Complaint Analysis AI Agent Across 100 Industries

This role is designed to cluster complaint themes and extract recurring service failures. The target deliverable is a complaint trend report. A useful evaluation should track theme stability, actionable issue count and analysis time, plus human correction rate, exception rate, latency and total cost per accepted output.

Industry context changes the sources, permissions and review boundary, but the underlying task definition should remain explicit enough to compare implementations fairly.