Evidence-backed method notes and dated observation logs on how AI engines discover, cite and recommend brands. Modelled and illustrative reports live in the Demo Lab.
Explore CiteRank studies, industry benchmarks and multi-LLM experiments covering ChatGPT, Gemini, Claude, Perplexity, Google AI Overviews, Copilot, Grok and Meta AI.
How ranked, cited and mentioned events across eight engines are weighted into a single share-of-answer metric, and how to read its confidence interval.
Entries marked “illustrative data” contain modelled figures used to demonstrate structure and method. They are not client results, and no client workspace data is ever published. Every entry states its author, sampling approach and limitations — see the methodology.