Tact Coffee
When Minneapolis shoppers ask ChatGPT, Perplexity and Google AI Mode about coffee beans, none of the 30 answers names Tact Coffee. #58 of 70 local coffee roasters; AI names Dogwood Coffee in 18.
- ChatGPT0 of 10
- Perplexity0 of 10
- Google AI Mode0 of 10
Leader: Dogwood Coffee, 18 of 30
Asked on 30 October 2026Tact Coffee
- 4.9 · 84 Google reviews
- 2386 W Territorial Rd, St Paul, MN 55114
- Coffee
- tact.coffee
More Google reviews than 22% of the coffee roasters in Minneapolis. Yet AI names 24 other coffee roasters here, Dogwood Coffee first, with 761 reviews.
What AI answers instead
A shopper asks ChatGPT: “best coffee roaster in Minneapolis”. The answer names:
- Dogwood Coffee
- Northern Coffeeworks
- Up Coffee
- Spyhouse Coffee Roasters
Tact Coffee 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 Tact Coffee or links its site.
- best coffee roaster in Minneapolis
- where to buy fresh coffee beans in Minneapolis
- local coffee roasters in Minneapolis that ship
- best espresso beans from a Minneapolis roaster
- coffee subscription from a roaster in Minneapolis
- where to buy specialty coffee beans in Minneapolis
- single origin coffee beans in Minneapolis
- coffee roastery in Minneapolis with online ordering
- best coffee gift from a Minneapolis roaster
- which local roaster in Minneapolis do people recommend
What AI finds on tact.coffee
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 dataName, address and hours in a form AI reads directly.
- Products in structured dataProducts with prices AI can quote.
- 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.
- Mill City Roasters2 of 30 · ★ 4.9 · 123 reviews
- Silverbird Coffee & More1 of 30 · ★ 4.8 · 113 reviews
- Bichota Coffee3 of 30 · ★ 4.7 · 114 reviews
Nearby, in 55114
Other coffee roasters with the same ZIP code.
- SK Coffee Whittier3 of 30 AI answers
- Workhorse Coffee Bar0 of 30 AI answers
- Port 2050 coffee roasters0 of 30 AI answers
Is Tact Coffee 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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