# Cube: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 15 judge labels across 3 categories by 8 of 14 models. Page: https://www.gane.ai/index/it/vendors/cube

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Embedded analytics](https://www.gane.ai/index/it/it-data/embedded-analytics/index.md) | 2% | 9 | 0% | 9 |
| [Data virtualization](https://www.gane.ai/index/it/it-data/data-virtualization/index.md) | 0% | 17 | 0% | 3 |
| [IT financial management](https://www.gane.ai/index/it/operations/it-financial-management/index.md) | 0% | 56 | 0% | 3 |

## What the models said for it

- "Cube and Sisense are top picks due to their flexibility, multi-tenancy support, and strong embedded analytics features" (Mistral Small, Embedded analytics)
- "If you're building a new product from scratch, Cube or Sisense are excellent choices." (GLM 4.7 FlashX, Embedded analytics)
- "Cube is built on a semantic layer, multi-tenant by construction, with row-level security that flows to end users" (Claude Haiku 4.5, Embedded analytics)
- "Choose Cube Cloud if you are a B2B SaaS company building analytics directly into your product" (Gemini 3.5 Flash, Data virtualization)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 1 | 0 | 0 | 1 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 5 | 3 | 0 | 8 |
| Perplexity Sonar | 0 | 0 | 1 | 0 | 1 |
| Grok 4.20 | 0 | 0 | 1 | 0 | 1 |
| Mistral Small | 1 | 0 | 0 | 0 | 1 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 1 | 0 | 0 | 0 | 1 |
| MiniMax M2.5 | 0 | 0 | 1 | 0 | 1 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 1 | 0 | 1 |

## Sources returned with these answers

The sites and pages cited by the answers that named Cube, from 32 of the 40 answers that named it (only the models that return a source list).

### Domains cited

- cube.dev: 17 (its own site)
- embeddable.com: 9
- boldbi.com: 8
- datatako.com: 8
- usedatabrain.com: 8
- domo.com: 6
- draxlr.com: 6
- g2.com: 6
- holistics.io: 6
- omni.co: 6

### Pages cited

- https://cube.dev/articles/best-embedded-analytics-platforms-2026: 17
- https://datatako.com/blog/best-embedded-analytics-platforms-2026: 8
- https://usedatabrain.com/blog/embedded-analytics-tools: 6
- https://boldbi.com/blog/8-power-bi-alternatives: 5
- https://domo.com/learn/article/embedded-analytics-tools: 5
- https://helicalinsight.com/top-5-embedded-analytics-platforms: 5
- https://knowi.com/blog/best-embedded-analytics-tools-2025: 5
- https://omni.co/articles/best-embedded-analytics-tools-2026: 5

## What it publishes

Every page cube.dev exposes, read 2026-10-05: 1824 addresses. By kind, pages and the last 90 days:

- blog: 395 pages, 45 in the last 90 days, latest 2026-09-22
- case study: 30 pages, 0 in the last 90 days, latest undated
- webinar or virtual event: 4 pages, 0 in the last 90 days, latest undated
- conference or event: 150 pages, 0 in the last 90 days, latest undated
- report or ebook: 14 pages, 0 in the last 90 days, latest 2022-09-15
- comparison: 13 pages, 5 in the last 90 days, latest 2026-08-04
- template or tool: 305 pages, 0 in the last 90 days, latest undated
- glossary or explainer: 21 pages, 11 in the last 90 days, latest 2026-09-28
- Recent: 2026-09-28 glossary or explainer: What is natural language query https://cube.dev/articles/what-is-natural-language-query
- Recent: 2026-09-24 glossary or explainer: What is generative bi https://cube.dev/articles/what-is-generative-bi
- Recent: 2026-09-22 blog: Open source semantic layer https://cube.dev/articles/open-source-semantic-layer
- Recent: 2026-09-21 glossary or explainer: What is augmented analytics https://cube.dev/articles/what-is-augmented-analytics
- Recent: 2026-09-17 blog: Archive https://cube.dev/blog/archive
- Recent: 2026-09-17 blog: Cube snowflake coco https://cube.dev/blog/cube-snowflake-coco

## Record

- Method: https://www.gane.ai/index/it/methodology
- License: CC BY 4.0. Cite as Gane Index, November 2026 Edition, www.gane.ai/index/it.