Industry leaderboard

motor oil

The 15 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
15
Category average
28.6
Category leader
Mobil 1
Updated
daily

Brands AI recommends here

  1. Mobil 1: rank #1, visibility 93.7, average position 1.8.
  2. Castrol GTX: rank #2, visibility 59.5, average position 3.3.
  3. Valvoline: rank #3, visibility 49.0, average position 4.0.
  4. Shell Helix: rank #4, visibility 45.6, average position 4.3.
  5. Penrite: rank #5, visibility 36.0, average position 5.0.
  6. Royal Canin: rank #6, visibility 36.0, average position 5.0.
  7. Pennzoil Platinum: rank #7, visibility 25.0, average position 6.0.
  8. AMSOIL Signature Series: rank #8, visibility 25.0, average position 6.0.
  9. Red Sea: rank #9, visibility 25.0, average position 6.0.
  10. Liqui Moly: rank #10, visibility 13.0, average position 7.4.
  11. Motul: rank #11, visibility 9.0, average position 8.0.
  12. Total Wine: rank #12, visibility 6.3, average position 8.5.

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