Toyota

Automotive

Rank 5 of 186 · toyota.com · tracked weekly

Fameproof index · the automotive industry

84.3−0.4

The wide pool every company on the board answers. This is what ranks.

Toyota Automotive average

Claude

85.0

Mention rate85%

Prominence83%

Topic coverage100%

Consistency69%

Samples96/96

ChatGPT

85.0

Mention rate84%

Prominence84%

Topic coverage100%

Consistency65%

Samples96/96

Gemini

83.0

Mention rate83%

Prominence80%

Topic coverage100%

Consistency63%

Samples96/96

Prompt performance

Position when mentioned · grouped by stage

Prompt

GPT

GEM

Named first

OverviewWho the models name when asked about the field · named in 6 of 6

“Name 10 notable companies in the automotive industry.”

This one

“Which companies lead the the automotive industry market? List up to 10.”

This one

“Give a concise primer on the the automotive industry industry, naming no more than 10 companies.”

named

This one

“Who are the main players in the automotive industry that someone new to the sector should know? Give 10 names.”

This one

“List 10 influential companies operating in the automotive industry today.”

This one

“Name a balanced set of 10 the automotive industry companies worth knowing about.”

ReputationWho they credit with shaping it · named in 6 of 6

“Which companies have shaped the automotive industry over the last decade? List 10.”

“Name 10 companies known for technical strength in the automotive industry.”

“Which 10 companies in the automotive industry are most often cited as innovators?”

“If explaining how the the automotive industry sector works, which 10 companies would you reference?”

“Give 10 examples of the automotive industry companies with sustained relevance.”

“Which 10 companies are most associated with quality in the automotive industry?”

ShortlistWho they put in front of a buyer comparing options · named in 4 of 6

“Which the automotive industry providers should a buyer compare before deciding? Name 10.”

—

“What are the main alternatives available in the automotive industry? List 10.”

—

“Compare the leading options in the automotive industry, naming up to 10 companies.”

named

“Which 10 companies in the automotive industry would appear on a serious evaluation shortlist?”

“Name 10 the automotive industry companies suitable for a mid-sized organisation.”

#10

—

“Which 10 the automotive industry vendors are worth requesting a quote from?”

—

RecommendationWho they tell the reader to pick or follow · named in 6 of 6

“Recommend 10 companies in the automotive industry to follow.”

“Build a starter list of 10 companies to know in the automotive industry.”

“Suggest 10 the automotive industry companies for an industry briefing.”

“Which 10 the automotive industry companies would you name in a sector overview for investors?”

“Which 10 companies give a useful cross-section of the automotive industry today?”

“Give a ranked list of 10 companies in the automotive industry for a general-interest reader.”

Who was named first on the other 19 prompts — and what each model said instead of Toyota — is in the audit. Unlock the full table

The full 24-prompt panel. “—” means the model did not name Toyota in that answer. “Named first” is the tracked entity placed highest across the models.

Head to head

Who the models name more often, side by side.

vs Tesla vs Volkswagen vs Honda vs Ford vs Porsche

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What the models cite in the automotive industry

The pages the models lean on when they answer — and the ones naming a competitor instead of Toyota.

In the auditSee a worked example →

Ranked either side

Automotive, nearest on the index.

16 Volkswagen 75.3 22 Hyundai 69.7 23 General Motors 69.3 27 Tesla 65.0 29 Ford 64.7 41 Honda 52.7

See all carmakers →

What the numbers say

Toyota scores 84.3 out of 100 on the Fameproof index, ranking 5 of 186 companies measured in the run of 26 October 2026. The index is the mean of the per-model scores below.

The models broadly agree: Claude 85.0, ChatGPT 85.0, Gemini 83.0, within 2.0 points of each other.

Claude names Toyota in 85% of answers and places it early enough to score 83% on prominence; Gemini names it in 83%.

Across the 24-prompt panel there are 4 prompts where at least one model does not name Toyota at all — those are the answers a competitor is winning instead, and the prompt table above shows which.

Questions about this score

What is Toyota's AI visibility score?

Toyota scores 84.3 out of 100 on the Fameproof index, ranked 5 of 186 companies, measured on 26 October 2026 across Claude and ChatGPT and Gemini.

Which AI model mentions Toyota most?

Claude, at 85.0 out of 100, naming Toyota in 85% of the answers in its panel. The per-model breakdown is above.

How is Toyota's score measured?

With a panel of 24 category questions asked 4 times per model — never questions that name Toyota, because a prompt that names you guarantees a mention. The score combines how often it is named, how early in the answer, how much of the topic it covers, and how consistent the result is between repetitions. Full methodology.