Last Crumb vs Milk Bar: AI Share of Voice Comparison
In the latest Famewise run (data as of 2026-11-09), Last Crumb was named in 7 AI answers and Milk Bar in 8, across ChatGPT, Claude and Gemini with web search on and off. Milk Bar holds the larger share of voice. They are named together in 3 answers.
| Last Crumb — answers naming it | 7 |
|---|---|
| Milk Bar — answers naming it | 8 |
| Share of voice split | Last Crumb 47% / Milk Bar 53% |
| Answers naming both | 3 |
| AI models | OpenAI GPT, Anthropic Claude, Google Gemini |
Updated
Relative share of voice
Of the 15 mentions across the two brands, Last Crumb takes 47% and Milk Bar 53%. 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 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 Last Crumb or Milk Bar more visible in AI answers?
In the latest Famewise run, Last Crumb is named in 7 AI answers and Milk Bar in 8. Milk Bar has the higher share of voice. The two are named together in 3 answers.
How are Last Crumb and Milk Bar 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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