What should machine monitoring tell us beyond whether a machine is running?

Direct answer

Useful monitoring adds context to state: when a machine changed, how long it stayed there, which job or shift was active, why it stopped, and how performance changed over time. Current status is only the first layer; timelines, categorized downtime, utilization, OEE, part counts, and job context make the data actionable.