In a world with drastically evolving regulatory requirements, corporations are facing the challenge of adjusting their business processes and risk management practices. Anti-money laundering (AML) compliance is more than just ticking a box on a spreadsheet, as violations can be costly and result in significant damage to a company's reputation and brand. Effective compliance management requires a detailed "x-ray vision" beyond the first layer of huge data to understand, visualize, control, and mitigate risks. Graph technology is essential for creating an effective compliance management system, enabling companies to detect, analyze, quantify, document, and report suspicious connections and transactions between customers and business partner networks. A graph-based solution can help companies navigate complex regulatory requirements, manage risk, and protect their reputation.