Front Range Cafe
When Kansas City shoppers ask ChatGPT, Perplexity and Google AI Mode about coffee beans, none of the 30 answers names Front Range Cafe. #35 of 73 local coffee roasters; AI names The Roasterie in 21.
- ChatGPT0 of 10
- Perplexity0 of 10
- Google AI Mode0 of 10
Leader: The Roasterie, 21 of 30
Asked on 30 October 2026Front Range Cafe
- 4.5 · 317 Google reviews
- 400 E Gregory Blvd, Kansas City, MO 64131
- Coffee
- frontrangecafe.com
More Google reviews than 60% of the coffee roasters in Kansas City. Yet AI names 26 other coffee roasters here, The Roasterie first, with 1,296 reviews.
What AI answers instead
A shopper asks ChatGPT: “best coffee roaster in Kansas City”. The answer names:
- Messenger Coffee Co.
- Blip Coffee Roasters
- The Roasterie
- Café Corazón
Front Range Cafe 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 Front Range Cafe or links its site.
- best coffee roaster in Kansas City
- where to buy fresh coffee beans in Kansas City
- local coffee roasters in Kansas City that ship
- best espresso beans from a Kansas City roaster
- coffee subscription from a roaster in Kansas City
- where to buy specialty coffee beans in Kansas City
- single origin coffee beans in Kansas City
- coffee roastery in Kansas City with online ordering
- best coffee gift from a Kansas City roaster
- which local roaster in Kansas City do people recommend
What AI finds on frontrangecafe.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.txtNo llms.txt: no short summary written for AI assistants.
- Secure site (HTTPS)Opens over HTTPS.
Stores like it that AI names
Close in Google rating and reviews.
- Rochester Brewing4 of 30 · ★ 4.7 · 396 reviews
- Sway Coffee Roasters6 of 30 · ★ 4.6 · 179 reviews
- PT's Coffee1 of 30 · ★ 4.6 · 566 reviews
Nearby, in 64131
Other coffee roasters with the same ZIP code.
- Neighbors Coffee + Hospitality0 of 30 AI answers
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