The evaluation of credit collateral plays a pivotal role in financial institutions decision-making processes, especially within the Internal Rating-Based (IRB) approach. This article sheds light on the current challenges faced in this domain and offers strategies for refining the evaluation process. It emphasizes the importance of harmonizing qualitative and quantitative metrics, leveraging technology, and ensuring regulatory alignment to bolster the efficacy of credit collateral evaluation.