# Metabase vs ThoughtSpot: which do AI models recommend for BI & dashboards, September 2026

GTM AI Recommendation Index, September 2026 Edition, Dashboards and data visualization. Zero of twelve models named Metabase first on the direct prompt; one named ThoughtSpot. Page: https://gtm-ai-index.com/gtm-data/dashboards-and-data-visualization/metabase-vs-thoughtspot/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| Metabase | 10% | #3 of 13 | 0% | 32 | 11 of 12 |
| ThoughtSpot | 2% | #5 of 13 | 8% | 26 | 12 of 12 |

## The direct prompt, model by model

- Llama 4 Maverick: thoughtspot first (first choices: ThoughtSpot) (alternatives: Hex, Looker, Microsoft Power BI, Sigma, Sisense, Tableau)
- Claude Haiku 4.5: neither first, one named (first choices: Microsoft Power BI, Zoho Analytics) (alternatives: Looker, Metabase, Omni, Tableau)
- GPT-5.4 mini: neither first, one named (first choices: Microsoft Power BI) (alternatives: Domo, Looker, Tableau, ThoughtSpot)
- Gemini 3.5 Flash: neither first, one named (first choices: Microsoft Power BI) (alternatives: Cube, Metabase, Sigma, Sisense)
- Grok 4.1 Fast: neither first, one named (first choices: Microsoft Power BI) (alternatives: Metabase, Tableau, Zoho Analytics)
- Qwen 3.7 Flash: neither first, one named (first choices: Microsoft Power BI) (alternatives: Tableau, ThoughtSpot)
- MiniMax M2.5: neither first, one named (first choices: Microsoft Power BI) (alternatives: Domo, Qlik Sense, Tableau, ThoughtSpot)
- Perplexity Sonar: neither named (first choices: Microsoft Power BI) (alternatives: Fairview, Looker)
- Mistral Small: neither named (first choices: Microsoft Power BI) (alternatives: Domo, Looker, Sisense, Tableau)
- DeepSeek V4 Flash: neither named (first choices: Microsoft Power BI) (alternatives: Looker, Sigma, Tableau, Zoho Analytics)
- Kimi K2: neither named (first choices: Microsoft Power BI) (alternatives: Looker, Looker Studio, Tableau)
- GLM 4.7 FlashX: neither named (first choices: Microsoft Power BI) (alternatives: Looker, Tableau)

## What the models said about Metabase

- "this is the gold standard for getting high-end BI capabilities to an unlimited number of users for the cost of a basic cloud hosting server" (Gemini 3.5 Flash, budget prompt, first choice)
- "Microsoft Power BI, and Metabase offer the best balance of cost and capability for small and mid-sized teams" (Claude Haiku 4.5, budget prompt, first choice)
- "the best BI and dashboard tool is usually Metabase if you want the lowest cost with solid dashboarding" (Perplexity Sonar, budget prompt, first choice)

## What the models said about ThoughtSpot

- "ThoughtSpot — Starts at $25/user but balloons quickly" (DeepSeek V4 Flash, budget prompt, hard negative)
- "Pricing opacity; consumption model can escalate significantly" (Kimi K2, negative prompt, soft negative)
- "ThoughtSpot - Best for AI-powered business intelligence with GenAI-powered self-serve experience." (Llama 4 Maverick, direct prompt, first choice)
- "Choose ThoughtSpot if your goal is to empower *everyone* to self-serve without teaching them to code." (Qwen 3.7 Flash, comparative prompt, alternative)
- "Select ThoughtSpot if: Your leadership team is frustrated because they wait days/weeks for reports" (Qwen 3.7 Flash, direct prompt, alternative)

Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all twelve models, for a mid-market B2B company; rank is within the category. Comparisons are drawn for the top eight products in each category. Published under CC BY 4.0; the output is the models' output, and nothing here is a recommendation by the index.
