Mattina Coffee + Wine
When Austin shoppers ask ChatGPT, Perplexity and Google AI Mode about coffee beans, none of the 30 answers names Mattina Coffee + Wine. #40 of 71 local coffee roasters; AI names Texas Coffee Traders in 12.
- ChatGPT0 of 10
- Perplexity0 of 10
- Google AI Mode0 of 10
Leader: Texas Coffee Traders, 12 of 30
Asked on 29 October 2026Mattina Coffee + Wine
- 4.2 · 283 Google reviews
- 111 Sandra Muraida Way Ste 101, Austin, TX 78703
- Coffee
- mattinaatx.com
More Google reviews than 51% of the coffee roasters in Austin. Yet AI names 18 other coffee roasters here, Texas Coffee Traders first, with 559 reviews.
What AI answers instead
A shopper asks ChatGPT: “best coffee roaster in Austin”. The answer names:
- Figure 8 Coffee Purveyors
- Texas Coffee Traders
- Flat Track Coffee
- Desnudo Coffee
Mattina Coffee + Wine 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 Mattina Coffee + Wine or links its site.
- best coffee roaster in Austin
- where to buy fresh coffee beans in Austin
- local coffee roasters in Austin that ship
- best espresso beans from a Austin roaster
- coffee subscription from a roaster in Austin
- where to buy specialty coffee beans in Austin
- single origin coffee beans in Austin
- coffee roastery in Austin with online ordering
- best coffee gift from a Austin roaster
- which local roaster in Austin do people recommend
What AI finds on mattinaatx.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 dataName, address and hours in a form AI reads directly.
- 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.
- Royal Blue Grocery1 of 30 · ★ 4.4 · 321 reviews
- Cuvée Coffee Bar at Natiivo4 of 30 · ★ 4.3 · 147 reviews
- Little Brother1 of 30 · ★ 4.5 · 156 reviews
Nearby, in 78703
Other coffee roasters with the same ZIP code.
- Mozart's Coffee Roasters8 of 30 AI answers
- Lake Austin Coffee Spot0 of 30 AI answers
- La Colombe Coffee Workshop0 of 30 AI answers
- Lone Man Coffee0 of 30 AI answers
Is Mattina Coffee + Wine 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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