Sushmita Vinod Naik

A Structured Evaluation Framework for AI Tool Adoption in Regulated Financial Decisioning: Quantifying Model Risk Before Production Use

Financial institutions increasingly place artificial intelligence tools into decisions carrying regulatory consequence, including collateral valuation, credit assessment, and tenant selection. Model risk guidance addresses tools already in use, and the April 2026 revised interagency guidance expressly excludes generati...