For manufacturing companies, efficient employee attendance management is an important part of daily workforce operations. Factories often have large numbers of employees, shift-based working schedules, and busy check-in periods. As a result, traditional attendance methods may become inconvenient and time-consuming to manage. To improve its attendance management process, a factory in South Africa introduced a face recognition attendance solution for its employees. The solution uses biometric face recognition to identify employees and record attendance, providing a more convenient alternative to traditional attendance methods. In addition, the solution supports NFC identification, giving employees another option for daily