Arcanum presents a three-stage model for scaling AI adoption within security teams, emphasizing the importance of addressing privacy concerns and organizational trust before moving to task-level assistance, domain-level automation, and ultimately, organization-wide automation. The model outlines practical steps for integrating AI into security workflows, aiming for significant efficiency improvements over time.