Capital One vs Vanguard

How do Capital One and Vanguard compare inside AI answers? Across the latest Famewise run, here is each brand's visibility in ChatGPT, Claude and Gemini — and how often they are named together.

Capital One tracked
40answers mention it
#3.6avg position
Positive (+0.69)sentiment
Vanguard
6answers mention it
#7.5avg position
Positive (+0.61)sentiment

Relative share of voice

Of the 46 mentions across the two brands, Capital One takes 87% and Vanguard 13%. They are named together in 3 answers.

How this is measured

Famewise generates the category-level questions consumers ask AI assistants, then asks them to current OpenAI GPT, Anthropic Claude and Google Gemini models — each question with web search on and off. An extraction model records every brand named in every answer, the position of its first mention, and the sentiment toward it. Brands are ranked by share of voice: the number of answers that mention them. Every number reflects the latest scheduled run.

Frequently asked questions

Is Capital One or Vanguard more visible in AI answers?

In the latest Famewise run, Capital One is named in 40 AI answers and Vanguard in 6. Capital One has the higher share of voice. The two are named together in 3 answers.

How are Capital One and Vanguard measured?

Famewise asks current OpenAI GPT, Anthropic Claude and Google Gemini models the questions consumers ask in these brands' categories — with and without web search — and records every brand each answer names, its position, and the sentiment toward it.

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