Tracked question
“what is the best data warehouse tool in 2026”
We put this exact question to AI engines 2 times since 2026-07-28 and recorded every brand named — and where in the answer.
Each engine’s first pick
Every brand named
| # | Brand | Times named | Avg position | Best | Engines |
|---|---|---|---|---|---|
| 1 | Snowflake | 2 | 1.0 | 1 | 1 |
| 2 | Google BigQuery | 2 | 2.5 | 2 | 1 |
| 3 | BigQuery | 2 | 5.5 | 4 | 1 |
| 4 | Amazon Redshift | 2 | 6.5 | 4 | 1 |
| 5 | Redshift | 2 | 8.0 | 7 | 1 |
| 6 | Snowpark | 1 | 2.0 | 2 | 1 |
| 7 | Databricks Lakehouse Platform | 1 | 3.0 | 3 | 1 |
| 8 | ClickHouse | 1 | 5.0 | 5 | 1 |
| 9 | Snowflake Cortex AI | 1 | 5.0 | 5 | 1 |
| 10 | Lakehouse | 1 | 6.0 | 6 | 1 |
| 11 | Amazon Redshift Serverless | 1 | 6.0 | 6 | 1 |
| 12 | Databricks | 1 | 8.0 | 8 | 1 |
| 13 | Serverless | 1 | 8.0 | 8 | 1 |
Sorted by how often a brand was named, then how early. How we measure →