Organizational Consistency at Scale: AI-Assisted Audit of Shared Functions and Services

This document presents a framework for using AI-assisted auditing to maintain organizational consistency in shared security functions across multiple programs at enterprise scale.

This paper presents a detailed examination of the challenges and solutions addressed by Consistency Audit, providing actionable frameworks for organizations navigating the intersection of AI adoption and regulatory compliance.

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• Establishes a structured approach to consistency that aligns technical implementation with federal compliance requirements.
• Demonstrates how Consistency Audit concepts translate directly into measurable engineering controls and audit artifacts.
• Provides implementation patterns validated against real-world deployment constraints in regulated environments.
• Identifies critical gaps in current approaches and proposes concrete architectural solutions backed by operational evidence.