Eleven of fourteen models named Microsoft Power BI first on the direct prompt; zero named Looker Studio. Microsoft Power BI was named by fourteen of the fourteen models and Looker Studio by thirteen and Microsoft Power BI carries 71 labels and Looker Studio 29, so the shares are not directly comparable.
By Microsoft, Vancouver, Canada, founded 1975. Named in five categories this edition.
By Google, Mountain View, California, United States, founded 1998. Named in six 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 October 2026 Edition, Microsoft Power BI and Looker Studio were named in the same answer ninety-five times, of the 266 answers naming Microsoft Power BI and the 126 naming Looker Studio. In those answers Looker Studio took the first choice twenty-nine times and Microsoft Power BI twenty-eight.
| 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 eight in this category shown.
“Dataset limits and performance: Pro tier caps at 1GB, slows on large data/DAX queries... When to avoid: Non-Microsoft stacks, massive datasets” Grok 4.20 · negative prompt · soft negative
“If you are outside the Microsoft ecosystem, need platform-agnostic deployment, or don't want to invest in DAX and premium-capacity administration.” Perplexity Sonar · negative prompt · soft negative
“Why to be cautious: Power BI is incredibly powerful and cost-effective, but mostly if you are already in a Microsoft/Azure environment.” Gemini 3.5 Flash · negative prompt · soft negative
“Microsoft Shop? ... $\rightarrow$ Power BI. It integrates natively, has deep Excel integration ... usually the cheapest option” Qwen 3.7 Flash · scale prompt · first choice
“Microsoft Power BI — *Best Overall Value* ... Start with Power BI if you're cost-conscious and in the Microsoft ecosystem” Kimi K2 · direct prompt · first choice
“Power BI is almost always the default recommendation. It is widely considered the industry standard for mid-market companies” Gemini 3.5 Flash · paraphrase 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.
“Free Looker Studio for business-critical, tightly governed BI... check whether its permissions and administration meet your requirements” GPT-6 Luna · negative prompt · soft negative
“Looker Studio (Free, easy to hook up to Google products, but lacks governance)” Gemini 3.5 Flash · paraphrase prompt · soft negative
“Overly Basic/Freemium Visualization Tools (Avoid for Scaling Businesses)” Gemini 3.5 Flash · negative prompt · soft negative
“If your goal is to spend exactly $0 and you do not want to manage servers or databases, Google Looker Studio ... is the easiest and most accessible option.” Gemini 3.5 Flash · budget prompt · first choice
“Google Looker Studio (formerly Google Data Studio) stands out as the best business intelligence and dashboard tool for a company with a limited budget.” Grok 4.20 · budget prompt · first choice
“Looker Studio is best for budget-conscious businesses primarily using Google tools ... and is free and works well with Google products” Claude Haiku 4.5 · budget 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.