Reviews, Comments and Social Signals: What Helps AI Citation and What Is Hype
Reviews and social engagement can support AI-search work, but they are not proven universal citation factors. This evidence explainer separates documented platform effects from inference and provides an Evidence-to-Citation Signal Ladder for turning real customer language into crawlable, answer-ready evidence.