Industry leaderboard

coffee chains

The 14 brands AI engines recommend most in coffee chains, ranked by cross-model visibility — led by Starbucks, Dunkin, Coca-Cola. Open, daily-updated data from...

Brands ranked
14
Category average
32.9
Category leader
Starbucks
Updated
daily

Brands AI recommends here

  1. Starbucks: rank #1, visibility 100.0, average position 1.0.
  2. Dunkin: rank #2, visibility 79.6, average position 2.5.
  3. Coca-Cola: rank #3, visibility 56.3, average position 3.5.
  4. Peet's Coffee: rank #4, visibility 51.8, average position 3.8.
  5. Tim Hortons: rank #5, visibility 42.3, average position 4.5.
  6. Costa: rank #6, visibility 25.0, average position 6.0.
  7. Panera Bread: rank #7, visibility 25.0, average position 6.0.
  8. Pret A Manger WiFi: rank #8, visibility 18.1, average position 6.8.
  9. Caribou Coffee: rank #9, visibility 16.0, average position 7.0.
  10. Coffee Republic: rank #10, visibility 16.0, average position 7.0.
  11. Blue Bell: rank #11, visibility 14.1, average position 7.3.
  12. Caffè Nero: rank #12, visibility 9.0, average position 8.0.

Methodology

Trakkr Data measures how AI engines recommend, cite and describe brands across tracked prompts and public crawl observations. Entity pages update daily and are published as open datasets for crawler-readable citation and comparison.

Canonical page Public JSON feed Rankings