In the modern business landscape of Kenya, organizations are constantly seeking innovative approaches to optimize operations and enhance efficiency. Key area where advancements have revolutionized traditional methods is time attendance management. Biometric systems, leveraging unique biological identifiers like fingerprints or facial recognition, a