Industry leaderboard

wine

The 19 brands AI engines recommend most in wine, ranked by cross-model visibility — led by Wine.com, Vivino, Bright. Open, daily-updated data from Trakkr.

Brands ranked
19
Category average
36.6
Category leader
Wine.com
Updated
daily

Brands AI recommends here

  1. Wine.com: rank #1, visibility 87.1, average position 2.3.
  2. Vivino: rank #2, visibility 79.6, average position 2.5.
  3. Bright: rank #3, visibility 64.0, average position 3.0.
  4. Total Wine: rank #4, visibility 64.0, average position 3.0.
  5. Drizly: rank #5, visibility 58.8, average position 3.3.
  6. Vinebox: rank #6, visibility 49.0, average position 4.0.
  7. Wine Access: rank #7, visibility 47.0, average position 4.1.
  8. Winc: rank #8, visibility 42.3, average position 4.5.
  9. Firstleaf: rank #9, visibility 36.0, average position 5.0.
  10. Winebid: rank #10, visibility 36.0, average position 5.0.
  11. Nakedwines: rank #11, visibility 25.0, average position 6.0.
  12. Minibar Delivery: 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