Blackbird Books and Coffee
When Raleigh shoppers ask ChatGPT, Perplexity and Google AI Mode about coffee beans, none of the 30 answers names Blackbird Books and Coffee. #49 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 2026Blackbird Books and Coffee
- 4.9 · 264 Google reviews
- 323 Blake St, Raleigh, NC 27601
- Coffee
- blackbirdbooksandcoffee.com
More Google reviews than 50% 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
Blackbird Books and Coffee 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 Blackbird Books and Coffee 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 blackbirdbooksandcoffee.com
Its home page, robots.txt and llms.txt, checked on 4 November 2026: what 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 shuts out GPTBot, ClaudeBot, CCBot.
- 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.
- Willow House Coffee2 of 30 · ★ 4.9 · 231 reviews
- Smooth Joe Coffee4 of 30 · ★ 4.8 · 280 reviews
- The Left Hook Coffee12 of 30 · ★ 4.9 · 150 reviews
Nearby, in 27601
Other coffee roasters with the same ZIP code.
- The Left Hook Coffee12 of 30 AI answers
- Videri Chocolate11 of 30 AI answers
- 42 & Lawrence3 of 30 AI answers
- Little Native Coffee Co.1 of 30 AI answers
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