Zero of fourteen models named Looker Studio first on the direct prompt; one named Domo. Looker Studio was named by fourteen of the fourteen models and Domo by ten and Looker Studio carries 28 labels and Domo 22, so the shares are not directly comparable.
By Google, Mountain View, California, United States, founded 1998. Named in seven categories this edition.
American Fork, United States, founded 2010. Named in four 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 Domo were named in the same answer twenty times, of the 130 answers naming Looker Studio and the 73 naming Domo. In those answers Domo took the first choice zero times and Looker Studio five.
| 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.
“Avoid or Consider Carefully: Domo: Consumption-based pricing can be unpredictable” Kimi K2 · paraphrase prompt · hard negative
“Products such as Sisense, Domo, and Qlik may be capable, but quote-led pricing makes total cost and renewal exposure harder to assess.” Perplexity Sonar · negative prompt · soft negative
“Opaque and potentially expensive pricing (not transparent, scales poorly for larger needs). Steep learning curve” Grok 4.20 · negative prompt · soft negative
“Start with Power BI or Domo depending on your specific situation” MiniMax M2.5 · direct prompt · first choice
“Choose Domo when rapid integration of many business data sources is more important than maximum visualization sophistication.” Perplexity Sonar · comparative prompt · alternative
“Choose Domo if: You are a marketing team or an SME that needs a mobile-friendly, all-in-one cloud platform” GLM 4.7 FlashX · comparative 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.