Yellow Dog Bread Company
When Raleigh shoppers ask ChatGPT, Perplexity and Google AI Mode about coffee beans, none of the 30 answers names Yellow Dog Bread Company. #34 of 83 local coffee roasters; AI names Larry's Coffee in 28.
- ChatGPT0 of 10
- Perplexity0 of 10
- Google AI Mode0 of 10
Leader: Larry's Coffee, 28 of 30
Asked on 30 October 2026Yellow Dog Bread Company
- 4.7 · 659 Google reviews
- 219 E Franklin St, Raleigh, NC 27604
- Coffee
- yellowdogbread.com
More Google reviews than 72% of the coffee roasters in Raleigh. Yet AI names 20 other coffee roasters here, Larry's Coffee first, with 181 reviews.
What AI answers instead
A shopper asks ChatGPT: “best coffee roaster in Raleigh”. The answer names:
- Black & White Coffee
- Videri Chocolate
- Larry's Coffee
- Pine State Coffee
Yellow Dog Bread Company is not in it, or in any of the other 29 answers.
The 10 questions we asked
Each asked in ChatGPT, Perplexity and Google AI Mode. A tick: at least one answer to it names Yellow Dog Bread Company or links its site.
- best coffee roaster in Raleigh
- where to buy fresh coffee beans in Raleigh
- local coffee roasters in Raleigh that ship
- best espresso beans from a Raleigh roaster
- coffee subscription from a roaster in Raleigh
- where to buy specialty coffee beans in Raleigh
- single origin coffee beans in Raleigh
- coffee roastery in Raleigh with online ordering
- best coffee gift from a Raleigh roaster
- which local roaster in Raleigh do people recommend
What AI finds on yellowdogbread.com
A free check of the store's home page, robots.txt and llms.txt, on 3 November 2026. These are the signals AI assistants read first.
- Store details in structured dataNo Organization or LocalBusiness data on the home page: AI has to guess who and where the store is.
- Products in structured dataNo Product data on the home page: AI cannot see what the store sells or for how much.
- Ratings in structured dataNo rating or review data: AI leans on other sites to judge the store.
- Open to AI assistantsrobots.txt lets the AI crawlers in.
- llms.txtNo llms.txt: no short summary written for AI assistants.
- Secure site (HTTPS)Opens over HTTPS.
Stores like it that AI names
Close in Google rating and reviews.
- Black & White Coffee25 of 30 · ★ 4.7 · 672 reviews
- 42 & Lawrence3 of 30 · ★ 4.6 · 682 reviews
- Full Bloom Coffee Roasters1 of 30 · ★ 4.8 · 844 reviews
Nearby, in 27604
Other coffee roasters with the same ZIP code.
- Pine State Coffee18 of 30 AI answers
- The Optimist Raleigh0 of 30 AI answers
- L. A. Horchateria0 of 30 AI answers
- Bad Brain Coffee Co. LLC0 of 30 AI answers
Is Yellow Dog Bread Company yours?
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