This paper proposes a method to integrate Large Language Models (LLMs) with the Analytic Hierarchy Process (AHP) for transparent multi-criteria decision-making. The authors create a benchmark and an end-to-end approach to enable LLMs to perform the complete AHP workflow, improving alignment with expert judgments in real-world decision problems.