JSON
Full run metadata, assistant totals, questions, and brand appearances.
Open JSONAI shopping data
Public data from real shopping questions.
See the questions we asked, which AI assistants answered, and which brands they named. Download the same observations as JSON or CSV.
Public research only. No customer store or private merchant data is included.
15
shopping questions
3
AI assistants
45
completed answers
153
brand appearances
The same 15 shopping questions were asked across ChatGPT, Gemini, Google AI Mode. The files keep the question, date, assistants that answered, brand name, and which assistants named that brand.
CSV
One row per question and brand, with the assistants that named it.
Download CSVWhat the data means
Simple observations, with the date attached.
Same question
Each assistant gets the same shopping question.
Completed answers
Only assistants that returned a completed answer are counted.
Brands named
We record which brands appeared in each answer.
Point in time
AI answers can change, so every observation keeps its date.
Not a ranking
A brand appearance is not a score, endorsement, or guaranteed placement.
No private data
The published dataset contains public-brand observations only.
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