Tableau vs Zoho Analytics
One 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 61 labels and Zoho Analytics 19, so the shares are not directly comparable.
Named in seven categories this edition.
Named in four 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 November 2026 Edition, Tableau and Zoho Analytics were named in the same answer forty-seven times, of the 244 answers naming Tableau and the 95 naming Zoho Analytics. In those answers Zoho Analytics took the first choice five 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
1 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
9 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
4 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 Analytics12%#4 of 9Tableau0%#9 of 9Tableau4%#3 of 13Zoho Analytics4%#5 of 13Tableau18%#2 of 13Zoho Analytics0%#– of 13What 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.
“Tableau documents cases where some composed data-source extracts can't be done on the web and require Desktop, which can be a maintenance or governance burden.” GPT-5.4 mini · negative prompt · soft negative
“Frequently cited for high costs and licensing... Dashboards can feel dated/rigid, require specialists for changes, and AI features underdeliver.” Grok 4.20 · negative prompt · soft negative
“The cost is significantly higher than competitors like Power BI... Tableau may be overkill and too expensive relative to the ROI.” Qwen 3.7 Flash · negative prompt · soft negative
“Tableau - Known for powerful visualization and analytics capabilities, strong community support, and scalability.” Claude Haiku 4.5 · direct prompt · first choice
“Choose Tableau when analysts prioritize sophisticated visual storytelling and exploratory analysis.” Perplexity Sonar · comparative prompt · first choice
“Choose Tableau if visualization quality and handling massive datasets are priorities” Kimi K2 · 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.
“Zoho Analytics, for example, may require annual purchasing; avoid committing before testing data connectors, user growth, and cancellation terms.” Perplexity Sonar · negative prompt · soft negative
“Zoho Analytics: It is a top pick for businesses that want to bring data from multiple applications into customizable dashboards” Llama 4 Maverick · budget prompt · first choice
“Zoho Analytics (Best Overall for Budget-Conscious Teams)” Claude Haiku 4.5 · budget prompt · first choice
“Best affordable all-purpose option for combining accounting, CRM, ecommerce, and operational data” Perplexity Sonar · budget 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.