Industry leaderboard
hotel accommodation
The 34 brands AI engines recommend most in hotel accommodation, ranked by cross-model visibility — led by Marriott, Hostelworld, The Peninsula. Open,...
- Brands ranked
- 34
- Category average
- 38.6
- Category leader
- Marriott
- Updated
- daily
Brands AI recommends here
- Marriott: rank #1, visibility 100.0, average position 1.0.
- Hostelworld: rank #2, visibility 100.0, average position 1.0.
- The Peninsula: rank #3, visibility 91.3, average position 2.0.
- Hilton: rank #4, visibility 91.3, average position 2.0.
- Hotels.com: rank #5, visibility 64.0, average position 3.0.
- Four Seasons: rank #6, visibility 64.0, average position 3.0.
- Mandarin Oriental: rank #7, visibility 64.0, average position 3.0.
- Hyatt: rank #8, visibility 64.0, average position 3.0.
- Airbnb: rank #9, visibility 53.8, average position 3.7.
- Booking.com: rank #10, visibility 49.0, average position 4.0.
- Agoda: rank #11, visibility 49.0, average position 4.0.
- Tripadvisor: 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.