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The Lazy Llama Coffeehouse

When Atlanta shoppers ask ChatGPT, Perplexity and Google AI Mode about coffee beans, none of the 30 answers names The Lazy Llama Coffeehouse. #48 of 74 local coffee roasters; AI names Portrait Coffee in 23.

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

Leader: Portrait Coffee, 23 of 30

Asked on 29 October 2026

The Lazy Llama Coffeehouse

  • 4.0 · 256 Google reviews
  • 361 17th St NW Unit 4, Atlanta, GA 30363
  • Coffee
  • thelazyllama.info

More Google reviews than 42% of the coffee roasters in Atlanta. Yet AI names 24 other coffee roasters here, Portrait Coffee first, with 601 reviews.

What AI answers instead

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

  1. BRASH Coffee
  2. Ash Coffee
  3. Portrait Coffee
  4. East Pole Coffee

The Lazy Llama Coffeehouse 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 The Lazy Llama Coffeehouse or links its site.

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

What AI finds on thelazyllama.info

Its home page, robots.txt and llms.txt, checked on 4 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.

← All 74 coffee roasters in AtlantaEvery city

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