Artificial Intelligence (AI) systems are inherently complex, often involving intricate models, vast datasets, and multifaceted user interfaces. However, human cognition thrives on simplicity & visualization, seeking patterns and coherence. Gestalt psychology, rooted in visual perception, offers principles that can bridge this gap between complex models and their interpretable representations in storytelling, enabling the AI stories that align with human cognitive processes. When applied systematically, these principles can dramatically enhance the usability, transparency, and adoption of AI solutions