Zero of twelve models named Looker Studio first on the direct prompt; one named Microsoft Power BI. Looker Studio was named by eleven of the twelve models and Microsoft Power BI by seven and Looker Studio carries 15 labels and Microsoft Power BI 14, so the shares are not directly comparable.
Named in two categories this edition.
Named in five 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 saas metrics and analytics page.
Across every category in the September 2026 Edition, Looker Studio and Microsoft Power BI were named in the same answer thirty-five times, of the 76 answers naming Looker Studio and the 140 naming Microsoft Power BI. In those answers Microsoft Power BI took the first choice five times and Looker Studio fourteen.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.1 Fast | ||||||
| Mistral Small | ||||||
| DeepSeek V4 Flash | ||||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | ||||||
| Kimi K2 | ||||||
| GLM 4.7 FlashX | ||||||
| MiniMax M2.5 |
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.
“Avoid trying to build subscription metrics in generic Business Intelligence (BI) dashboards like Looker Studio, Tableau, or Databox” Gemini 3.5 Flash · negative prompt · hard negative
“High Maintenance. If you migrate Stripe accounts or restructure your database, your dashboard breaks.” Qwen 3.7 Flash · direct prompt · soft negative
“Start with ProfitWell (free) for revenue metrics + Looker Studio (free) for your dashboard. That's a $0 cost solution.” DeepSeek V4 Flash · budget prompt · first choice
“the best SaaS metrics dashboard is Google Looker Studio (formerly Google Data Studio)—it's completely free with no usage limits” Grok 4.1 Fast · budget prompt · first choice
“the best practical choice is usually Looker Studio if you want a fully free, customizable dashboard” Perplexity Sonar · budget prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“Be cautious: General-purpose BI tools (Power BI, Tableau, Looker) for SaaS metrics” DeepSeek V4 Flash · negative prompt · soft negative
“the best SaaS metrics dashboard is often a custom-built solution using Power BI or Tableau on top of a modern data warehouse” Mistral Small · direct 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.