Thunderdome B2B SaaS AI Visibility Index

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Budget & alternatives · Prompt 8 of 8 · September 2026

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

“What's the best affordable BI tool for a small data team?”

ChatGPT answered 3× this snapshot

For a small data team, the best affordable BI tool is usually: Metabase Why: Low cost / open-source option Easy to set up and use Good for dashboards, SQL queries, basic self-service analytics Works well if your team is small and somewhat technical Much cheaper than Tableau or Power BI at scale Best choice by situation Metabase — best overall affordable BI Best if: You want strong value for money You have a small…

Named across its answers: 1. Metabase2. Apache Superset3. Looker Studio4. Power BI5. Tableau

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

Metabase owns this question completely, appearing in all 9 answers and leading 8 of them at an average position of 1.1, making it the default AI answer for budget-conscious small teams. Looker Studio is a reliable second at position 2.9, but the more telling signal is that Looker, Sigma, ThoughtSpot, and Qlik Sense are invisible here despite strong category rankings, meaning they are losing share-of-mind exactly where price-sensitive buyers start their search.

AI-generated read of the September 2026 measurements.

Who wins this question

Owned Consensus

All three models name Metabase, Apache Superset, Looker Studio and Power BI on this question.

ChatGPTClaudeGemini mentioned · first · avg. pos
Metabase 111111211 9/9 · 8× first · #1.1
Looker Studio 332324333 9/9 · never first · #2.9
Power BI 42344122 8/9 · 1× first · #2.8
Apache Superset 244234 6/9 · never first · #3.2
Lightdash 554 3/9 · never first · #4.7
Redash 53 2/9 · never first · #4
Tableau 55 2/9 · never first · #5
Grafana 2 1/9 · never first · #2
Evidence.dev 4 1/9 · never first · #4
Superset 5 1/9 · never first · #5

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. Never mentioned here: Looker, Sigma, ThoughtSpot, Qlik Sense, Qlik, Cube, Hex, Domo.

Build variants of this question: the BI & Data Analytics prompt tree → ← Previous prompt

Part of the BI & Data Analytics snapshot: 72 answers across 8 prompts. Full category ranking · Compare brands head-to-head · Methodology.