# Metabase Embedded: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 3 judge labels across 1 category by 3 of 14 models. Page: https://www.gane.ai/index/it/vendors/metabase-embedded

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Embedded analytics](https://www.gane.ai/index/it/it-data/embedded-analytics/index.md) | 2% | 12 | 0% | 3 |

## What the models said for it

- "The best embedded analytics platform for a company with a limited budget is Metabase Embedded." (Llama 4 Maverick, Embedded analytics)
- "Metabase OSS or Apache Superset give you embedding with zero license cost" (Muse Glimmer 30B, Embedded analytics)
- "choose Metabase Embedded for a lower-cost, SQL-first implementation" (Perplexity Sonar, Embedded analytics)

## By model

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

## Sources returned with these answers

The sites and pages cited by the answers that named Metabase Embedded, from 4 of the 4 answers that named it (only the models that return a source list).

### Domains cited

- mammoth.io: 4
- draxlr.com: 3
- softwaresuggest.com: 3
- capterra.com: 2
- datatako.com: 2
- selecthub.com: 2
- upsolve.ai: 2
- boldbi.com: 1
- carmatec.com: 1
- ciopages.com: 1

### Pages cited

- https://mammoth.io/blog/embedded-analytics-tools: 4
- https://draxlr.com/blogs/best-embedded-analytics-tools: 3
- https://softwaresuggest.com/embedded-analytics-software: 3
- https://capterra.com/embedded-analytics-software: 2
- https://selecthub.com/c/embedded-analytics-tools: 2
- https://upsolve.ai/blog/embedded-analytics-tools-pricing: 2
- https://boldbi.com/blog/8-power-bi-alternatives: 1
- https://carmatec.com/blog/10-best-embedded-analytics-tools-and-platforms: 1

## 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.