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

Gane Index, November 2026 Edition. Named in 5 judge labels across 1 category by 4 of 14 models. Page: https://www.gane.ai/index/it/vendors/looker-embedded

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Embedded analytics](https://www.gane.ai/index/it/it-data/embedded-analytics/index.md) | 0% | 69 | 40% | 5 |

## What the models said for it

- "Looker Embedded is best for mid-market SaaS products that want a turnkey embedded solution" (Claude Haiku 4.5, Embedded analytics)
- "Strong governance through LookML and close integration with BigQuery and Google Cloud" (Perplexity Sonar, Embedded analytics)

## And against it

- "often lack customization and rely on iframes, which limits your design control and hits performance." (Muse Glimmer 30B, Embedded analytics)
- "Deep Google Cloud dependency" (GLM 4.7 FlashX, Embedded analytics)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 1 | 1 | 0 | 2 |
| 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 | 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 | 0 | 0 | 0 | 1 | 1 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 0 | 1 | 1 |

## Sources returned with these answers

The sites and pages cited by the answers that named Looker Embedded, from 17 of the 17 answers that named it (only the models that return a source list).

### Domains cited

- qrvey.com: 10
- embeddable.com: 9
- holistics.io: 8
- omni.co: 8
- datatako.com: 6
- mammoth.io: 6
- zoho.com: 6
- learn.microsoft.com: 5
- selecthub.com: 5
- sisense.com: 5

### Pages cited

- https://qrvey.com/blog/best-embedded-analytics-tools: 10
- https://holistics.io/blog/best-embedded-analytics-tools: 8
- https://omni.co/articles/best-embedded-analytics-tools-2026: 7
- https://mammoth.io/blog/embedded-analytics-tools: 6
- https://datatako.com/blog/best-embedded-analytics-platforms-2026: 5
- https://selecthub.com/c/embedded-analytics-tools: 5
- https://draxlr.com/blogs/best-embedded-analytics-tools: 4
- https://zoho.com/analytics/insightshq/top-embedded-analytics-tools.html: 4

## 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.