Neighbor Coffee & Friends
When Austin shoppers ask ChatGPT, Perplexity and Google AI Mode about coffee beans, none of the 30 answers names Neighbor Coffee & Friends. #51 of 71 local coffee roasters; AI names Texas Coffee Traders in 12.
- ChatGPT0 of 10
- Perplexity0 of 10
- Google AI Mode0 of 10
Leader: Texas Coffee Traders, 12 of 30
Asked on 29 October 2026Neighbor Coffee & Friends
- 4.8 · 163 Google reviews
- 5000 Burnet Rd, Austin, TX 78756
- Coffee
- neighborcoffee.co
More Google reviews than 31% of the coffee roasters in Austin. Yet AI names 18 other coffee roasters here, Texas Coffee Traders first, with 559 reviews.
What AI answers instead
A shopper asks ChatGPT: “best coffee roaster in Austin”. The answer names:
- Figure 8 Coffee Purveyors
- Texas Coffee Traders
- Flat Track Coffee
- Desnudo Coffee
Neighbor Coffee & Friends 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 Neighbor Coffee & Friends or links its site.
- best coffee roaster in Austin
- where to buy fresh coffee beans in Austin
- local coffee roasters in Austin that ship
- best espresso beans from a Austin roaster
- coffee subscription from a roaster in Austin
- where to buy specialty coffee beans in Austin
- single origin coffee beans in Austin
- coffee roastery in Austin with online ordering
- best coffee gift from a Austin roaster
- which local roaster in Austin do people recommend
What AI finds on neighborcoffee.co
Its home page, robots.txt and llms.txt, checked on 3 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 lets the AI crawlers in.
- llms.txtA plain summary for AI assistants.
- Secure site (HTTPS)Opens over HTTPS.
Stores like it that AI names
Close in Google rating and reviews.
- Talisman Coffee Co.2 of 30 · ★ 4.8 · 212 reviews
- Praxis Coffee Roasters5 of 30 · ★ 4.7 · 199 reviews
- Sightseer Coffee Bar6 of 30 · ★ 5.0 · 193 reviews
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