Panera Bread vs Potbelly

How do Panera Bread and Potbelly 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.

Panera Bread tracked
89answers mention it
#3.6avg position
Positive (+0.64)sentiment
Potbelly tracked
44answers mention it
#4.2avg position
Positive (+0.72)sentiment

Relative share of voice

Of the 133 mentions across the two brands, Panera Bread takes 67% and Potbelly 33%. They are named together in 21 answers.

Category leaderboards

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.

Frequently asked questions

Is Panera Bread or Potbelly more visible in AI answers?

In the latest Famewise run, Panera Bread is named in 89 AI answers and Potbelly in 44. Panera Bread has the higher share of voice. The two are named together in 21 answers.

How are Panera Bread and Potbelly 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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