Coke drum monitoring is a critical part of maintaining safe and efficient delayed coking operations, especially as units age. Yet for many refineries, process management still relies heavily on periodic checks and indirect signals, leaving operators with limited visibility into what is happening inside the drum during live operation. This gap often leads to conservative decision making, higher operating costs, and avoidable process risk.