Industry leaderboard

motor oil

The 21 brands AI engines recommend most in motor oil, ranked by cross-model visibility — led by Mobile One, Mobil 1, Valvoline. Open, daily-updated data from...

Brands ranked
21
Category average
28.9
Category leader
Mobile One
Updated
daily

Brands AI recommends here

  1. Mobile One: rank #1, visibility 100.0, average position 1.0.
  2. Mobil 1: rank #2, visibility 83.3, average position 2.4.
  3. Valvoline: rank #3, visibility 64.0, average position 3.0.
  4. Shell Helix: rank #4, visibility 58.8, average position 3.3.
  5. Castrol GTX: rank #5, visibility 47.0, average position 4.1.
  6. Pennzoil: rank #6, visibility 39.1, average position 4.8.
  7. STP: rank #7, visibility 36.0, average position 5.0.
  8. amiga Synthetic?: rank #8, visibility 36.0, average position 5.0.
  9. Total Wine: rank #9, visibility 25.0, average position 6.0.
  10. Royal Canin: rank #10, visibility 18.8, average position 6.7.
  11. Motul 8100 X-Clean: rank #11, visibility 16.0, average position 7.0.
  12. Liqui Moly: rank #12, visibility 14.1, average position 7.3.

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