The Differential Reasoning Router: Operationalizing Cost-Aware LLM Annotation in E-commerce

Cheng Lyu, Jingyue Zhang, Vinny DeGenova +2

Large Language Models (LLMs) are increasingly used to annotate structured product data in e-commerce, but early deployment often begins as a cold-start problem: only limited pre-la…