Metabase vs Luzmo
Two of fourteen models named Metabase first on the direct prompt; one named Luzmo. Metabase was named by fourteen of the fourteen models and Luzmo by eleven and Metabase carries 40 labels and Luzmo 29, so the shares are not directly comparable.
Named in two categories this edition.
Named in one category 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 embedded analytics page.
By framing
MetabaseFirst choices, of fourteen modelsLuzmo
Across every category in the October 2026 Edition, Metabase and Luzmo were named in the same answer fifty times, of the 113 answers naming Metabase and the 84 naming Luzmo. In those answers Luzmo took the first choice eleven times and Metabase seventeen.
Every model, every framing
| 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 | | |
Metabase Luzmo first choice named as an alternative argued againstblank: not namedEach cell is one answer, Metabase on the left and Luzmo on the right.The direct prompt
Metabase first, Luzmo not the choice
2 of 14 modelsLuzmo was named in the answer but not as the choice, or not at all.Luzmo first, Metabase not the choice
1 of 14 modelsMetabase was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
4 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
7 of 14 modelsThe answer made no first choice from these two in this category.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.
By buyer segment
Metabase46%#1 of 17Luzmo12%#2 of 17Metabase0%#15 of 15Luzmo0%#13 of 15What the models said about Metabase
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“self-hosted Metabase for embedding (security, performance)” DeepSeek V4 Flash · negative prompt · hard negative
“often cited as the fastest path to a first embedded dashboard but hits limits on serious multi-tenant isolation” Kimi K2 · comparative prompt · soft negative
“Deep embedding features gated to paid tiers; multi-tenant isolation weaker than dedicated embedded platforms” DeepSeek V4 Flash · comparative prompt · soft negative
“Metabase (especially with static embeds) and Querio are the top recommendations for companies with limited budgets” Mistral Small · budget prompt · first choice
“the best embedded analytics platform is likely the open-source self-hosted version of Metabase, which is completely free” Grok 4.1 Fast · budget prompt · first choice
“Start with Metabase if you want to test the waters cost-effectively and have engineering resources” Kimi K2 · paraphrase prompt · first choice
What the models said about Luzmo
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“avoid per-viewer pricing like Metabase Pro or Luzmo if user base grows fast” Grok 4.1 Fast · budget prompt · soft negative
“I'd recommend Luzmo or Explo if your top priority is fast, white-labeled dashboard embedding with minimal engineering overhead.” Perplexity Sonar · paraphrase prompt · first choice
“Dedicated embedded analytics platforms (like Luzmo, Toucan, Reveal, Cube) were built from the ground up for embedding.” DeepSeek V4 Flash · negative prompt · first choice
“If you want to get it done in a week with a beautiful, fully white-labeled UX and zero developer headache: Go with Luzmo.” Gemini 3.5 Flash · paraphrase 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.