Dunx Coffee at Blackhawk Hardware
When Charlotte shoppers ask ChatGPT, Perplexity and Google AI Mode about coffee beans, none of the 30 answers names Dunx Coffee at Blackhawk Hardware. #62 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 2026Dunx Coffee at Blackhawk Hardware
- 4.4 · 37 Google reviews
- 4225 Park Rd, Charlotte, NC 28209
- Coffee
- dunxcoffee.com
More Google reviews than 13% 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
Dunx Coffee at Blackhawk Hardware 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 Dunx Coffee at Blackhawk Hardware 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 dunxcoffee.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.txtA plain summary for AI assistants.
- Secure site (HTTPS)Opens over HTTPS.
Stores like it that AI names
Close in Google rating and reviews.
- Pure Intentions Coffee Roastery5 of 30 · ★ 4.5 · 43 reviews
- Magnolia Coffee Company6 of 30 · ★ 4.9 · 54 reviews
- Javesca Coffee1 of 30 · ★ 4.7 · 116 reviews
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