# Tableau vs Zoho Analytics: 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 Tableau first on the direct prompt; one named Zoho Analytics. Page: https://gtm-ai-index.com/gtm-data/dashboards-and-data-visualization/tableau-vs-zoho-analytics/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| Tableau | 6% | #4 of 13 | 22% | 55 | 12 of 12 |
| Zoho Analytics | 2% | #6 of 13 | 6% | 18 | 10 of 12 |

## The direct prompt, model by model

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

## What the models said about Tableau

- "Tools to Avoid on a Budget- Tableau — $75/user/month for creators; minimums are onerous" (DeepSeek V4 Flash, budget prompt, hard negative)
- "Tableau can be significantly more expensive than Power BI for standard dashboards, so it is worth caution if you do not need advanced visual analytics" (Perplexity Sonar, negative prompt, soft negative)
- "If you need advanced visualization: Tableau (strongest visualization library, better for analyst-driven organizations)" (Mistral Small, scale prompt, first choice)
- "The recommended data visualization platform for a mid-sized B2B company is Tableau, Microsoft Power BI, or Qlik Sense." (Llama 4 Maverick, paraphrase prompt, first choice)
- "Choose Tableau if aesthetics and deep visual storytelling are the highest priority." (Qwen 3.7 Flash, comparative prompt, first choice)

## What the models said about Zoho Analytics

- "Performance dips above 10M rows; limited enterprise scalability" (Kimi K2, negative prompt, soft negative)
- "Zoho Analytics, Microsoft Power BI, and Metabase offer the best balance of cost and capability" (Claude Haiku 4.5, direct prompt, first choice)
- "For small businesses: Zoho Analytics provides the best balance of features and cost with a generous free tier." (MiniMax M2.5, budget prompt, alternative)
- "affordable (from ~$25/mo), AI-powered, and excellent for mixed tech stacks with limited dedicated BI staff" (DeepSeek V4 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.