In the high-stakes world of drilling operations, Non-Productive Time (NPT) is a significant concern. NPT refers to periods during drilling when no progress is made, often due to equipment failures, unforeseen complications, or inefficient workflows. These downtimes can lead to substantial financial losses and project delays. One of the primary contributors to NPT is the lack of real-time data on drilling fluid properties, which are crucial for maintaining wellbore stability a