Integrating the Analytic Hierarchy Process with Large Language Models for Transparent Multi-Criteria Decision-Making

LLMs are increasingly employed in a wide range of decision-making tasks. However, the opacity of their internal reasoning makes it difficult to validate or interpret their outputs, and the need for interpretability becomes especially critical in high-stakes settings. This study examines the decision