Cultural Encoding in Large Language Models: The Existence Gap in AI-Mediated Brand Discovery

Huang Junyao, Situ Ruimin, Ye Renqin

As artificial intelligence systems increasingly mediate consumer information discovery, brands face algorithmic invisibility. This study investigates Cultural Encoding in Large Lan…