Intel 471’s platform surfaces vast amounts of cyber threat intelligence, but the experience had evolved over time, resulting in fragmented workflows, dense information hierarchies, and increased cognitive overhead for analysts. The challenge was to modernize the platform while preserving the depth of intelligence professionals rely on, making critical insights easier to discover, assess, and act upon.