Industry leaderboard

coffee chains

The 24 brands AI engines recommend most in coffee chains, ranked by cross-model visibility — led by Starbucks, Peet’s Coffee, Costa Club. Open, daily-updated...

Brands ranked
24
Category average
26.5
Category leader
Starbucks
Updated
daily

Brands AI recommends here

  1. Starbucks: rank #1, visibility 100.0, average position 1.0.
  2. Peet’s Coffee: rank #2, visibility 64.0, average position 3.0.
  3. Costa Club: rank #3, visibility 64.0, average position 3.0.
  4. Pret A Manger Coffee: rank #4, visibility 58.8, average position 3.3.
  5. Dunkin: rank #5, visibility 52.6, average position 3.8.
  6. Coca-Cola: rank #6, visibility 49.0, average position 4.0.
  7. Peet's Perks: rank #7, visibility 49.0, average position 4.0.
  8. Tim Hortons: rank #8, visibility 36.0, average position 5.0.
  9. Blue Nile: rank #9, visibility 36.0, average position 5.0.
  10. Bird&Bean: rank #10, visibility 16.0, average position 7.0.
  11. Panera Bread Café: rank #11, visibility 16.0, average position 7.0.
  12. Philz Coffee: rank #12, visibility 16.0, average position 7.0.

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