Firehouse Subs vs Panera Bread: AI Share of Voice Comparison
In the latest Famewise run (data as of 2026-08-17), Firehouse Subs was named in 59 AI answers and Panera Bread in 103, across ChatGPT, Claude and Gemini with web search on and off. Panera Bread holds the larger share of voice. They are named together in 32 answers.
| Firehouse Subs — answers naming it | 59 |
|---|---|
| Panera Bread — answers naming it | 103 |
| Share of voice split | Firehouse Subs 36% / Panera Bread 64% |
| Answers naming both | 32 |
| AI models | OpenAI GPT, Anthropic Claude, Google Gemini |
Updated
Relative share of voice
Of the 162 mentions across the two brands, Firehouse Subs takes 36% and Panera Bread 64%. They are named together in 32 answers.
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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 Firehouse Subs or Panera Bread more visible in AI answers?
In the latest Famewise run, Firehouse Subs is named in 59 AI answers and Panera Bread in 103. Panera Bread has the higher share of voice. The two are named together in 32 answers.
How are Firehouse Subs and Panera Bread 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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