Industry leaderboard

motor oil

The 18 brands AI engines recommend most in motor oil, ranked by cross-model visibility — led by Mobil 1, Castrol GTX, Valvoline. Open, daily-updated data from...

Brands ranked
18
Category average
29.8
Category leader
Mobil 1
Updated
daily

Brands AI recommends here

  1. Mobil 1: rank #1, visibility 94.2, average position 1.8.
  2. Castrol GTX: rank #2, visibility 79.6, average position 2.5.
  3. Valvoline: rank #3, visibility 60.1, average position 3.3.
  4. Motorcraft: rank #4, visibility 49.0, average position 4.0.
  5. Torin: rank #5, visibility 49.0, average position 4.0.
  6. Penrite: rank #6, visibility 36.0, average position 5.0.
  7. Shell Helix: rank #7, visibility 27.6, average position 5.8.
  8. Quaker State: rank #8, visibility 25.0, average position 6.0.
  9. Total Wine: rank #9, visibility 25.0, average position 6.0.
  10. Pennzoil High Mileage: rank #10, visibility 18.8, average position 6.7.
  11. Liqui Moly: rank #11, visibility 18.1, average position 6.8.
  12. AMSOIL Signature Series: 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