Stumptown Coffee Roasters
When Los Angeles shoppers ask ChatGPT, Perplexity and Google AI Mode about coffee beans, none of the 30 answers names Stumptown Coffee Roasters. #70 of 78 local coffee roasters; AI names Canyon Coffee in 11.
- ChatGPT0 of 10
- Perplexity0 of 10
- Google AI Mode0 of 10
Leader: Canyon Coffee, 11 of 30
Asked on 30 October 2026Stumptown Coffee Roasters
- 4.4 · 18 Google reviews
- 2624 N Broadway, Los Angeles, CA 90031
- Coffee
- stumptowncoffee.com
More Google reviews than 12% of the coffee roasters in Los Angeles. Yet AI names 22 other coffee roasters here, Canyon Coffee first, with 270 reviews.
What AI answers instead
A shopper asks ChatGPT: “best coffee roaster in Los Angeles”. The answer names:
- Canyon Coffee
- Maru Coffee
- Boxx Coffee Roasters Co.
Stumptown Coffee Roasters 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 Stumptown Coffee Roasters or links its site.
- best coffee roaster in Los Angeles
- where to buy fresh coffee beans in Los Angeles
- local coffee roasters in Los Angeles that ship
- best espresso beans from a Los Angeles roaster
- coffee subscription from a roaster in Los Angeles
- where to buy specialty coffee beans in Los Angeles
- single origin coffee beans in Los Angeles
- coffee roastery in Los Angeles with online ordering
- best coffee gift from a Los Angeles roaster
- which local roaster in Los Angeles do people recommend
What AI finds on stumptowncoffee.com
Its home page, robots.txt and llms.txt, checked on 4 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.
- Tectonic Coffee Company1 of 30 · ★ 4.4 · 13 reviews
- Mad Lab Coffee7 of 30 · ★ 4.6 · 41 reviews
- 1802 Roasters3 of 30 · ★ 4.5 · 115 reviews
Nearby, in 90031
Other coffee roasters with the same ZIP code.
- B Twentyfour0 of 30 AI answers
- Compelling Coffee Lincoln Heights0 of 30 AI answers
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