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The most visible car brands, October 2026

October 2026 · 14 questions asked in English, worldwide · ChatGPT, Google AI Overviews, Gemini and Google AI Mode · 89 answers read

Leader

Toyota

75%of answers name it

Where engines disagree most

Subaru

1/4engines put it in their top three

Top three on Google AI Overviews, not on Google AI Mode, Gemini and ChatGPT

Brands

Rank Brand Heralded Score Mentioned Recommended By engine Mentioned by Change
1 Toyota JP 75 , range 67–81 75% 46% First reading
2 Honda JP 68 , range 52–75 63% 37% First reading
3 Subaru JP 39 , range 33–48 35% 16% First reading
4 Hyundai KR 38 , range 32–47 38% 11% First reading
5 Kia KR 38 , range 31–46 33% 13% First reading
6 Chevrolet US 31 , range 21–39 22% 8% None First reading
7 Mazda JP 30 , range 20–38 19% 10% First reading
8 Ford US 28 , range 19–37 20% 7% None First reading
9 Nissan JP 28 , range 19–36 20% 6% First reading
10 Jeep US 20 , range 13–32 13% 4% 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
11 iihs.org Reference 5.6% 1 of 4 4 0
12 toyota.com Brand site 4.5% 1 of 4 6 0
13Withheld. Run a full Snapshot to see it.
14Withheld. Run a full Snapshot to see it.
15Withheld. Run a full Snapshot to see it.
16 nhtsa.gov Regulator 3.4% 1 of 4 4 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 and Kia, tied
i commute 50 miles a day and need a car with low running costs English Toyota
i live in a city and need a car that fits tight parking spaces English Toyota
i drive on unpaved roads and need a car with extra ground clearance English 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