Startup & small team · Prompt 4 of 8 · September 2026

A real buyer question from the September 2026 snapshot, asked 3× to each of the three models. 9 answers recorded.

“Which BI tool is best for a startup that runs on Snowflake or BigQuery?”

ChatGPT answered 3× this snapshot

For a startup on Snowflake or BigQuery, the best BI tool usually comes down to this: Best overall for most startups: Metabase Best if you want polished dashboards and easy sharing: Looker Studio (especially for BigQuery) or Sigma Best if your team is SQL-heavy and wants modeling/governance: Looker Best open-source/self-hosted option: Apache Superset My practical recommendation Choose Metabase if: You want something…

Named across its answers: 1. Metabase2. Looker3. Sigma4. Hex5. Apache Superset

Verbatim excerpt from one collected ChatGPT answer; formatting flattened, words untouched.

Looker and Metabase together dominate every answer, each appearing 9 of 9 times, but Metabase's average position of 2.2 means it actually slots slightly ahead of Looker's 2.3 despite Looker winning the first-mention race 4 times to Metabase's 2. ThoughtSpot, Qlik, and Cube hold top-15 category ranks yet got zero mentions here, meaning they are invisible to startups asking this specific Snowflake or BigQuery question.

AI-generated read of the September 2026 measurements.

Who wins this question

Contested Consensus

All three models name Metabase and Looker on this question.

ChatGPT

Claude

Gemini mentioned · first · avg. pos

Metabase 113222333 9/9 · 2× first · #2.2

Looker 241111254 9/9 · 4× first · #2.3

Lightdash 634422 6/9 · never first · #3.5

Sigma 32111 5/9 · 3× first · #1.6

Hex 34777 5/9 · never first · #5.6

Power BI 6556 4/9 · never first · #5.5

Tableau 455 3/9 · never first · #4.7

Preset 33 2/9 · never first · #3

Looker Studio 25 2/9 · never first · #3.5

Evidence 45 2/9 · never first · #4.5

Apache Superset 55 2/9 · never first · #5

Mode 48 2/9 · never first · #6

Each square is one collected answer; the number is the brand's position in that answer. Lime = the very first recommendation. Unlinked brands were named by the models here but sit outside this category's published top 15 overall. Showing the top 12 of 14 brands named at least once. Never mentioned here: ThoughtSpot, Qlik Sense, Qlik, Cube, Domo.