Industry leaderboard

motor oil

The 13 brands AI engines recommend most in motor oil, ranked by cross-model visibility — led by Mobil 1, Castrol GTX, Shell. Open, daily-updated data from...

Brands ranked
13
Category average
29.7
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 83.3, average position 2.4.
  3. Shell: rank #3, visibility 49.0, average position 4.0.
  4. Pennzoil Platinum: rank #4, visibility 44.4, average position 4.3.
  5. Valvoline: rank #5, visibility 33.6, average position 5.2.
  6. Royal Craft: rank #6, visibility 16.0, average position 7.0.
  7. Penrite Oil Club: rank #7, visibility 16.0, average position 7.0.
  8. Motul 300V: rank #8, visibility 12.3, average position 7.5.
  9. AMSOIL Signature Series: rank #9, visibility 12.3, average position 7.5.
  10. Liqui Moly: rank #10, visibility 11.6, average position 7.6.
  11. Red Sea: rank #11, visibility 9.0, average position 8.0.
  12. Motorcraft Synthetic Blend: rank #12, visibility 4.0, average position 9.0.

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