# Google Looker Studio: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 2 judge labels across 1 category by 2 of 14 models. Page: https://www.gane.ai/index/it/vendors/google-looker-studio

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Embedded analytics](https://www.gane.ai/index/it/it-data/embedded-analytics/index.md) | 2% | 15 | 50% | 2 |

## What the models said for it

- "Start with Metabase (free self-hosted) or Google Looker Studio (completely free)" (Kimi K2, Embedded analytics)

## And against it

- "quick, free dashboards, but fewer advanced features for customer-facing analytics" (GLM 4.7 FlashX, 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 | 0 | 0 | 0 | 0 |
| 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 | 1 | 0 | 0 | 0 | 1 |
| 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 | 0 | 0 |

## Sources returned with these answers

The sites and pages cited by the answers that named Google Looker Studio, from 5 of the 5 answers that named it (only the models that return a source list).

### Domains cited

- kyligence.io: 4
- metabase.com: 4
- upsolve.ai: 4
- capterra.com: 3
- draxlr.com: 3
- europeanbusinessreview.com: 3
- github.com: 3
- qrvey.com: 3
- softwaresuggest.com: 3
- mammoth.io: 2

### Pages cited

- https://kyligence.io/blog/top-5-embedded-analytics-tools-to-boost-your-business-success: 4
- https://capterra.com/embedded-analytics-software: 3
- https://europeanbusinessreview.com/10-embedded-analytics-platforms-compared-by-total-cost: 3
- https://qrvey.com/blog/best-embedded-analytics-tools: 3
- https://softwaresuggest.com/embedded-analytics-software: 3
- https://upsolve.ai/blog/embedded-analytics-tools: 3
- https://draxlr.com/blogs/best-embedded-analytics-tools: 2
- https://mammoth.io/blog/embedded-analytics-tools: 2

## 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.