Industry leaderboard

automotive

The 38 brands AI engines recommend most in automotive, ranked by cross-model visibility — led by Carfax for Cars, Samsara, Tesla. Open, daily-updated data from...

Brands ranked
38
Category average
42.5
Category leader
Carfax for Cars
Updated
daily

Brands AI recommends here

  1. Carfax for Cars: rank #1, visibility 100.0, average position 1.0.
  2. Samsara: rank #2, visibility 100.0, average position 1.0.
  3. Tesla: rank #3, visibility 100.0, average position 1.0.
  4. Harbor: rank #4, visibility 100.0, average position 1.0.
  5. MyCarfax: rank #5, visibility 91.3, average position 2.0.
  6. Nissan Leaf: rank #6, visibility 91.3, average position 2.0.
  7. Goodyear: rank #7, visibility 91.3, average position 2.0.
  8. Kobalt: rank #8, visibility 91.3, average position 2.0.
  9. Fleet Complete: rank #9, visibility 64.0, average position 3.0.
  10. Chevrolet Bolt: rank #10, visibility 64.0, average position 3.0.
  11. Bridgestone: rank #11, visibility 64.0, average position 3.0.
  12. DeWalt: rank #12, visibility 64.0, average position 3.0.

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