A precision component being measured on the production floor

Nothing fails suddenly

Precision lines do not fall out of tolerance; they walk out of it. Tool wear, a change in ambient temperature, a batch of material at the other end of its own tolerance band, each one moves the process a fraction, and the part is still good until the morning it is not.

An inspection regime built on pass and fail cannot see any of that. It records the moment the walk finished. Everything expensive happened during the walk.

The measurement that matters is not whether this part passed. It is which direction the last two hundred have been moving.

What is worth capturing

  • The measured value, not the verdict, a part 'in tolerance' at the edge of the band is a warning, and a pass discards it.
  • The conditions around it: tool age, material batch, machine, operator, shift, ambient temperature.
  • The time between a reading and someone seeing it. Detection latency is the number scrap is made of.
Quality data reviewed across several displays on the shop floor
The same reading, one hour earlier, is worth a shift of scrap. This is almost entirely a latency argument.

Traceability pays once, and it pays big

Batch-level traceability feels like overhead until a customer reports a failure. Then it is the difference between quarantining a shift and quarantining a quarter, and between a conversation about a batch and a conversation about a supplier relationship.

For a component that ends up inside someone else's machine, in another country, the record travels further than the part does.

Aashita EditorialOperations & Intelligence practice
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