Autumn Coffee Roasting
When Portland shoppers ask ChatGPT, Perplexity and Google AI Mode about coffee beans, none of the 30 answers names Autumn Coffee Roasting. #42 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 2026Autumn Coffee Roasting
- 4.8 · 234 Google reviews
- 3286 NE Killingsworth St, Portland, OR 97211
- Coffee
- autumncoffeeroasting.com
More Google reviews than 46% 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
Autumn Coffee Roasting 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 Autumn Coffee Roasting 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 autumncoffeeroasting.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.txtA plain summary for AI assistants.
- Secure site (HTTPS)Opens over HTTPS.
Stores like it that AI names
Close in Google rating and reviews.
- Nossa Familia Coffee5 of 30 · ★ 4.8 · 286 reviews
- Mudd Works Roastery2 of 30 · ★ 4.9 · 308 reviews
- Oblique Coffee Roasters1 of 30 · ★ 4.7 · 319 reviews
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