Is complaint escalation mainly a sentiment classification problem?

**Is complaint escalation mainly a sentiment classification problem?**

No. Sentiment can help a model understand a message, but it does not establish who has authority to investigate, approve a remedy or review a contested decision. A calm complaint may require specialist intervention. An angry message may remain within the current owner's authority.

**What should determine the next step?**

The relevant triggers can include an unresolved challenge to a decision, a remedy outside the owner's approval limit, a conflict of interest or an approaching procedural deadline. A generated policy can define these triggers explicitly so that the task measures whether the model applies them to the available facts.

**What would a useful training contrast contain?**

Pair a strongly worded delivery complaint that an operations supervisor can resolve with a restrained request to review that supervisor's own conduct. The second case may need independent ownership even though its language is less emotional.

MirrorFirm could generate these contrasts with comparable message lengths and vocabulary. That helps a lab examine whether the model follows authority and independence requirements, rather than learning that stronger wording always means a higher escalation level.