How time-series reasoning extends from simulation into factory-floor data

Factory-floor data is often temporal even when the dashboard is static. The signal lives in traces, shifts, event sequences, sensor histories, and relationships across operating modes.

Time-series reasoning asks what changed, when it changed, what preceded it, and whether the same pattern appears across related equipment or processes.

The industrial value comes from narrowing where a human should inspect, not from declaring that a model owns operational decisions.