Volkswagen
AutomotiveFameproof index
80.4+0.7
Volkswagen
Automotive average
Claude 4.5
+0.1
78.8
Mention rate78%
Avg. position2.2
Factual accuracy93%
SentimentPositive
ChatGPT (GPT-5)
+1.1
81.6
Mention rate79%
Avg. position2.0
Factual accuracy92%
SentimentPositive
Gemini 2.5
+0.8
80.8
Mention rate78%
Avg. position1.9
Factual accuracy95%
SentimentPositive
Prompt performance
Position when mentioned · 1,200 promptsPrompt
CL
GPT
GEM
“Best electric car for a family”
#2
#2
#3
“Most reliable car brand”
#1
#1
—
“Best value EV under €40,000”
#3
#2
#1
“Which carmaker has the best software”
#3
#2
#1
“Safest cars on the market”
—
#1
#2
A 5-prompt sample of the 1,200-prompt weekly panel.
Who wins the prompts Volkswagen loses
Most-cited sources
What the models lean on when they describe Volkswagen.
docs.volkswagen.comwikipedia.orgg2.comnews.ycombinator.comreddit.com/r/business
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