Pythia Industries

Sample Plant

Evidence

Read together, the timers are likely set longer than the parts need, and a short check would show it.

On our visit

Cooling timers, large presses

05:12, 06:48, 08:20 and 10:26

All four cooling timers we read here were round numbers, a sign of a margin set by habit.

Counted by eye on frames of our video

Cooling timers, small presses

13:40, 15:05 and 17:22

The three timers we read at the small presses were round numbers too.

Counted by eye on frames of our video

How staff set the timers

07:28 to 07:37

Plant staff told us a timer is set "safe" when a job starts, then left if the parts are good.

Said by plant staff during our visit

Cycle time on one screen

08:24

On one screen, cooling took 20 of the 31 seconds in each cycle, about two thirds.

Checked by eye on a frame of our video

Plant records

Longest-running jobs

Five jobs ran about 18,000 press hours in twelve months. A second off their cycle is worth most.

The ERP job log, twelve months

Orders shipped late

About one order in seven shipped late, so orders do wait for presses and can fill freed hours.

The ERP's shipping record, twelve months

Illustrative sample. The plant, the walk and the footage are synthetic. Figures from our analysis are estimates made with AI, not guarantees.