When buyers ask AI for "best X", vendors get 2% of citations (www.aiverdict.io)

A recent study reveals a striking disparity in how software vendors are cited by AI-powered search engines when users inquire about “best X for Y,” with vendors receiving only 2% of citations. Instead, most references come from third-party sources like listicles and YouTube. In contrast, when users ask specific factual questions about products they already recognize, vendor citations rise significantly to 43-57%. This finding indicates a critical challenge for vendors trying to increase visibility during the discovery phase, as AI engines rely on external content rather than directly citing vendor websites. The implications of this research are profound for the AI/ML community and digital marketing strategies. It emphasizes that established brands may need to rethink how they position themselves in the AI citation landscape. For example, video content is becoming increasingly important, as seen with YouTube being the top source for citations in user queries. Moreover, competitors' blogs—such as Zapier—are frequently referenced in relation to other brands, highlighting the need for vendors to create authoritative content and to engage with platforms that drive visibility to their products. This study underscores that being recognized in AI responses requires a strategic approach to content and visibility beyond mere website optimization.