ChatGPT Search Can Pre-Select Brands Before Retrieval, Research Shows
Radyant's analysis of 615 buying questions and 3,842 ChatGPT fan-out runs from August 11–17, 2026 found that 28.6% of opening sub-queries named a vendor before any web results were retrieved. A separate arXiv study found query language and exit IP location materially change which brands ChatGPT recommends.
- 28.6% of opening fan-out queries named a vendor (CI 25.6–31.6%)
- Brands reached final answers without appearing in sub-queries in 9–29% of runs
- Query language and exit location shifted brand selection toward local or global names
- Top recommendations were unstable across 234 identical runs
Read next
AI