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, Shell Helix. Open, daily-updated data...

Brands ranked
15
Category average
34.1
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 88.1, average position 2.2.
  3. Shell Helix: rank #3, visibility 60.8, average position 3.2.
  4. Valvoline: rank #4, visibility 51.8, average position 3.8.
  5. Total Wine: rank #5, visibility 49.0, average position 4.0.
  6. Pennzoil Platinum: rank #6, visibility 32.1, average position 5.3.
  7. STP: rank #7, visibility 25.0, average position 6.0.
  8. Motul: rank #8, visibility 18.8, average position 6.7.
  9. Royal Canin: rank #9, visibility 18.1, average position 6.8.
  10. Red Line: rank #10, visibility 16.0, average position 7.0.
  11. Liqui Moly: rank #11, visibility 16.0, average position 7.0.
  12. Motorcraft: 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