In today's dynamic business landscape, organizations face increasing pressure to maximize revenue while mitigating the challenges posed by fraud. Proactive fraud management has emerged as a critical component for strengthening revenue assurance and ensuring sustainable financial performance. By implementing robust controls, companies can effectivel