# Luzmo vs Cube: which do AI models recommend for embedded analytics, October 2026

IT AI Recommendation Index, October 2026 Edition, Embedded analytics. One of fourteen models named Luzmo first on the direct prompt; zero named Cube. Page: https://it-ai-index.com/it-data/embedded-analytics/luzmo-vs-cube/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| Luzmo | 13% | #3 of 19 | 3% | 29 | 11 of 14 |
| Cube | 2% | #6 of 19 | 0% | 20 | 10 of 14 |

## The direct prompt, model by model

- DeepSeek V4 Flash: luzmo first (first choices: Luzmo) (alternatives: GoodData, Sisense)
- Gemini 3.5 Flash: neither first, one named (first choices: Omni) (alternatives: Embeddable, Luzmo, Metabase, Qrvey)
- Perplexity Sonar: neither first, one named (first choices: ThoughtSpot Embedded) (alternatives: Cube, Looker, Zoho Analytics)
- MiniMax M2.5: neither first, one named (first choices: Microsoft Power BI Embedded) (alternatives: Cube, Explo, Grow, Looker, Metabase, Sisense, Tableau Embedded Analytics, ThoughtSpot Embedded)
- Claude Haiku 4.5: neither named (first choices: Sisense) (alternatives: Holistics, Looker Embedded, Metabase, Power BI Embedded)
- GPT-5.4 mini: neither named (first choices: Sisense) (alternatives: Looker, Power BI Embedded, ThoughtSpot Embedded)
- Grok 4.1 Fast: neither named (first choices: Reveal BI) (alternatives: Bold BI, Domo Everywhere, Power BI Embedded, Tableau, Zoho Analytics)
- Mistral Small: neither named (first choices: Explo, Sisense) (alternatives: Microsoft Power BI Embedded, Tableau Embedded Analytics)
- Llama 4 Maverick: neither named (first choices: Reveal BI) (alternatives: Cube.dev, Omni.co, Thinklytics Insights, Zoho)
- Qwen 3.7 Flash: neither named (first choices: Sisense) (alternatives: Looker, Microsoft Power BI Embedded, ThoughtSpot Embedded)
- Kimi K2: neither named (first choices: Explo) (alternatives: Looker, Metabase, Power BI Embedded, Preset)
- GLM 4.7 FlashX: neither named (first choices: Metabase) (alternatives: Looker, ThoughtSpot Embedded)
- GPT-6 Luna: neither named (first choices: Metabase) (alternatives: Looker Embed, Sisense, ThoughtSpot Embedded)
- Muse Glimmer 30B: neither named (first choices: Sisense) (alternatives: Reveal BI, Toucan)

## What the models said about Luzmo

- "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)

## What the models said about Cube

- "Cube: An industry-standard "headless" semantic layer with an open-source core. It is excellent for high-concurrency, complex multi-tenancy, and has a native AI-agent API." (Gemini 3.5 Flash, scale prompt, first choice)
- "Choose Cube or Omni if you are building a modern SaaS application that needs scalable, highly secure multi-tenancy" (Gemini 3.5 Flash, comparative prompt, first choice)
- "Choose Cube if you need strong multi-tenant isolation and row-level security for SaaS embedding." (Perplexity Sonar, comparative prompt, first choice)

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. Comparisons are drawn for the top eight products in each category. Published under CC BY 4.0; the output is the models' output, and nothing here is a recommendation by the index.