Matching Half
When San Francisco shoppers ask ChatGPT, Perplexity and Google AI Mode about coffee beans, none of the 30 answers names Matching Half. #32 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 2026Matching Half
- 4.4 · 503 Google reviews
- 1799 McAllister St, San Francisco, CA 94115
- Coffee
- matchinghalfcafe.com
More Google reviews than 67% 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
Matching Half 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 Matching Half 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 matchinghalfcafe.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 dataProducts with prices AI can quote.
- Ratings in structured dataRatings AI can show next to the name.
- 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.
- Linea9 of 30 · ★ 4.4 · 428 reviews
- Wrecking Ball Coffee Roasters3 of 30 · ★ 4.4 · 606 reviews
- Andytown Coffee Roasters19 of 30 · ★ 4.4 · 411 reviews
Nearby, in 94115
Other coffee roasters with the same ZIP code.
- Compton’s Coffee House0 of 30 AI answers
Is Matching Half 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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