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