Unearthing academic fraud has become a complex challenge in the digital age. Institutions are increasingly relying on ethical hackers to detect instances of cheating through sophisticated tools. These skilled professionals penetrate systems, simulating the actions of website malicious actors to locate vulnerabilities exploited by cheaters. Their