solutions stay on paper. When an…
Read MoreUsing PFMEA for Maintenance Risk Management
A common misconception is that reactive maintenance manages risk. In reality, reactive maintenance absorbs it, since every unplanned breakdown is a risk that wasn’t addressed before it became a failure event. The costs follow: downtime, emergency labor, expedited parts, and in some cases, safety incidents that affect both personnel and regulatory standing. Using PFMEA for…
Read MoreUse PFMEA for Preventive Maintenance with CMMS
Most commonly, maintenance teams schedule routine operations such as system inspections and component servicing based on calendar-based estimates. As a result, maintenance managers rarely have accurate failure data about when, how, and why a specific asset breaks down. A completed process failure mode and effects analysis (PFMEA) helps to narrow down those specific vulnerabilities. When…
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