AI Visibility Meta Analysis

B2B buyers now build their shortlist inside ChatGPT, Perplexity, and Google’s AI Overviews, often before they visit a single website. We read the research so you don’t have to. This report pulls together 23 studies and more than 20 million analyzed AI citations, and it names the 17 factors that decide whether AI cites your brand. Each one is rated by how far the evidence actually goes.

We analyzed 27 studies across 20M citations, with over 100,000 brands across seven AI platforms to assess 18 ranking factors.