Willa's Provisions
When Tampa shoppers ask ChatGPT, Perplexity and Google AI Mode about coffee beans, none of the 30 answers names Willa's Provisions. #41 of 75 local coffee roasters; AI names Buddy Brew Coffee in 21.
- ChatGPT0 of 10
- Perplexity0 of 10
- Google AI Mode0 of 10
Leader: Buddy Brew Coffee, 21 of 30
Asked on 30 October 2026Willa's Provisions
- 4.3 · 206 Google reviews
- 310 N Rome Ave, Tampa, FL 33606
- Coffee
- willastampa.com
More Google reviews than 53% of the coffee roasters in Tampa. Yet AI names 21 other coffee roasters here, Buddy Brew Coffee first, with 1,241 reviews.
What AI answers instead
A shopper asks ChatGPT: “best coffee roaster in Tampa”. The answer names:
- The Lab Coffee
- Buddy Brew Coffee
- Blind Tiger Coffee Roasters
- Caffeine Roasters
Willa's Provisions 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 Willa's Provisions or links its site.
- best coffee roaster in Tampa
- where to buy fresh coffee beans in Tampa
- local coffee roasters in Tampa that ship
- best espresso beans from a Tampa roaster
- coffee subscription from a roaster in Tampa
- where to buy specialty coffee beans in Tampa
- single origin coffee beans in Tampa
- coffee roastery in Tampa with online ordering
- best coffee gift from a Tampa roaster
- which local roaster in Tampa do people recommend
What AI finds on willastampa.com
Its home page, robots.txt and llms.txt, checked on 4 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.
- Shortwave Coffee3 of 30 · ★ 4.4 · 452 reviews
- Kings Arms Coffee4 of 30 · ★ 4.8 · 199 reviews
- Mastery Coffee Co7 of 30 · ★ 4.8 · 189 reviews
Nearby, in 33606
Other coffee roasters with the same ZIP code.
- Buddy Brew Coffee21 of 30 AI answers
- The Lab Coffee17 of 30 AI answers
- DI Coffee Bar0 of 30 AI answers
- Tango Brew0 of 30 AI answers
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