Traditional audit processes, often based on laborious sampling and subjective judgment, are now yielding to a transformative shift: data-led examination. This system leverages sophisticated analytics and technology to examine vast datasets, uncovering anomalies and likely risks with unprecedented precision. Consequently, assurance levels are increa