Whether the starting point is RAM analysis, reliability engineering, asset integrity, remaining-life assessment, maintenance optimization, root cause analysis, life-cycle cost analysis, engineering design optimization, capital-project assurance, energy transition, or an existing industrial digital twin, the first step is to define the decision, available evidence, uncertainty, and consequence.
Knar will determine whether the appropriate response is a bounded engineering study, an executable model, an Integrated Decision Support System, an Industrial Digital Asset, a managed analytical service, or organizational capability transfer.
