Zero of fourteen models named Metabase first on the direct prompt; zero named Domo. Metabase was named by thirteen of the fourteen models and Domo by eleven and Metabase carries 31 labels and Domo 24, so the shares are not directly comparable.
United States. Named in three 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, Metabase and Domo were named in the same answer twenty-one times, of the 127 answers naming Metabase and the 78 naming Domo. In those answers Domo took the first choice zero times and Metabase two.
| 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. Five of six in this category shown.
“3 new zero-day discoveries across Metabase, DataEase, Pentaho, Redash, and Apache Superset” Claude Haiku 4.5 · negative prompt · soft negative
“Open-Source Tools (Avoid without DevOps Support)” Gemini 3.5 Flash · negative prompt · soft negative
“lightweight alternatives like Looker Studio, Metabase, or basic Power BI Pro licenses offer faster value” Qwen 3.7 Flash · negative prompt · first choice
“The Best Overall: Metabase (Open Source)... is widely considered the best free option available.” GLM 4.7 FlashX · budget prompt · first choice
“start with Looker Studio (free) or Metabase (free open-source)” MiniMax M2.5 · 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.