Caffe Umbria
When Chicago shoppers ask ChatGPT, Perplexity and Google AI Mode about coffee beans, none of the 30 answers names Caffe Umbria. #18 of 71 local coffee roasters; AI names Dark Matter Coffee in 19.
- ChatGPT0 of 10
- Perplexity0 of 10
- Google AI Mode0 of 10
Leader: Dark Matter Coffee, 19 of 30
Asked on 29 October 2026Caffe Umbria
- 4.6 · 1,123 Google reviews
- 346 N Clark St Unit 4709, Chicago, IL 60654
- Coffee
- caffeumbria.com
More Google reviews than 89% of the coffee roasters in Chicago. Yet AI names 20 other coffee roasters here, Dark Matter Coffee first, with 1,325 reviews.
What AI answers instead
A shopper asks ChatGPT: “best coffee roaster in Chicago”.
“If you want a more distinctive, bold Chicago-style coffee, try Dark Matter.”ChatGPT · 29 October 2026
Caffe Umbria is not in this answer, or in any of the other 29.
The 10 questions we asked
Each asked in ChatGPT, Perplexity and Google AI Mode. A tick: at least one answer to it names Caffe Umbria or links its site.
- best coffee roaster in Chicago
- where to buy fresh coffee beans in Chicago
- local coffee roasters in Chicago that ship
- best espresso beans from a Chicago roaster
- coffee subscription from a roaster in Chicago
- where to buy specialty coffee beans in Chicago
- single origin coffee beans in Chicago
- coffee roastery in Chicago with online ordering
- best coffee gift from a Chicago roaster
- which local roaster in Chicago do people recommend
What AI finds on caffeumbria.com
Its home page, robots.txt and llms.txt, checked on 3 November 2026: what AI assistants read first.
- Store details in structured dataName, address and hours in a form AI reads directly.
- 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.
- Bridgeport Coffeehouse2 of 30 · ★ 4.5 · 1,036 reviews
- The Coffee & Tea Exchange5 of 30 · ★ 4.8 · 958 reviews
- Dark Matter Coffee19 of 30 · ★ 4.8 · 1,325 reviews
Nearby, in 60654
Other coffee roasters with the same ZIP code.
- TARY0 of 30 AI answers
- Cliff & Pebble0 of 30 AI answers
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