Industry leaderboard

coffee chains

The 16 brands AI engines recommend most in coffee chains, ranked by cross-model visibility — led by Starbucks, Dunkin, Peet's Coffee. Open, daily-updated data...

Brands ranked
16
Category average
31.4
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 85.2, average position 2.3.
  3. Peet's Coffee: rank #3, visibility 57.8, average position 3.4.
  4. Coca-Cola: rank #4, visibility 56.3, average position 3.5.
  5. Costa Club: rank #5, visibility 49.0, average position 4.0.
  6. Tim Hortons: rank #6, visibility 31.4, average position 5.4.
  7. Coffee Republic: rank #7, visibility 20.3, average position 6.5.
  8. Blue Yeti: rank #8, visibility 16.0, average position 7.0.
  9. Dutch Bros: rank #9, visibility 16.0, average position 7.0.
  10. The Muse: rank #10, visibility 16.0, average position 7.0.
  11. Caribou Perks: rank #11, visibility 12.3, average position 7.5.
  12. Panera: 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