Question
Traditional rankings tell you where a URL sits on a results page. Mentions tell you whether AI models include your brand at all when customers ask questions. In AI-first discovery, being absent from answers means zero visibility, even if you rank well in classic search. Mentions are the first layer of awareness in generative channels.