Research lab

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.

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AI Visibility

Prompt Analysis

Prompt sensitivity
Same question, reworded: up to 5 different brands reached #1
Aug 31, 2026

Is Wikipedia a major source for LLMs?

Is Wikipedia a major source for LLMs?
0.39% of everything AI engines cite — about 1 citation in 258
Aug 13, 2026

Which Reddit post does LLM cite?

Which Reddit post does LLM cite?
200 cited Reddit URLs: a question in the title beats upvotes
Aug 4, 2026

Data Insight

Your sitemap is a wishlist. Your bot logs are the truth

Your sitemap is a wishlist. Your bot logs are the truth
0 of 500M+ AI crawler fetches rendered JavaScript
Jul 22, 2026

Prompt Analysis

Fan-Out Query Report

Fan-Out Query Report
One prompt fans out into many — and names brands nobody asked for
Jul 20, 2026