Industry leaderboard

data warehouses

The 17 brands AI engines recommend most in data warehouses, ranked by cross-model visibility — led by Google, Snowflake, Amazon. Open, daily-updated data from...

Brands ranked
17
Category average
33.7
Category leader
Google
Updated
daily

Brands AI recommends here

  1. Google: rank #1, visibility 91.3, average position 2.0.
  2. Snowflake: rank #2, visibility 88.7, average position 2.2.
  3. Amazon: rank #3, visibility 64.0, average position 3.0.
  4. Redshift: rank #4, visibility 64.0, average position 3.0.
  5. Microsoft: rank #5, visibility 49.0, average position 4.0.
  6. Azure: rank #6, visibility 49.0, average position 4.0.
  7. BigQuery: rank #7, visibility 44.4, average position 4.3.
  8. Databricks: rank #8, visibility 33.1, average position 5.3.
  9. Teradata Vantage: rank #9, visibility 18.8, average position 6.7.
  10. Snowplow: rank #10, visibility 18.8, average position 6.7.
  11. DuckDB: rank #11, visibility 12.3, average position 7.5.
  12. Materialize: rank #12, visibility 12.3, average position 7.5.

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