Hotel Chocolat vs Vosges Haut-Chocolat: AI Share of Voice Comparison

In the latest Famewise run (data as of 2026-08-11), Hotel Chocolat was named in 4 AI answers and Vosges Haut-Chocolat in 7, across ChatGPT, Claude and Gemini with web search on and off. Vosges Haut-Chocolat holds the larger share of voice. They are named together in 4 answers.

Key data
Hotel Chocolat — answers naming it4
Vosges Haut-Chocolat — answers naming it7
Share of voice splitHotel Chocolat 36% / Vosges Haut-Chocolat 64%
Answers naming both4
AI modelsOpenAI GPT, Anthropic Claude, Google Gemini

Updated

Hotel Chocolat
4answers mention it
#3.5avg position
Positive (+0.84)sentiment
Vosges Haut-Chocolat
7answers mention it
#3.1avg position
Positive (+0.84)sentiment

Relative share of voice

Of the 11 mentions across the two brands, Hotel Chocolat takes 36% and Vosges Haut-Chocolat 64%. They are named together in 4 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 visibility: the share of this category's answers that name them at least once. Share of mentions is a different cut of the same data — each brand's slice of every brand mention in the category. Every number reflects the latest scheduled run.

Read the full methodology — sample sizes, formulas and refresh frequency →

Frequently asked questions

Is Hotel Chocolat or Vosges Haut-Chocolat more visible in AI answers?

In the latest Famewise run, Hotel Chocolat is named in 4 AI answers and Vosges Haut-Chocolat in 7. Vosges Haut-Chocolat has the higher share of voice. The two are named together in 4 answers.

How are Hotel Chocolat and Vosges Haut-Chocolat 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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