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Little Cat

When Columbus shoppers ask ChatGPT, Perplexity and Google AI Mode about coffee beans, none of the 30 answers names Little Cat. #50 of 64 local coffee roasters; AI names Brioso in 23.

AI answers that name it0 of 30
  • ChatGPT0 of 10
  • Perplexity0 of 10
  • Google AI Mode0 of 10

Leader: Brioso, 23 of 30

Asked on 30 October 2026

Little Cat

  • 4.7 · 133 Google reviews
  • 212 Kelton Ave, Columbus, OH 43205 · 2 locations
  • Coffee
  • littlecatboba.com

More Google reviews than 30% of the coffee roasters in Columbus. Yet AI names 21 other coffee roasters here, Brioso first, with 460 reviews.

What AI answers instead

A shopper asks ChatGPT: “best coffee roaster in Columbus”. The answer names:

  1. Royal Flamingo Coffee House
  2. Brioso
  3. One Line
  4. Stauf’s Coffee

Little Cat 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 Little Cat or links its site.

  1. best coffee roaster in Columbus
  2. where to buy fresh coffee beans in Columbus
  3. local coffee roasters in Columbus that ship
  4. best espresso beans from a Columbus roaster
  5. coffee subscription from a roaster in Columbus
  6. where to buy specialty coffee beans in Columbus
  7. single origin coffee beans in Columbus
  8. coffee roastery in Columbus with online ordering
  9. best coffee gift from a Columbus roaster
  10. which local roaster in Columbus do people recommend

What AI finds on littlecatboba.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.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.

← All 64 coffee roasters in ColumbusEvery city

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