Published
The 181-Brand AI Visibility Study
87%
absent from all four AI engines
We asked ChatGPT, Perplexity, Google AI Overviews and Gemini a buying question about 181 United States ecommerce brands, using each brand's own category. 158 of them were named by none of the four. Full method, sample, data and limitations.
Read the study