Content ranks fine in classic search but never gets cited or the brand never gets named in AI assistant answers (ChatGPT, Perplexity, Claude, Google AI Overviews). Classic SEO alone doesn't transfer: ChatGPT citations overlap with Google's organic top 10 only ~8% of the time, so AI visibility needs its own optimization layer.