Cento Coffee
When San Francisco shoppers ask ChatGPT, Perplexity and Google AI Mode about coffee beans, none of the 30 answers names Cento Coffee. #48 of 67 local coffee roasters; AI names Ritual Coffee Roasters in 25.
- ChatGPT0 of 10
- Perplexity0 of 10
- Google AI Mode0 of 10
Leader: Ritual Coffee Roasters, 25 of 30
Asked on 30 October 2026Cento Coffee
- 4.6 · 253 Google reviews
- 140 Sutter St, San Francisco, CA 94104
- Coffee
- centocoffee.com
More Google reviews than 35% of the coffee roasters in San Francisco. Yet AI names 22 other coffee roasters here, Ritual Coffee Roasters first, with 1,732 reviews.
What AI answers instead
A shopper asks ChatGPT: “best coffee roaster in San Francisco”. The answer names:
- Sightglass Coffee
- Andytown Coffee Roasters
- Saint Frank Coffee
- Ritual Coffee Roasters
Cento 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 Cento Coffee or links its site.
- best coffee roaster in San Francisco
- where to buy fresh coffee beans in San Francisco
- local coffee roasters in San Francisco that ship
- best espresso beans from a San Francisco roaster
- coffee subscription from a roaster in San Francisco
- where to buy specialty coffee beans in San Francisco
- single origin coffee beans in San Francisco
- coffee roastery in San Francisco with online ordering
- best coffee gift from a San Francisco roaster
- which local roaster in San Francisco do people recommend
What AI finds on centocoffee.com
Its home page, robots.txt and llms.txt, checked on 3 November 2026: what 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.txtA plain summary for AI assistants.
- Secure site (HTTPS)Opens over HTTPS.
Stores like it that AI names
Close in Google rating and reviews.
- Abanico Coffee Roasters5 of 30 · ★ 4.6 · 281 reviews
- Castro Coffee Company1 of 30 · ★ 4.6 · 324 reviews
- Coffee Bodega1 of 30 · ★ 4.7 · 258 reviews
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