Why does complaint triage need more than sentiment detection?

**Is an angry message always the most urgent complaint?**

No. Tone is one signal, but it does not establish the operational consequence. A calm utilities complaint can describe an unresolved service interruption affecting essential equipment. A strongly worded retail complaint can concern a delayed refund with no comparable immediate consequence.

**What should an agent inspect?**

The agent should connect the complaint to the affected service, reported impact, existing incident and relevant triage policy. It should separate what the customer reports from what the organisation has verified. Missing verification can require further questions without making the reported impact irrelevant.

**How does this help environment builders?**

A generated environment can make priority a consequential action. Raising priority can change the available escalation route or place a case in a specialist queue. Leaving priority unchanged can preserve an inappropriate route as time passes.

MirrorFirm could generate contrasting cases with similar language but different service impacts, or different language with equivalent impacts. Buyers can use those contrasts to examine whether an agent reasons about business consequences. The training objective is a justified triage decision, including an explicit account of uncertainty, rather than confident classification based on wording alone.