Tailored for financial institutions' credit businesses, this solution establishes a comprehensive risk control infrastructure—spanning data ingestion, transformation, cleansing, indicator calculation, rule/model formulation, and real-time decisioning. It provides multi-dimensional fraud prevention during the application phase, enabling intelligent and automated anti-fraud capabilities for credit approval.