Beyond Knowledge Graph Strength: what 14,140 LLM queries revealed about brand visibility in generative AI

A controlled study across 12 athletic apparel brands and 5 large language models tested whether Knowledge Graph strength predicts brand surfacing in category-scoped recommendations.