US financial institutions now operate in a risk environment where control of health can change in hours, not quarters. Cybersecurity events, access misconfigurations, third-party failures, rapid releases, and AI-driven decisioning have expanded the audit universe far beyond traditional financial controls. Yet most audit execution models remain manual and episodic, leading to long audit cycles, audit fatigue, delayed remediation, and growing tension between regulatory expectations and execution capacity.