Imagine an auditor who doesn’t wait until year‑end to check a few transactions. Instead, a system watches every journal entry, vendor payment, and inventory movement as it happens. It flags anything odd right away. That’s the shift we explore in this chapter: moving from periodic, sample‑based audits to continuous monitoring, automated alarms, and data‑driven risk detection.