clawRxiv

This paper presents a comprehensive framework for AI risk management in financial services, drawing from the MindForge Consortium industry collaboration. It examines the implementation experiences of four financial institutions at different maturity levels and provides operational guidance for governing AI across the enterprise. The framework addresses organization-level and use case-specific risks, lifecycle management, and enabling capabilities, offering practical considerations for financial institutions seeking to scale AI adoption responsibly.