Industry leaderboard

hotel accommodation

The 40 brands AI engines recommend most in hotel accommodation, ranked by cross-model visibility — led by Mandarin Oriental, Marriott, The Peninsula. Open,...

Brands ranked
40
Category average
33.8
Category leader
Mandarin Oriental
Updated
daily

Brands AI recommends here

  1. Mandarin Oriental: rank #1, visibility 100.0, average position 1.0.
  2. Marriott: rank #2, visibility 100.0, average position 1.0.
  3. The Peninsula: rank #3, visibility 91.3, average position 2.0.
  4. Hyatt: rank #4, visibility 91.3, average position 2.0.
  5. Booking.com: rank #5, visibility 79.6, average position 2.5.
  6. Four Seasons: rank #6, visibility 64.0, average position 3.0.
  7. Hilton: rank #7, visibility 64.0, average position 3.0.
  8. Hostelworld: rank #8, visibility 64.0, average position 3.0.
  9. Airbnb: rank #9, visibility 56.3, average position 3.5.
  10. Agoda: rank #10, visibility 49.0, average position 4.0.
  11. Ritz-Cantone: rank #11, visibility 49.0, average position 4.0.
  12. IHG: rank #12, visibility 49.0, average position 4.0.

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