The security framework for automated face recognition in eKYC solutions is powered by cutting-edge machine learning (ML) and artificial intelligence (AI) algorithms. These technologies meticulously analyze facial features, including bone structure, skin tone, and unique facial landmarks, to ensure robust identification. By leveraging deep neural networks (DNNs) and convolutional neural networks (CNNs), face recognition systems achieve remarkable accuracy, significantly minimizing false positives and negatives. This ensures that an individual's identity cannot be easily forged or misrepresented, making it a critical safeguard for financial institutions using eKYC solutions to prevent fraud.