The Last Drop Coffee House

When Philadelphia shoppers ask ChatGPT, Perplexity and Google AI Mode about coffee beans, none of the 30 answers names The Last Drop Coffee House. #35 of 64 local coffee roasters; AI names Elixr Coffee in 21.

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

Leader: Elixr Coffee, 21 of 30

Asked on 30 October 2026

The Last Drop Coffee House

  • 4.2 · 317 Google reviews
  • 1300 Pine St, Philadelphia, PA 19107
  • Coffee
  • clover.com

More Google reviews than 51% of the coffee roasters in Philadelphia. Yet AI names 23 other coffee roasters here, Elixr Coffee first, with 1,795 reviews.

What AI answers instead

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

  1. ReAnimator Coffee
  2. Elixr Coffee
  3. Persimmon Coffee
  4. Càphê Roasters

The Last Drop Coffee House 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 Last Drop Coffee House or links its site.

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

What AI finds on clover.com

A free check of the store's home page, robots.txt and llms.txt, on 3 November 2026. These are the signals 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.

Nearby, in 19107

Other coffee roasters with the same ZIP code.

Is The Last Drop Coffee House yours?

The free scan asks the questions your shoppers ask, built from your own catalog, and shows who AI picks instead of you and what to fix. On a plan, 7BE does the work: product texts, feeds and reviews, checked every week.

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