Eleven of twelve models named Microsoft Power BI first on the direct prompt; zero named Looker Studio. Both were named by all twelve models and Microsoft Power BI carries 62 labels and Looker Studio 23, so the shares are not directly comparable.
By Microsoft, Vancouver, Canada, founded 1975. Named in six categories this edition.
By Looker, Santa Cruz, founded 2012. Named in four categories this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all twelve 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.
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 five in this category shown.
“Power BI Limitations: ... Complex DAX syntax that's difficult to learn ... Slower performance with large datasets” GLM 4.7 FlashX · negative prompt · soft negative
“While popular and affordable, users consistently report: - Severe performance lags with database connections” MiniMax M2.5 · negative prompt · soft negative
“Microsoft Power BI is the best default choice because it offers broad capability, strong self-service dashboards, and low starting cost” Perplexity Sonar · direct prompt · first choice
“Microsoft Power BI is the strongest default: it's the most affordable, integrates seamlessly, and scales with self-service.” DeepSeek V4 Flash · direct prompt · first choice
“Strengths: Deep integration with Microsoft ecosystem (Excel, Azure, SQL Server), affordable pricing, AI Copilot features” MiniMax M2.5 · 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.
“Avoid for complex relational data modeling.” Gemini 3.5 Flash · negative prompt · hard negative
“Performance issues with large, heavily-blended datasets ... Frequent connector failures for non-Google platforms” GLM 4.7 FlashX · negative prompt · soft negative
“Free, but has significant limitations: Performance degrades badly beyond ~100MB” DeepSeek V4 Flash · negative prompt · soft negative
“For most small businesses starting out, Looker Studio (if Google-connected) or Power BI Desktop → Pro (for Microsoft shops) offer the best balance” Qwen 3.7 Flash · budget prompt · first choice
“Google Looker Studio (formerly Google Data Studio) is the best business intelligence and dashboard tool for a company with a limited budget.” Grok 4.1 Fast · budget prompt · first choice
“If your data lives in Google products (GA4, Sheets, BigQuery) → Google Looker Studio - Free, fast setup, no installation.” GLM 4.7 FlashX · budget prompt · first choice
Comparisons are drawn for the top three products in each category. The output is the models' output; nothing here is a recommendation by the index.