Topic: markup

Does Schema Markup Actually Influence AI Citations? What 1,900+ Pages Reveal About Structured Data and LLM Visibility

A controlled study tracking nearly 2,000 pages that added JSON-LD schema markup, measuring citation changes across Google AI Overviews, AI Mode, and ChatGPT. The results challenge a widely held assumption about structured data and AI search visibility.