As generative AI evolves, businesses are grappling with a significant risk: the misinterpretation of evidence despite accurate document retrieval. These retrieval-augmented systems can efficiently locate relevant information yet might still draw incorrect conclusions. Thus, it's essential to transition from mere citations to robust verification methods for each claim.