Harbor Coffee
When Atlanta shoppers ask ChatGPT, Perplexity and Google AI Mode about coffee beans, none of the 30 answers names Harbor Coffee. #52 of 74 local coffee roasters; AI names Portrait Coffee in 23.
- ChatGPT0 of 10
- Perplexity0 of 10
- Google AI Mode0 of 10
Leader: Portrait Coffee, 23 of 30
Asked on 29 October 2026Harbor Coffee
- 4.7 · 223 Google reviews
- 331 Elizabeth St NE Ste c, Atlanta, GA 30307
- Coffee
- harborcoffeeatl.com
More Google reviews than 34% of the coffee roasters in Atlanta. Yet AI names 24 other coffee roasters here, Portrait Coffee first, with 601 reviews.
What AI answers instead
A shopper asks ChatGPT: “best coffee roaster in Atlanta”. The answer names:
- BRASH Coffee
- Ash Coffee
- Portrait Coffee
- East Pole Coffee
Harbor 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 Harbor Coffee or links its site.
- best coffee roaster in Atlanta
- where to buy fresh coffee beans in Atlanta
- local coffee roasters in Atlanta that ship
- best espresso beans from a Atlanta roaster
- coffee subscription from a roaster in Atlanta
- where to buy specialty coffee beans in Atlanta
- single origin coffee beans in Atlanta
- coffee roastery in Atlanta with online ordering
- best coffee gift from a Atlanta roaster
- which local roaster in Atlanta do people recommend
What AI finds on harborcoffeeatl.com
A free check of the store's home page, robots.txt and llms.txt, on 3 November 2026. These are the signals 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.
- Green Beans ATL2 of 30 · ★ 4.8 · 219 reviews
- Radio Roasters Coffee11 of 30 · ★ 4.6 · 228 reviews
- Academy Coffee2 of 30 · ★ 4.7 · 342 reviews
Nearby, in 30307
Other coffee roasters with the same ZIP code.
- Aurora Coffee1 of 30 AI answers
- STEREO0 of 30 AI answers
- Beanealogy0 of 30 AI answers
Is Harbor Coffee yours?
The free scan asks the questions your shoppers ask, built from your own catalog, and shows who AI picks instead of you and what to fix. On a plan, 7BE does the work: product texts, feeds and reviews, checked every week.
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