Tookitaki Anti-Money Laundering Suite (AMLS) is an end-to-end operating system of anti-money laundering and fraud prevention tools for fintechs and traditional banks. The platform is enabled through seamless integration with the AFC Ecosystem. The product utilizes a “federated learning model,” or a collaborative approach to training machine learning models. Through its federated learning approach, the AMLS is trained based on real-world crime scenarios identified within the AFC. As a result, AMLS can identify and notify for unique financial crime attacks that often go missed or unanticipated by traditional risk-based financial crime prevention. The AMLS is a bundled offering, including financial crime tools such as Onboarding Suite, FRAML (real time transactional fraud prevention and FRAML detection - Transactional Monitoring ), Smart Screening, Customer Risk Scoring, Smart Alert Management and Case Manager.