Hrizn Research
Primary research on automotive AI search
Transparent methodology. Open datasets. Real numbers on how U.S. car dealerships show up in AI Overviews, ChatGPT, Perplexity, and Google AI Mode.
Reports & benchmarks
What we publish
Each report pairs a public writeup with an openly-licensed dataset (CC BY 4.0), so the industry can build on, cite, or independently replicate the findings.


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