Zero of fourteen models named Looker Studio first on the direct prompt; one named Tableau. Both were named by all fourteen models and Looker Studio carries 28 labels and Tableau 61, so the shares are not directly comparable.
By Google, Mountain View, California, United States, founded 1998. Named in seven categories this edition.
Named in seven 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, Looker Studio and Tableau were named in the same answer seventy-two times, of the 130 answers naming Looker Studio and the 244 naming Tableau. In those answers Tableau took the first choice one time and Looker Studio thirteen.
| 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. Five of six in this category shown.
“free tier, great for basics but less enterprise” Grok 4.20 · scale prompt · soft negative
“Limited advanced analytics & governance” Grok 4.20 · paraphrase prompt · soft negative
“Looker Studio is the best overall choice if your data is mainly in Google Sheets, Google Analytics, or Google Ads. It is free” Perplexity Sonar · budget prompt · first choice
“Zoho Analytics and Looker Studio are your strongest options depending on your existing tools and data sources.” Claude Haiku 4.5 · budget prompt · first choice
“Data Studio is the only free cloud plan in that set with no stated cap on how many people you can share reports with.” Muse Glimmer 30B · budget 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.
“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
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.