Industry leaderboard

machine learning platforms

The 24 brands AI engines recommend most in machine learning platforms, ranked by cross-model visibility — led by Coursera, edX, Scikit-learn. Open,...

Brands ranked
24
Category average
35.3
Category leader
Coursera
Updated
daily

Brands AI recommends here

  1. Coursera: rank #1, visibility 100.0, average position 1.0.
  2. edX: rank #2, visibility 91.3, average position 2.0.
  3. Scikit-learn: rank #3, visibility 79.6, average position 2.5.
  4. PyTorch: rank #4, visibility 79.6, average position 2.5.
  5. Kaggle: rank #5, visibility 64.0, average position 3.0.
  6. Google: rank #6, visibility 61.7, average position 3.1.
  7. Keras: rank #7, visibility 49.0, average position 4.0.
  8. Azure ML: rank #8, visibility 44.4, average position 4.3.
  9. Amazon: rank #9, visibility 44.4, average position 4.3.
  10. Microsoft: rank #10, visibility 42.3, average position 4.5.
  11. JAX: rank #11, visibility 36.0, average position 5.0.
  12. AWS: rank #12, visibility 25.0, average position 6.0.

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