—This paper analyzes the benefit and the limitations of using a particular biometric technology “namely face authentication” for banking applications. We present first the general concepts of banking. We propose a method in order to replace the PIN code authentication by using biometrics data. Biometric authentication is then detailed. A face recognition method we developed is presented revealing as itself as a biometric candidate solution. We show the benefit and limits of this approach to be used in a real industrial context.