# Tableau vs Metabase: which do AI models recommend for BI & dashboards, October 2026

GTM AI Recommendation Index, October 2026 Edition, Dashboards and data visualization. Two of fourteen models named Tableau first on the direct prompt; zero named Metabase. Page: https://gtm-ai-index.com/gtm-data/dashboards-and-data-visualization/tableau-vs-metabase/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| Tableau | 8% | #3 of 11 | 21% | 63 | 14 of 14 |
| Metabase | 8% | #4 of 11 | 6% | 31 | 13 of 14 |

## The direct prompt, model by model

- Claude Haiku 4.5: tableau first (first choices: Microsoft Power BI, Tableau) (alternatives: Metabase)
- Mistral Small: tableau first (first choices: Tableau) (alternatives: Domo, Microsoft Power BI)
- GPT-5.4 mini: neither first, one named (first choices: Microsoft Power BI) (alternatives: Looker, Tableau)
- Gemini 3.5 Flash: neither first, one named (first choices: Sigma) (alternatives: Explo, Metabase, Microsoft Power BI, Sisense, Tableau)
- Perplexity Sonar: neither first, one named (first choices: Microsoft Power BI) (alternatives: Tableau, Zoho Analytics)
- Grok 4.1 Fast: neither first, one named (first choices: Microsoft Power BI) (alternatives: Looker, Tableau, Zoho Analytics)
- DeepSeek V4 Flash: neither first, one named (first choices: Microsoft Power BI) (alternatives: Domo, Looker Studio, Sigma, Tableau, ThoughtSpot)
- Qwen 3.7 Flash: neither first, one named (first choices: Microsoft Power BI) (alternatives: Domo, Looker, Tableau, Zoho Analytics)
- Kimi K2: neither first, one named (first choices: Microsoft Power BI) (alternatives: Sigma, Sisense, Tableau)
- GLM 4.7 FlashX: neither first, one named (first choices: Microsoft Power BI) (alternatives: Looker, Qlik Sense, Tableau)
- MiniMax M2.5: neither first, one named (first choices: Microsoft Power BI) (alternatives: Domo, Tableau)
- GPT-6 Luna: neither first, one named (first choices: Microsoft Power BI) (alternatives: Looker, Sigma, Tableau)
- Muse Glimmer 30B: neither first, one named (first choices: Microsoft Power BI) (alternatives: Domo, Looker, Looker Studio, Tableau, ThoughtSpot)
- Llama 4 Maverick: neither named

## What the models said about Tableau

- "Avoid investing in massive enterprise platforms (like full-scale Tableau Server... Avoid implementing any self-service tool (Tableau, Power BI, Sisense) without establishing data governance" (Qwen 3.7 Flash, negative prompt, soft negative)
- "Performance/scalability: Struggles with very large datasets... When to avoid: High-volume data without IT support or strict budgets." (Grok 4.1 Fast, negative prompt, soft negative)
- "If your team cannot absorb a steep learning curve or you need heavy in-tool data transformation rather than dedicated ETL." (Perplexity Sonar, negative prompt, soft negative)
- "Salesforce Shop? $\rightarrow$ Tableau. Since Salesforce acquired Tableau, it is the de facto standard for Salesforce-centric orgs." (Qwen 3.7 Flash, scale prompt, first choice)
- "starting with Looker Studio (if budget-conscious) or Tableau (if you need robust analytics)" (MiniMax M2.5, paraphrase prompt, first choice)
- "Power BI and Tableau dominate for general-purpose BI with strong visualization." (GLM 4.7 FlashX, comparative prompt, first choice)

## What the models said about Metabase

- "3 new zero-day discoveries across Metabase, DataEase, Pentaho, Redash, and Apache Superset" (Claude Haiku 4.5, negative prompt, soft negative)
- "Open-Source Tools (Avoid without DevOps Support)" (Gemini 3.5 Flash, negative prompt, soft negative)
- "lightweight alternatives like Looker Studio, Metabase, or basic Power BI Pro licenses offer faster value" (Qwen 3.7 Flash, negative prompt, first choice)
- "The Best Overall: Metabase (Open Source)... is widely considered the best free option available." (GLM 4.7 FlashX, budget prompt, first choice)
- "start with Looker Studio (free) or Metabase (free open-source)" (MiniMax M2.5, budget prompt, first choice)

Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen 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.