Tableau vs Zoho Analytics
Zero of twelve models named Tableau first on the direct prompt; one named Zoho Analytics. Tableau was named by twelve of the twelve models and Zoho Analytics by ten and Tableau carries 55 labels and Zoho Analytics 18, so the shares are not directly comparable.
Named in four categories this edition.
By Zoho Office Suite, India, India, founded 1996. Named in two categories this edition.
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; every quote names the model and the prompt it came from. Both figures come from the dashboards and data visualization page.
By framing
TableauFirst choices, of twelve modelsZoho Analytics
Across every category in the September 2026 Edition, Tableau and Zoho Analytics were named in the same answer forty-eight times, of the 225 answers naming Tableau and the 72 naming Zoho Analytics. In those answers Zoho Analytics took the first choice fourteen times and Tableau two.
Every model, every framing
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | | | | |||
| GPT-5.4 mini | | | ||||
| Gemini 3.5 Flash | | | | | ||
| Perplexity Sonar | | | | | ||
| Grok 4.1 Fast | | | | | | |
| Mistral Small | | | | | | |
| DeepSeek V4 Flash | | | | | | |
| Llama 4 Maverick | | | | |||
| Qwen 3.7 Flash | | | | | | |
| Kimi K2 | | | | | | |
| GLM 4.7 FlashX | | | | | | |
| MiniMax M2.5 | | | | | |
Tableau Zoho Analytics first choice named as an alternative argued againstblank: not namedEach cell is one answer, Tableau on the left and Zoho Analytics on the right.The direct prompt
Zoho Analytics first, Tableau an alternative
1 of 12 modelsTableau was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
9 of 12 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
2 of 12 modelsThe answer made no first choice from these two in this category.Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
By buyer segment
Zoho Analytics27%#3 of 8Tableau2%#5 of 8Tableau6%#4 of 13Zoho Analytics2%#6 of 13Tableau17%#2 of 11Zoho Analytics0%#– of 11What the models said about Tableau
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“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
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of four in this category shown.
“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
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.