Third Wheel Coffee
When San Francisco shoppers ask ChatGPT, Perplexity and Google AI Mode about coffee beans, none of the 30 answers names Third Wheel Coffee. #44 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 2026Third Wheel Coffee
- 4.9 · 275 Google reviews
- 991 Oak St, San Francisco, CA 94117
- Coffee
- thirdwheel.coffee
More Google reviews than 41% 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
Third Wheel 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 Third Wheel 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 thirdwheel.coffee
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.
- Coffee Bodega1 of 30 · ★ 4.7 · 258 reviews
- Grand Coffee3 of 30 · ★ 4.7 · 213 reviews
- Abanico Coffee Roasters5 of 30 · ★ 4.6 · 281 reviews
Nearby, in 94117
Other coffee roasters with the same ZIP code.
- Flywheel Coffee5 of 30 AI answers
- Bird and Bear Coffee3 of 30 AI answers
- Lady Falcon Coffee Club1 of 30 AI answers
- Le Cafe du Soleil0 of 30 AI answers
Run a store on Shopify or WooCommerce?
More buyers from AI.
You pay only when they buy.
10% of the sales AI brings you. No subscription, no contract.
or connectShopify early listWooCommerce