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The most visible car brands on ChatGPT, October 2026

October 2026 · 14 questions asked in English, worldwide · ChatGPT · 20 answers read

Leader

Toyota

82%of answers name it

Where engines disagree most

One engine

This page reads ChatGPT only. Set Engine to All to compare them.

Brands

Rank Brand Heralded Score Mentioned Recommended By engine Mentioned by Change
1 Toyota JP 85 , range 70–93 82% 68% First reading
2 Honda JP 78 , range 55–89 64% 64% First reading
3 Kia KR 48 , range 33–74 43% 29% First reading
= 4 Hyundai KR 42 , range 29–70 39% 18% None First reading
= 4 Subaru JP 42 , range 28–70 32% 25% None First reading
6 Nissan JP 33 , range 17–53 25% 11% None First reading
7 Mazda JP 31 , range 15–51 18% 14% None First reading
8 Volvo SE 21 , range 9–43 11% 7% None First reading
– Acura US Too few answers 4% 4% None First reading
– Buick US Too few answers 0% 0% None First reading

“=” marks brands whose score ranges overlap, so the test cannot separate them. Every brand named in at least three answers is ranked. By engine has one dot per engine (ChatGPT, Google AI Overviews, Gemini and Google AI Mode), darker the more often it names the brand.

Most cited sources

Rank Source Type Cited in Engines Pages cited Brands its pages mention
11Withheld. Run a full Snapshot to see it.
12Withheld. Run a full Snapshot to see it.
13 kia.com Brand site 10.0% 1 of 4 2 0
14Withheld. Run a full Snapshot to see it.
15Withheld. Run a full Snapshot to see it.
16 autorooster.com Unclassified 5.0% 1 of 4 1 0
17Withheld. Run a full Snapshot to see it.
18Withheld. Run a full Snapshot to see it.
19Withheld. Run a full Snapshot to see it.
20Withheld. Run a full Snapshot to see it.

The questions, and who wins each

QuestionLanguageWins it
i have two children and need a car with room for strollers and luggage English Honda, Kia and Toyota, tied
i commute 50 miles a day and need a car with low running costs English Honda, Hyundai and Toyota, tied
i live in a city and need a car that fits tight parking spaces English Honda, Mazda, MINI and Toyota, tied
i drive on unpaved roads and need a car with extra ground clearance English Honda, Subaru and Toyota, tied

Each engine's top three

Method

Each month Heralded asks every engine the same buyer questions, twice each, and reads every answer. An answer counts 0 for a brand it leaves out, 50 for a brand it names and 100 for a brand it recommends, and the Heralded Score is built from those. A brand named in at least three answers gets a score and a place.

How the leaderboards are measured