Introduction Certification exams play a vital role in professional growth and skill validation. Traditionally, these exams were conducted in physical centers, which involved logistical challenges, high costs, and the risk of cheating. With the rise of digital solutions, online proctoring software has emerged as a game-changer, allowing institution