Running does not always mean producing correctly
A machine marked as running can still produce below expected pace. That loss often does not appear as a clear downtime event, so supervisors see output falling behind without a reliable explanation.
Where slow-cycle loss hides
Slow-cycle loss hides between formal stops. It appears as longer cycles, short blocks, feed issues, minor adjustments, or process drift that does not trigger a full stop reason.
What teams need during the shift
Teams need actual cycle time compared with target cycle time by line, asset, product, and shift. They also need to see when the drift started and whether it repeats across similar operating windows.
How to make pace loss actionable
Start with run/no-run state and cycle events. Then connect those events to target cycle time, short stops, product context, and supervisor response. That gives the team enough information to act before the missed output becomes final.
Related operational system
Run Status and Cycle Time Tracker focuses on the basic operating question: is the line running at the pace required, or only running in name?
Practical next step
Select one constrained line and compare actual cycle time against target cycle time for one shift. Mark every window where the line was running but below expected pace.
Operational takeaway
Run/no-run status is useful, but it is not enough. A line can be running and still losing recoverable time through slow cycles, blocked micro-events, or pace drift that only becomes visible after output misses the plan.