Needle & Bean
When Pittsburgh shoppers ask ChatGPT, Perplexity and Google AI Mode about coffee beans, none of the 30 answers names Needle & Bean. #39 of 67 local coffee roasters; AI names Prestogeorge Coffee & Tea in 20.
- ChatGPT0 of 10
- Perplexity0 of 10
- Google AI Mode0 of 10
Leader: Prestogeorge Coffee & Tea, 20 of 30
Asked on 30 October 2026Needle & Bean
- 4.8 · 296 Google reviews
- 320 Castle Shannon Blvd, Pittsburgh, PA 15234
- Coffee
- needleandbean.com
More Google reviews than 56% of the coffee roasters in Pittsburgh. Yet AI names 21 other coffee roasters here, Prestogeorge Coffee & Tea first, with 447 reviews.
What AI answers instead
A shopper asks ChatGPT: “best coffee roaster in Pittsburgh”. The answer names:
- Ghost Coffee Collab
- La Prima Espresso Company
- Commonplace Coffee
- Redstart Roasters
Needle & Bean 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 Needle & Bean or links its site.
- best coffee roaster in Pittsburgh
- where to buy fresh coffee beans in Pittsburgh
- local coffee roasters in Pittsburgh that ship
- best espresso beans from a Pittsburgh roaster
- coffee subscription from a roaster in Pittsburgh
- where to buy specialty coffee beans in Pittsburgh
- single origin coffee beans in Pittsburgh
- coffee roastery in Pittsburgh with online ordering
- best coffee gift from a Pittsburgh roaster
- which local roaster in Pittsburgh do people recommend
What AI finds on needleandbean.com
Its home page, robots.txt and llms.txt, checked on 3 November 2026: what AI assistants read first.
needleandbean.com did not open for us on 3 November 2026. If AI assistants cannot open it either, they cannot read it.
Stores like it that AI names
Close in Google rating and reviews.
- Redstart Roasters12 of 30 · ★ 4.7 · 309 reviews
- Prestogeorge Coffee & Tea20 of 30 · ★ 4.8 · 447 reviews
- COLOMBINO Coffee2 of 30 · ★ 4.7 · 215 reviews
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