Industry leaderboard

chocolate

The 14 brands AI engines recommend most in chocolate, ranked by cross-model visibility — led by Michelin, Mondelez, Lindt. Open, daily-updated data from Trakkr.

Brands ranked
14
Category average
40.5
Category leader
Michelin
Updated
daily

Brands AI recommends here

  1. Michelin: rank #1, visibility 100.0, average position 1.0.
  2. Mondelez: rank #2, visibility 100.0, average position 1.0.
  3. Lindt: rank #3, visibility 69.4, average position 2.7.
  4. Ghirardelli: rank #4, visibility 58.8, average position 3.3.
  5. Godiva: rank #5, visibility 56.3, average position 3.5.
  6. Ferrero Box: rank #6, visibility 53.8, average position 3.7.
  7. Valrhona: rank #7, visibility 40.1, average position 4.7.
  8. Callebaut: rank #8, visibility 25.0, average position 6.0.
  9. Cadbury Dairy Milk: rank #9, visibility 25.0, average position 6.0.
  10. Nestlé: rank #10, visibility 16.0, average position 7.0.
  11. Hotel Chocolat: rank #11, visibility 12.3, average position 7.5.
  12. Ritter Sport: 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