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

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

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| Explo | 7% | #4 of 19 | 5% | 19 | 9 of 14 |
| Cube | 2% | #6 of 19 | 0% | 20 | 10 of 14 |

## The direct prompt, model by model

- Mistral Small: explo first (first choices: Explo, Sisense) (alternatives: Microsoft Power BI Embedded, Tableau Embedded Analytics)
- Kimi K2: explo first (first choices: Explo) (alternatives: Looker, Metabase, Power BI Embedded, Preset)
- 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)
- Gemini 3.5 Flash: neither named (first choices: Omni) (alternatives: Embeddable, Luzmo, Metabase, Qrvey)
- Grok 4.1 Fast: neither named (first choices: Reveal BI) (alternatives: Bold BI, Domo Everywhere, Power BI Embedded, Tableau, Zoho Analytics)
- DeepSeek V4 Flash: neither named (first choices: Luzmo) (alternatives: GoodData, Sisense)
- 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)
- 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 Explo

- "Recommendation: Avoid new commitments; existing customers should plan migration." (Kimi K2, negative prompt, hard negative)
- "Sisense and Explo are the strongest contenders, with Sisense leading for technical flexibility and Explo for rapid, customer-facing deployment." (Mistral Small, direct prompt, first choice)
- "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)
- "look for embedded-first or developer-first analytics platforms (such as *Explo*, *Vizzly*, *Tremor*, *Embeddable*, or *Cube*)" (Gemini 3.5 Flash, negative 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.