One of fourteen models named Tableau first on the direct prompt; zero named Metabase. Both were named by all fourteen models and Tableau carries 61 labels and Metabase 45, so the shares are not directly comparable.
Named in seven categories this edition.
United States. 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.
Across every category in the November 2026 Edition, Tableau and Metabase were named in the same answer eighty-six times, of the 244 answers naming Tableau and the 145 naming Metabase. In those answers Metabase took the first choice eight times and Tableau four.
| 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 |
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.
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
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“Metabase, Superset, and similar options can reduce licensing costs, but configuration, upgrades, security, and governance may require substantial technical expertise.” Perplexity Sonar · negative prompt · soft negative
“better for startups or technical teams. Lacks enterprise governance for scaling B2B sales ops.” Kimi K2 · direct prompt · soft negative
“Limitations: Less enterprise-grade features compared to paid competitors” Kimi K2 · comparative prompt · soft negative
“Metabase (Best Overall Balance) ... widely considered the best starting point for startups and small businesses” Qwen 3.7 Flash · budget prompt · first choice
“the best overall value is usually Metabase” GPT-5.4 mini · budget prompt · first choice
“Best for a technical team with a PostgreSQL/MySQL database; self-hosting can be free, but requires server administration.” 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.