Miller Lite vs Shiner Bock: AI Share of Voice Comparison
In the latest Famewise run (data as of 2026-08-11), Miller Lite was named in 32 AI answers and Shiner Bock in 5, across ChatGPT, Claude and Gemini with web search on and off. Miller Lite holds the larger share of voice. They are named together in 4 answers.
| Miller Lite — answers naming it | 32 |
|---|---|
| Shiner Bock — answers naming it | 5 |
| Share of voice split | Miller Lite 86% / Shiner Bock 14% |
| Answers naming both | 4 |
| AI models | OpenAI GPT, Anthropic Claude, Google Gemini |
Updated
Relative share of voice
Of the 37 mentions across the two brands, Miller Lite takes 86% and Shiner Bock 14%. 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 Miller Lite or Shiner Bock more visible in AI answers?
In the latest Famewise run, Miller Lite is named in 32 AI answers and Shiner Bock in 5. Miller Lite has the higher share of voice. The two are named together in 4 answers.
How are Miller Lite and Shiner Bock 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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