Stir Shaken, a revolutionary framework devised to authenticate caller IDs and thwart fraudulent calls, encounters challenges with false positives, where legitimate calls are mistakenly identified as fraudulent. Addressing and minimizing these instances are crucial for optimizing the effectiveness of Stir Shaken authentication. Exploring strategies to mitigate false positives is pivotal in ensuring accurate caller identification without disrupting legitimate calls.