Capital One Café
When Boston shoppers ask ChatGPT, Perplexity and Google AI Mode about coffee beans, none of the 30 answers names Capital One Café. #47 of 73 local coffee roasters; AI names George Howell Coffee in 26.
- ChatGPT0 of 10
- Perplexity0 of 10
- Google AI Mode0 of 10
Leader: George Howell Coffee, 26 of 30
Asked on 30 October 2026Capital One Café
- 4.3 · 226 Google reviews
- 711 Boylston St, Boston, MA 02116
- Coffee
- capitalone.com
More Google reviews than 43% of the coffee roasters in Boston. Yet AI names 18 other coffee roasters here, George Howell Coffee first, with 1,536 reviews.
What AI answers instead
A shopper asks ChatGPT: “best coffee roaster in Boston”. The answer names:
- George Howell Coffee
- Gracenote Coffee
- Broadsheet Coffee Roasters
- Recreo Coffee & Roasterie
Capital One Café 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 Capital One Café or links its site.
- best coffee roaster in Boston
- where to buy fresh coffee beans in Boston
- local coffee roasters in Boston that ship
- best espresso beans from a Boston roaster
- coffee subscription from a roaster in Boston
- where to buy specialty coffee beans in Boston
- single origin coffee beans in Boston
- coffee roastery in Boston with online ordering
- best coffee gift from a Boston roaster
- which local roaster in Boston do people recommend
What AI finds on capitalone.com
Its home page, robots.txt and llms.txt, checked on 3 November 2026: what 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.
- Kohi Coffee Company1 of 30 · ★ 4.2 · 349 reviews
- Flat Black Coffee3 of 30 · ★ 4.5 · 172 reviews
- Barismo2 of 30 · ★ 4.2 · 382 reviews
Nearby, in 02116
Other coffee roasters with the same ZIP code.
- Thinking Cup0 of 30 AI answers
- Blank Street0 of 30 AI answers
- Central Perk Coffee Co0 of 30 AI answers
- Greystone Cafe0 of 30 AI answers
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