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

A real buyer question from the July 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

Short answer: there’s no single “best,” but a few consistently fit startups on Snowflake or BigQuery depending on your priorities. If you want something quick, modern, and low-friction: Hex – great mix of SQL, Python, and dashboards in one place. Feels modern and flexible. Strong choice for data teams that want to move fast without heavy BI overhead. Metabase – super easy to set up, cheap (even free self-hosted),…

Named across its answers: 1. Looker2. Metabase3. Hex4. Lightdash5. Sigma

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

Metabase actually holds the better average position at 1.8 versus Looker's 2.2, yet Looker leads on first-mention frequency with 4 of 9 answers, making both brands effectively co-dominant on this question. ThoughtSpot, Qlik Sense, and Qlik were shut out entirely despite category rankings, which signals a real gap between broad category authority and startup-specific AI retrieval.

AI-generated read of the July 2026 measurements.

Who wins this question

Contested Consensus

All three models name Looker, Metabase, Lightdash and Power BI on this question.

ChatGPT

Claude

Gemini mentioned · first · avg. pos

Metabase 212222122 9/9 · 2× first · #1.8

Looker 133111334 9/9 · 4× first · #2.2

Lightdash 729335443 9/9 · never first · #4.4

Sigma 554211 6/9 · 2× first · #3

Tableau 55476 5/9 · never first · #5.4

Power BI 66657 5/9 · never first · #6

Hex 3614 4/9 · 1× first · #3.5

Superset 10746 4/9 · never first · #6.8

Looker Studio 655 3/9 · never first · #5.3

Evidence 988 3/9 · never first · #8.3

Mode 43 2/9 · never first · #3.5

Omni 4 1/9 · never first · #4

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, Redash.