Industrial tribology failures — wear, friction, and lubrication problems — cost billions annually. Yet diagnosing a failed bearing or selecting the right lubricant requires expertise spanning mechanical engineering, material science, and fluid dynamics. Most engineers don't have instant access to a senior tribologist. Instead, they rely on manually searching through thousand-page reference books, scattered spreadsheets, and trial-and-error that extends downtime from hours to days. I experi...