Original, data-driven studies on how AI engines cite, crawl and name brands. Every study ships with its own interactive data and a documented method.
Prompt sensitivity
Same question, reworded: up to 5 different brands reached #1
Is Wikipedia a major source for LLMs?
0.39% of everything AI engines cite — about 1 citation in 258
Which Reddit post does LLM cite?
200 cited Reddit URLs: a question in the title beats upvotes
Your sitemap is a wishlist. Your bot logs are the truth
0 of 500M+ AI crawler fetches rendered JavaScript
Fan-Out Query Report
One prompt fans out into many — and names brands nobody asked for