Taiwan's uniopen adapted Amazon Nova 2 Lite to classify customer interactions across nine behavior categories and three subject axes. General-purpose models failed to meet these business-specific retail policies out of the box. The team used supervised fine-tuning to ensure both axes are correctly identified.