Does ChatGPT name you when a buyer asks?
We ask real buyer questions with web search on, several times each, and keep every answer word for word. The score is arithmetic on those answers, not an opinion.
samples per question
±12 points typical
One answer proves nothing: the same question flips between runs. More samples buy a tighter range on every number in the report.
0 questions × 3 = 0 answersabout 12s · nothing stored until you press run
questions a buyer would type · click the number to drop one0/6 active
01 / askBrand-free questions, so the engine picks names on its own.
02 / keepEvery answer verbatim, with its citations and UTC timestamp.
03 / scoreFive weighted parts, computed in code. Recheck it by hand.
observations, not verdicts · report link is unlisted and noindex until you publish it