In today's online landscape, ensuring robust security is paramount. Knowing your customers (KYC) is a critical stage in safeguarding against identity theft. Traditional KYC methods can be burdensome, impeding customer enrollment. Streamlining KYC verification through advanced technologies such as machine learning can substantially enhance security