This review delivers Among the most sturdy and information-pushed assessments of mud loss prediction thus far, offering useful insights in the intricate interplay of drilling parameters and demonstrating a predictive precision that appreciably surpasses standard empirical or less complex modeling methods. This do the job aims to bridge the gap