Which features make a customer change useful for training business judgement?

Use this checklist to select changes that require business judgement rather than simple extraction.

- An active commitment depends on the changed detail. - A cut-off alters the available response. - Delay has a visible operational consequence. - Different teams hold different responsibilities. - The customer faces a meaningful choice. - Completion requires evidence beyond an acknowledgement.

In retail operations, changing an order's collection branch before stock allocation differs from changing it after goods have been loaded for transfer. The words in the request may be identical, yet the available actions and consequences differ. A useful training case includes enough operational state for the model to recognise that distinction.

The checklist helps a lab choose cases with a clear reason for each decision. A difficult case should not depend on guessing an undocumented rule or discovering a hidden fact that no available action can reveal.

MirrorFirm could generate paired cases that share the same request but differ in one operational condition. The lab can then examine whether model behaviour changes for the right reason. This makes business judgement visible through prioritisation, escalation and the alternatives offered to the customer.