As financial services continue to expand and diversify, ensuring compliance and ethical standards has turned out paramount. Financial institutions and fintech businesses alike are increasingly utilizing sophisticated technologies, such as machine learning, to boost their regulatory capabilities and spot potential irregularities better. By adopting