Research

Original data on how AI finds and cites.

Twenty-three studies of AI crawlers, Google AI Overviews and AI Mode, the brands ChatGPT, Gemini, Perplexity and Claude recommend, and what they say about businesses. Every study publishes its method, its limitations and the per-item data behind each number, free to reuse with attribution.

No.01Featured study

ChatGPT local recommendations vs Google Maps

We compared 1,405 local business listings from ChatGPT in the United States, United Kingdom, Canada and Australia with Google Maps. For the same business at the same location, 99.7% of names, 98.1% of website links and 99.6% of phone numbers were identical, including tracking tags that exist only on Google Business Profiles.

Research · Local AI search

No.02Studies

Twenty-three studies, all the data published.

No.03How we research

Every number traces to data.

Each study states its question, sample, method and limitations, and publishes the per-item data behind every figure. Every statistic is computed directly from that dataset, so anyone who downloads it can reproduce the number, and each figure in the text is checked against the data before publication. Comparisons with other studies quote the original publisher. Corrections are logged in each study’s changelog.

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We run the same measurements for a business’s own buyer questions and competitors. On a free 30-minute call we’ll take a first look and send you a short written read afterward.