Who ChatGPT recommends

We asked ChatGPT 20 common buying questions, three fresh times each, and counted every brand it named and every site it cited. 60 answers, collected Sept 23, 2026.

What the numbers mean

"Named in 5 of 6" means the brand appeared in five of the six answers we collected for that category. It is a share of answers, not a ranking. ChatGPT changes its answer each time, so we ask more than once. Read how we measure.

Across all categories, the same question asked twice kept about 71% of its brands and 57% of its cited sites. Brands are steadier than sources.

The data is free to reuse with credit (CC BY 4.0).