This review provides Among the most sturdy and information-pushed assessments of mud loss prediction to date, furnishing functional insights in to the elaborate interplay of drilling parameters and demonstrating a predictive accuracy that drastically surpasses conventional empirical or fewer complex modeling techniques. This do the job aims to