# Looker: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 47 judge labels across 3 categories by 14 of 14 models. Page: https://www.gane.ai/index/it/vendors/looker

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Embedded analytics](https://www.gane.ai/index/it/it-data/embedded-analytics/index.md) | 0% | 68 | 41% | 44 |
| [ETL and ELT](https://www.gane.ai/index/it/it-data/etl-and-elt/index.md) | 0% | 37 | 0% | 2 |
| [Data catalogs and governance](https://www.gane.ai/index/it/it-data/data-catalogs-and-governance/index.md) | 0% | 56 | 0% | 1 |

## What the models said for it

- "consistent, governed metric definitions matter more than a low-friction setup, and you're comfortable with custom enterprise pricing" (GPT-6 Luna, Embedded analytics)
- "Best for: Enterprise SaaS and developer-heavy teams requiring strict data governance and a powerful semantic layer." (Gemini 3.5 Flash, Embedded analytics)
- "Choose Looker or GoodData if consistent metrics, governed definitions, and analytics-as-code matter most." (Perplexity Sonar, Embedded analytics)
- "Choose Looker, Tableau Embedded, Power BI Embedded or GoodData if you are already on Google Cloud" (Muse Glimmer 30B, Embedded analytics)

## And against it

- "Traditional enterprise BI platforms (like Tableau, Power BI, or Looker) often fail mid-market B2B SaaS teams." (Gemini 3.5 Flash, Embedded analytics)
- "Avoid if your primary goal is customer-facing embedded analytics in a SaaS product: Tableau and Looker" (DeepSeek V4 Flash, Embedded analytics)
- ""Avoid Looker unless you're already deeply invested in their ecosystem" due to complexity and cost" (Mistral Small, Embedded analytics)
- "What I'd Discourage ... They're overkill (and overpriced) for customer-facing use" (DeepSeek V4 Flash, Embedded analytics)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 1 | 1 |
| GPT-5.4 mini | 0 | 2 | 0 | 1 | 3 |
| Gemini 3.5 Flash | 0 | 1 | 0 | 3 | 4 |
| Perplexity Sonar | 0 | 1 | 0 | 0 | 1 |
| Grok 4.20 | 0 | 2 | 1 | 4 | 7 |
| Mistral Small | 0 | 0 | 1 | 1 | 2 |
| DeepSeek V4 Flash | 0 | 1 | 2 | 2 | 5 |
| Llama 4 Maverick | 0 | 0 | 2 | 1 | 3 |
| Qwen 3.7 Flash | 0 | 3 | 1 | 1 | 5 |
| Kimi K2 | 0 | 1 | 2 | 1 | 4 |
| GLM 4.7 FlashX | 0 | 1 | 2 | 0 | 3 |
| MiniMax M2.5 | 0 | 2 | 0 | 0 | 2 |
| GPT-6 Luna | 0 | 2 | 0 | 1 | 3 |
| Muse Glimmer 30B | 0 | 1 | 1 | 2 | 4 |

## Sources returned with these answers

The sites and pages cited by the answers that named Looker, from 113 of the 131 answers that named it (only the models that return a source list).

### Domains cited

- qrvey.com: 46
- upsolve.ai: 40
- techtarget.com: 36
- embeddable.com: 33
- omni.co: 30
- research.isg-one.com: 30
- holistics.io: 29
- zoho.com: 29
- boldbi.com: 25
- revealbi.io: 25

### Pages cited

- https://qrvey.com/blog/best-embedded-analytics-tools: 35
- https://techtarget.com/news/Evaluate-8-of-the-top-embedded-analytics-tools/842843: 34
- https://research.isg-one.com/buyers-guide/analytics_and_data/embedded_analytics/2024: 29
- https://verifiedmarketresearch.com/blog/top-embedded-analytics-tools: 23
- https://omni.co/articles/best-embedded-analytics-tools-2026: 22
- https://boldbi.com/blog/8-power-bi-alternatives: 19
- https://mammoth.io/blog/embedded-analytics-tools: 18
- https://softwareadvice.com/embedded-analytics: 18

## 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.