From Generic to Distinctive: The Design Rules That Taught AI Agents Taste

This article demonstrates how explicit design constraints can guide AI agents away from generic 'AI slop' and toward distinctive, purposeful interfaces. As companies increasingly delegate design tasks to AI systems, the ability to teach agents aesthetic judgment becomes essential for brand differentiation. The case study shows that well-crafted design rules require no additional resources—only a systematic shift from open-ended prompting to explicit design principles.