Coffee Republic
When Charlotte shoppers ask ChatGPT, Perplexity and Google AI Mode about coffee beans, none of the 30 answers names Coffee Republic. #37 of 70 local coffee roasters; AI names Night Swim in 26.
- ChatGPT0 of 10
- Perplexity0 of 10
- Google AI Mode0 of 10
Leader: Night Swim, 26 of 30
Asked on 30 October 2026Coffee Republic
- 4.4 · 256 Google reviews
- 14825 Ballantyne Village Way Suite 135, Charlotte, NC 28277 · 2 locations
- Coffee
- coffeerepub.com
More Google reviews than 57% of the coffee roasters in Charlotte. Yet AI names 17 other coffee roasters here, Night Swim first, with 286 reviews.
What AI answers instead
A shopper asks ChatGPT: “best coffee roaster in Charlotte”. The answer names:
- HEX Coffee
- Night Swim
- The Giddy Goat Coffee Roasters
- Smelly Cat Coffeehouse & Roastery
Coffee Republic 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 Coffee Republic or links its site.
- best coffee roaster in Charlotte
- where to buy fresh coffee beans in Charlotte
- local coffee roasters in Charlotte that ship
- best espresso beans from a Charlotte roaster
- coffee subscription from a roaster in Charlotte
- where to buy specialty coffee beans in Charlotte
- single origin coffee beans in Charlotte
- coffee roastery in Charlotte with online ordering
- best coffee gift from a Charlotte roaster
- which local roaster in Charlotte do people recommend
What AI finds on coffeerepub.com
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.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.
- Night Swim26 of 30 · ★ 4.5 · 286 reviews
- Not Just Coffee6 of 30 · ★ 4.5 · 438 reviews
- San Marco Coffee6 of 30 · ★ 4.6 · 183 reviews
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