CitedBy / Data / Specialty coffee, Ireland
ChatGPT data · 13 Oct 2026Which online shops ChatGPT links to for buying coffee beans in Ireland
Across 15 ChatGPT answers to 8 buyer questions (13 Oct 2026), cloudpickercoffee.ie is linked in 8 answers, then 3fe.com and typo.ie (7 each). 26 different sites appear in total; the top three shops take 32% of all shop links.
Specialty coffee, Ireland · 15 answers · 13 Oct 2026 · Download CSV
Who ChatGPT links, across 15 answers
| Shop site | Answers that link it | Share |
|---|---|---|
| cloudpickercoffee.ie | 8 of 15 · 53% | 53% |
| 3fe.com | 7 of 15 · 47% | 47% |
| typo.ie | 7 of 15 · 47% | 47% |
| bearmarket.ie | 6 of 15 · 40% | 40% |
| calendarcoffee.ie | 5 of 15 · 33% | 33% |
| belllane.ie | 4 of 15 · 27% | 27% |
| ponaire.ie | 4 of 15 · 27% | 27% |
| essencecoffee.ie | 3 of 15 · 20% | 20% |
| imbibe.ie | 3 of 15 · 20% | 20% |
| bewleys.com | 2 of 15 · 13% | 13% |
Question by question
| Question asked to ChatGPT | Shops linked (number of runs, 2 at most) |
|---|---|
| Where can I buy specialty coffee beans online in Ireland? | 3fe.com (1), bearmarket.ie (1), belllane.ie (1) |
| What is the best coffee roaster in Ireland? | 3fe.com (2), calendarcoffee.ie (2), cloudpickercoffee.ie (2) |
| I want a coffee bean subscription delivered in Ireland, what do you recommend? | bearmarket.ie (2), essencecoffee.ie (2), typo.ie (2) |
| Which Irish roaster should I buy espresso beans from for my home machine? | 3fe.com (2), calendarcoffee.ie (2), cloudpickercoffee.ie (2) |
| Gift idea for a coffee lover in Ireland: where should I order online? | bearmarket.ie (2), ponaire.ie (2), typo.ie (2) |
| Best independent coffee roaster in Dublin that delivers? | 3fe.com (2), cloudpickercoffee.ie (2), bearmarket.ie (1) |
| Where can I buy organic or ethically sourced coffee beans online in Ireland? | bewleys.com (2), mccabecoffee.com (2), organico.ie (2) |
| What coffee should I buy online in Ireland for pour-over (V60)? | farmhandcoffee.ie (2), typo.ie (2), beans.ie (1) |
What the named shops have in common
Ranked by strength of evidence. These are findings about 15 answers, not causes.
- MeasuredTwo runs of the same question share on average 54% of the shops they link: count several runs rather than trusting one answer.
- MeasuredAll 68 links go to the shops' own sites.
- MeasuredTechnical traits do not separate the named shops from the rest. The 6 most-linked sites we could check against 17 shops in the same category that were never linked: Organization schema 3 of 6 vs 13 of 17; OpenAI's search crawler allowed 6 of 6 vs 17 of 17; page text in the raw HTML 6 of 6 vs 12 of 17.
- MeasuredChatGPT linked 2 domains with no working page (belllanecoffee.com (1x), cloudpickercoffee.com (1x), checked 14 Oct 2026): a buyer who clicks gets an error or an unrelated site. They are excluded from the table above.
- Not tested yetFacts shown on the page (starting price, delivery time, free-shipping threshold, subscription terms), reviews and mentions in third-party guides: we have not yet compared them between named and unnamed shops. That is for the next measurement rounds.
Method and limits
- Engine: ChatGPT (chatgpt.com), logged out, web search on, temporary chat.
- Questions: 8 buyer questions written in English, each asked 2 times in a fresh chat (15 answers kept, 13 Oct 2026). 1 run dropped (technical failure): 15 answers kept out of 16 planned.
- “Linked”: the shop's domain is among the answer's links. We do not count a name in running text, and we never round “linked in 1 of 2 runs” up to “recommended”.
- Limits: one engine, one run location (connection from Spain), answers change from day to day. No traffic or sales estimates. Domains are as ChatGPT linked them; on 14 Oct 2026 we checked which ones load.
- Raw data: every answer is kept with its timestamp; the table is downloadable as CSV.
- Licence: CC BY 4.0. You may reuse these figures with credit to CitedBy (citedby.eu) and a link.
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