Shah Garments in Tirupur had a recurring problem: rework at the lamination stage, consistently, on the third week of every month. The owner had noticed the pattern but couldn't explain it. Was it a specific machine? A specific material batch? A specific operator?
What actually causes this — and what fixes it
"Operator variance — this is the answer that stops being acceptable once you can see what it actually means."
Without stage-level data, every theory was equally valid and equally unverifiable. The team blamed the machine. The machine operator blamed the material. The material supplier hadn't changed anything. The rework kept happening.
Three months into using Clicarity, the pattern became clear from the data: the rework always happened when a specific material batch from one supplier was used, and always on jobs that had been at the stage for more than 4 hours. The issue was a combination of material age and dwell time — something nobody could have seen without stage-level tracking.