Dandelion Coffee & Provisions
When Boston shoppers ask ChatGPT, Perplexity and Google AI Mode about coffee beans, none of the 30 answers names Dandelion Coffee & Provisions. #64 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 2026Dandelion Coffee & Provisions
- 4.4 · 78 Google reviews
- 70 Rowes Wharf, Boston, MA 02110
- Coffee
- dandelionbos.com
More Google reviews than 17% 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
Dandelion Coffee & Provisions 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 Dandelion Coffee & Provisions 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 dandelionbos.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.txtA plain summary for AI assistants.
- Secure site (HTTPS)Opens over HTTPS.
Stores like it that AI names
Close in Google rating and reviews.
- Flat Black Coffee3 of 30 · ★ 4.5 · 172 reviews
- Little Wolf Coffee8 of 30 · ★ 4.6 · 146 reviews
- Fazenda Coffee Roasters4 of 30 · ★ 4.5 · 25 reviews
Nearby, in 02110
Other coffee roasters with the same ZIP code.
- Tradesman Coffee Shop and Lounge0 of 30 AI answers
- PHIN COFFEE HOUSE0 of 30 AI answers
- Intelligentsia Coffee Post Office Square Coffeebar0 of 30 AI answers
- Lily’s COFFEE & CAFÉ0 of 30 AI answers
Is Dandelion Coffee & Provisions 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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