Industry leaderboard

database services

The 21 brands AI engines recommend most in database services, ranked by cross-model visibility — led by Azure, PostgreSQL, Google. Open, daily-updated data...

Brands ranked
21
Category average
33.7
Category leader
Azure
Updated
daily

Brands AI recommends here

  1. Azure: rank #1, visibility 64.0, average position 3.0.
  2. PostgreSQL: rank #2, visibility 64.0, average position 3.0.
  3. Google: rank #3, visibility 57.8, average position 3.4.
  4. Amazon: rank #4, visibility 52.6, average position 3.8.
  5. DynamoDB: rank #5, visibility 49.0, average position 4.0.
  6. MongoDB: rank #6, visibility 45.6, average position 4.3.
  7. Oracle: rank #7, visibility 43.6, average position 4.4.
  8. SQL: rank #8, visibility 42.3, average position 4.5.
  9. Cassandra as a Service: rank #9, visibility 36.0, average position 5.0.
  10. Databricks: rank #10, visibility 36.0, average position 5.0.
  11. Airtable: rank #11, visibility 36.0, average position 5.0.
  12. Snowflake: rank #12, visibility 28.4, average position 5.7.

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