Tableau vs Zoho Analytics
Two of fourteen models named Tableau first on the direct prompt; zero named Zoho Analytics. Tableau was named by fourteen of the fourteen models and Zoho Analytics by twelve and Tableau carries 63 labels and Zoho Analytics 25, so the shares are not directly comparable.
Named in six categories this edition.
Named in two categories this edition.
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; 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 fourteen modelsZoho Analytics
Across every category in the October 2026 Edition, Tableau and Zoho Analytics were named in the same answer fifty-five times, of the 242 answers naming Tableau and the 90 naming Zoho Analytics. In those answers Zoho Analytics took the first choice twelve times and Tableau three.
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 4.20 | | | | | ||
| Mistral Small | | | | | ||
| DeepSeek V4 Flash | | | | | | |
| Llama 4 Maverick | | | ||||
| Qwen 3.7 Flash | | | | | | |
| Kimi K2 | | | | | | |
| GLM 4.7 FlashX | | | | | ||
| MiniMax M2.5 | | | | |||
| GPT-6 Luna | | | | |||
| Muse Glimmer 30B | | | | |
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
Tableau first, Zoho Analytics not the choice
2 of 14 modelsZoho Analytics was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
11 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
1 of 14 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 Analytics18%#3 of 8Tableau0%#7 of 8Tableau8%#3 of 11Zoho Analytics2%#5 of 11Tableau26%#2 of 10Zoho Analytics0%#– of 10What the models said about Tableau
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“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 4.20 · 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 Zoho Analytics
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“Avoid ... paid starters like Zoho/Qlik for true budget constraints.” Grok 4.20 · budget prompt · hard negative
“It's ideal if you run a small team with a limited budget and need AI-assisted insights without enterprise pricing” Claude Haiku 4.5 · budget prompt · first choice
“Need enterprise-grade features (security, collaboration) but have little cash. | Zoho Analytics | $0 – $48” Qwen 3.7 Flash · budget prompt · alternative
“a value-focused BI and visualization tool for small and mid-sized businesses that want accessible reporting” Llama 4 Maverick · paraphrase 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.