Ferrari

Automotive

Rank 90 of 186 · ferrari.com · tracked weekly

Fameproof index · the automotive industry

15.70.0

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

Ferrari Automotive average

Claude

14.0

Mention rate4%

Prominence1%

Topic coverage25%

Consistency80%

Samples96/96

ChatGPT

15.0

Mention rate4%

Prominence1%

Topic coverage25%

Consistency88%

Samples96/96

Gemini

18.0

Mention rate7%

Prominence0%

Topic coverage50%

Consistency76%

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 0 of 6

“Name 10 notable companies in the automotive industry.”

—

Toyota

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

—

Toyota

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

—

Toyota

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

—

Toyota

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

—

Toyota

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

—

ReputationWho they credit with shaping it · named in 2 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 0 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.”

—

“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.”

—

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

—

RecommendationWho they tell the reader to pick or follow · named in 3 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?”

—

#10

—

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

—

#10

“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 Ferrari — is in the audit. Unlock the full table

The full 24-prompt panel. “—” means the model did not name Ferrari 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 Porsche vs Nissan

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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 Ferrari.

In the auditSee a worked example →

Ranked either side

Automotive, nearest on the index.

29 Ford 64.7 41 Honda 52.7 42 Mercedes-Benz 49.7 43 BMW 49.3 59 Porsche 33.7 83 Nissan 20.3

See all carmakers →

What the numbers say

Ferrari scores 15.7 out of 100 on the Fameproof index, ranking 90 of 186 companies measured in the run of 26 October 2026. The index is the mean of the per-model scores below.

Visibility is uneven across models: Gemini scores it 18.0 while Claude scores it 14.0, a gap of 4.0 points. A brand that is strong on one model and weak on another has a different problem from one that is mid-table everywhere.

Gemini names Ferrari in 7% of answers and places it early enough to score 0% on prominence; Claude names it in 4%.

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

Questions about this score

What is Ferrari's AI visibility score?

Ferrari scores 15.7 out of 100 on the Fameproof index, ranked 90 of 186 companies, measured on 26 October 2026 across Claude and ChatGPT and Gemini.

Which AI model mentions Ferrari most?

Gemini, at 18.0 out of 100, naming Ferrari in 7% of the answers in its panel. The per-model breakdown is above.

How is Ferrari's score measured?

With a panel of 24 category questions asked 4 times per model — never questions that name Ferrari, 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.