First, Do No Harm: An Oath Your Maintenance Program is Missing
Your maintenance program is breaking your equipment. In a typical refinery or chemical plant, 25–50% of equipment failures trace back to maintenance-induced defects — costing 12–15% of your entire maintenance budget. More RCM, more training, and culture programs won't fix it, because none of them change what the technician sees at the equipment. The Maintenance Execution Framework targets the real constraint: delivering the right knowledge, tools, and conditions at the moment of action.
RCM x AI = Your Fast Pass to Nowhere
AI is transforming reliability engineering with faster FMEAs, optimized PM schedules, and automated training content — but it cannot fix a maintenance system built on the wrong diagnosis. The real constraint in industrial asset performance is not analysis, training, or culture. It is the Maintenance Execution Gap: the failure to deliver precise, actionable execution guidance to technicians at the moment of work. Without a Maintenance Execution Framework that connects engineering intent to field action, AI simply accelerates the same reliability failures the industry has struggled with for decades.
Repairs That Do Not Restore
Most reliability programs begin in the wrong place and run out of steam before they reach the real world. The maintenance and reliability advice industry has conditioned us to look upstream: better analysis, better strategies, better training, better culture. What it has almost entirely ignored is execution – and the key fact that most industrial facilities are reliably introducing three categories of defects on schedule, at every maintenance event and in every operating shift — and calling the result a reliability problem. It is a self-inflicted wound. And it can’t be solved with more analysis
Nobody Reads Your Work Orders
Maintenance isn’t reading your work orders… because they not useful. There is a better way to enable your workforce and it does not take new software or a big new RCM project. Read the blog and get a whitepaper on the concept.
The Maintenance Revolution is Operational - not Analytical
Plants don’t need more models—they need maintenance that works. Abandon the analytical rituals that distract from real risk, and refocus on minimum functional needs, execution readiness, and learning from every job. Reliability changes the moment we stop pretending and start operating with clarity.
Letting Go of the RCM Myth
Engineers love the rigor, consultants love the billable hours, executives love the promise of “world-class reliability.” But here’s the uncomfortable truth: RCM as originally conceived solved a highly specific problem for standardized fleets 1960s jet aircraft under the watchful eye of FAA regulators. It has never been the right paradigm for improving maintenance performance across much less uniform and mature industrial facilities.