AI is rapidly transforming how companies uphold integrity and manage compliance risk, from screening counterparties and detecting conflicts of interest to deploying agentic systems capable of executing anti-corruption workflows. As these tools become more sophisticated and autonomous, the need for robust governance has only intensified. AI in Corporate Integrity and Compliance: Use Cases, Governance, and the Role of Human Judgment explores how AI is being deployed in corporate integrity programs today, examines the regulatory and standards frameworks shaping responsible AI adoption (including the EU AI Act, US enforcement landscape, NIST AI RMF, ISO 42001, and OECD principles), and emphasizes a foundational principle: AI should strengthen human judgment on integrity decisions, not replace it. Published in collaboration with C4I supporter Clifford Chance, this paper provides practical guidance for integrity and compliance leaders navigating AI adoption while preserving accountability, transparency, and ethical standards.