Prince Coffee
When Portland shoppers ask ChatGPT, Perplexity and Google AI Mode about coffee beans, none of the 30 answers names Prince Coffee. #36 of 60 local coffee roasters; AI names Coava Coffee Roasters in 19.
- ChatGPT0 of 10
- Perplexity0 of 10
- Google AI Mode0 of 10
Leader: Coava Coffee Roasters, 19 of 30
Asked on 29 October 2026Prince Coffee
- 4.5 · 254 Google reviews
- 915 NW 19th Ave Ste A, Portland, OR 97209
- Coffee
- princecoffee.com
More Google reviews than 56% of the coffee roasters in Portland. Yet AI names 24 other coffee roasters here, Coava Coffee Roasters first, with 1,700 reviews.
What AI answers instead
A shopper asks ChatGPT: “best coffee roaster in Portland”. The answer names:
- Coava Coffee Roasters
- BEST Coffee
- Sterling Coffee Roasters
- Heart Coffee Roasters
Prince Coffee 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 Prince Coffee or links its site.
- best coffee roaster in Portland
- where to buy fresh coffee beans in Portland
- local coffee roasters in Portland that ship
- best espresso beans from a Portland roaster
- coffee subscription from a roaster in Portland
- where to buy specialty coffee beans in Portland
- single origin coffee beans in Portland
- coffee roastery in Portland with online ordering
- best coffee gift from a Portland roaster
- which local roaster in Portland do people recommend
What AI finds on princecoffee.com
Its home page, robots.txt and llms.txt, checked on 3 November 2026: what 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.
- Roseline Coffee4 of 30 · ★ 4.5 · 206 reviews
- Portland Coffee Roasters6 of 30 · ★ 4.5 · 346 reviews
- Puff Coffee2 of 30 · ★ 4.5 · 148 reviews
Nearby, in 97209
Other coffee roasters with the same ZIP code.
- Sterling Coffee Roasters3 of 30 AI answers
- Deadstock Coffee Roasters2 of 30 AI answers
- Caffe Umbria1 of 30 AI answers
- Sisters Coffee Company in The Pearl District0 of 30 AI answers
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