Zero of fourteen models named Looker Studio first on the direct prompt; zero named Domo. Looker Studio was named by thirteen of the fourteen models and Domo by eleven and Looker Studio carries 29 labels and Domo 24, so the shares are not directly comparable.
By Google, Mountain View, California, United States, founded 1998. Named in six categories this edition.
American Fork, United States, founded 2010. Named in five 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, Looker Studio and Domo were named in the same answer eighteen times, of the 126 answers naming Looker Studio and the 78 naming Domo. In those answers Domo took the first choice zero times and Looker Studio seven.
| 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 | ||||||
| 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.
“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 4.1 Fast · 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
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“long-standing complaints about consumption-based credit pricing that makes annual cost hard to predict” Muse Glimmer 30B · negative prompt · hard negative
“If you need strict data sovereignty or already have a strong warehouse and don't want to duplicate data into another cloud.” Perplexity Sonar · negative prompt · soft negative
“advises small-to-medium businesses to avoid these unless they have dedicated data teams and large budgets” MiniMax M2.5 · negative prompt · soft negative
“Domo - a strong fit for mid-to-large organizations that need an all-in-one, self-service cloud analytics platform with broad integrations.” Llama 4 Maverick · paraphrase prompt · first choice
“Cloud-native BI plus data app platform. Strong mobile experience. But requires a bigger budget commitment.” DeepSeek V4 Flash · direct prompt · alternative
“Domo is particularly well aligned with mid-market organizations focused on self-service analytics” Muse Glimmer 30B · direct 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.