AI Visibility essays

Methodology essays in the AI Visibility category. Each piece earns its place — no AI-generated filler, no tactical guides, no listicles.

AI Overview Citation Overlap: The Reconciled Tracker

AI Overview overlap studies report figures from 17% to 94%, and most of the conflict is definitional. Some studies count the share of indivi…

ChatGPT is the least authority gated AI search engine, and that makes it the entry point for new brands. Its citations decouple from Google …

Enterprise LLM visibility is the measurable presence of a brand inside AI-generated answers. Three metrics define it: mention rate, citation…

AI search engines cite sources through retrieval, not ranking. They pull candidate pages, extract passages, and attribute facts at answer ti…