Muddy Waters Café & Lounge
When San Francisco shoppers ask ChatGPT, Perplexity and Google AI Mode about coffee beans, none of the 30 answers names Muddy Waters Café & Lounge. #39 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 2026Muddy Waters Café & Lounge
- 4.2 · 330 Google reviews
- 521 Valencia St, San Francisco, CA 94110
- Coffee
- muddywatersf.com
More Google reviews than 50% 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
Muddy Waters Café & Lounge 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 Muddy Waters Café & Lounge 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 muddywatersf.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 shuts out GPTBot, ClaudeBot, Google-Extended, CCBot.
- 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.
- Andytown Coffee Roasters19 of 30 · ★ 4.4 · 411 reviews
- Linea9 of 30 · ★ 4.4 · 428 reviews
- Castro Coffee Company1 of 30 · ★ 4.6 · 324 reviews
Nearby, in 94110
Other coffee roasters with the same ZIP code.
- Ritual Coffee Roasters25 of 30 AI answers
- Linea9 of 30 AI answers
- Abanico Coffee Roasters5 of 30 AI answers
- Hedge Coffee3 of 30 AI answers
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