The global drilling sector has witnessed significant advancements over recent years, driven by the increasing demand for hydrocarbons and minerals. Central to these advancements is the use of drilling mud additives, which play a critical role in optimizing drilling operations. These additives, often referred to as mud chemicals, are essential for maintaining wellbore stability, enhancing drilling efficiency, and minimizing environmental impact. This article explores the multi