Lily’s COFFEE & CAFÉ
When Boston shoppers ask ChatGPT, Perplexity and Google AI Mode about coffee beans, none of the 30 answers names Lily’s COFFEE & CAFÉ. #66 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 2026Lily’s COFFEE & CAFÉ
- 4.4 · 36 Google reviews
- 33 Arch St, Boston, MA 02110
- Coffee
- lilyscoffeecafe.com
More Google reviews than 13% 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
Lily’s COFFEE & 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 Lily’s COFFEE & 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 lilyscoffeecafe.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 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.
- Fazenda Coffee Roasters4 of 30 · ★ 4.5 · 25 reviews
- Atomic Coffee Roasters5 of 30 · ★ 4.6 · 21 reviews
- Newbery Street Coffee Roasters3 of 30 · ★ 4.9 · 49 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
- Dandelion Coffee & Provisions0 of 30 AI answers
Is Lily’s COFFEE & CAFÉ 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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