The Latte Shop
When Los Angeles shoppers ask ChatGPT, Perplexity and Google AI Mode about coffee beans, none of the 30 answers names The Latte Shop. #42 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 2026The Latte Shop
- 4.5 · 204 Google reviews
- 228 1st St, Los Angeles, CA 90012
- Coffee
- grubhub.com
More Google reviews than 53% 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.
The Latte Shop 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 The Latte Shop 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 grubhub.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.
- Loquat1 of 30 · ★ 4.6 · 200 reviews
- Canyon Coffee11 of 30 · ★ 4.5 · 270 reviews
- Lab Coffee & Roasters3 of 30 · ★ 4.5 · 318 reviews
Nearby, in 90012
Other coffee roasters with the same ZIP code.
- Chimney Coffee House0 of 30 AI answers
- endorffeine0 of 30 AI answers
- Thank You Coffee0 of 30 AI answers
- Aquarela Coffee0 of 30 AI answers
Is The Latte Shop 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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