Dunkin'
When Pittsburgh shoppers ask ChatGPT, Perplexity and Google AI Mode about coffee beans, none of the 30 answers names Dunkin'. #30 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 2026Dunkin'
- 3.7 · 412 Google reviews
- 601 Grant St, Pittsburgh, PA 15219
- Coffee
- dunkindonuts.com
More Google reviews than 73% 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
Dunkin' 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 Dunkin' 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 dunkindonuts.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.
- Nicholas Coffee & Tea Co.3 of 30 · ★ 4.6 · 270 reviews
- Redstart Roasters12 of 30 · ★ 4.7 · 309 reviews
- Prestogeorge Coffee & Tea20 of 30 · ★ 4.8 · 447 reviews
Nearby, in 15219
Other coffee roasters with the same ZIP code.
- Ghost Coffee Collab9 of 30 AI answers
- Dynamic Coffee2 of 30 AI answers
- Trace Echo1 of 30 AI answers
- Gasoline Street Coffee Company0 of 30 AI answers
Is Dunkin' 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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