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

Gane Index, November 2026 Edition. Named in 36 judge labels across 7 categories by 14 of 14 models. Page: https://www.gane.ai/index/gtm/vendors/looker-studio

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Dashboards and data visualization](https://www.gane.ai/index/gtm/gtm-data/dashboards-and-data-visualization/index.md) | 16% | 2 | 7% | 28 |
| [Attribution and marketing mix modeling](https://www.gane.ai/index/gtm/marketing/attribution-mmm/index.md) | 0% | 40 | 0% | 2 |
| [Data warehouse and reverse ETL for marketing](https://www.gane.ai/index/gtm/gtm-data/data-warehouse-reverse-etl/index.md) | 0% | 24 | 0% | 2 |
| [Customer intelligence and data science](https://www.gane.ai/index/gtm/gtm-data/customer-intelligence-and-data-science/index.md) | 0% | 112 | 0% | 1 |
| [Product analytics](https://www.gane.ai/index/gtm/gtm-data/product-analytics/index.md) | 0% | 38 | 0% | 1 |
| [Search and social advertising platforms](https://www.gane.ai/index/gtm/marketing/search-and-social-advertising-platforms/index.md) | 0% | 51 | 0% | 1 |
| [Web analytics](https://www.gane.ai/index/gtm/gtm-data/web-analytics/index.md) | 0% | 51 | 0% | 1 |

## What the models said for it

- "Looker Studio is the best overall choice if your data is mainly in Google Sheets, Google Analytics, or Google Ads. It is free" (Perplexity Sonar, BI & dashboards)
- "Zoho Analytics and Looker Studio are your strongest options depending on your existing tools and data sources." (Claude Haiku 4.5, BI & dashboards)
- "Data Studio is the only free cloud plan in that set with no stated cap on how many people you can share reports with." (Muse Glimmer 30B, BI & dashboards)
- "Google Looker Studio if your data primarily comes from Google tools ... it's free, easy, and collaborative." (DeepSeek V4 Flash, BI & dashboards)

## And against it

- "free tier, great for basics but less enterprise" (Grok 4.20, BI & dashboards)
- "Limited advanced analytics & governance" (Grok 4.20, BI & dashboards)

## By model

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

## Sources returned with these answers

The sites and pages cited by the answers that named Looker Studio, from 108 of the 130 answers that named it (only the models that return a source list).

### Domains cited

- basedash.com: 43
- softwareadvice.com: 34
- zapier.com: 31
- ajelix.com: 28
- toolradar.com: 27
- coefficient.io: 25
- g2.com: 20
- fanruan.com: 16
- softwaresuggest.com: 16
- zoho.com: 15

### Pages cited

- https://zapier.com/blog/business-intelligence-software: 31
- https://ajelix.com/bi/business-intelligence-tools-for-small-business: 24
- https://softwareadvice.com/bi: 24
- https://coefficient.io/bi-tools-for-small-business: 22
- https://basedash.com/blog/best-dashboard-software-for-small-businesses-compared-2026: 20
- https://softwaresuggest.com/blog/best-bi-tools-for-small-businesses: 15
- https://toolradar.com/guides/best-business-intelligence-tools: 15
- https://basedash.com/blog/how-to-choose-a-bi-tool-for-a-small-business: 12

## The company

Google; https://google.com; Mountain View, California, United States; founded 1998; part of Alphabet Inc.. From Wikidata, fetched 2026-09-14.

## What it publishes

Every page cloud.google.com exposes, read 2026-09-29: 79 addresses. By kind, pages and the last 90 days:

- blog: 37 pages, 14 in the last 90 days, latest 2026-09-28
- case study: 19 pages, 0 in the last 90 days, latest undated
- webinar or virtual event: 1 pages, 0 in the last 90 days, latest undated
- conference or event: 4 pages, 0 in the last 90 days, latest undated
- report or ebook: 2 pages, 0 in the last 90 days, latest undated
- template or tool: 1 pages, 0 in the last 90 days, latest undated
- glossary or explainer: 2 pages, 0 in the last 90 days, latest undated
- news or press: 1 pages, 0 in the last 90 days, latest undated
- Recent: 2026-09-28 blog: Storage optimized z4d vm and bare metal instances https://cloud.google.com/blog/products/compute/storage-optimized-z4d-vm-and-bare-metal-instances
- Recent: 2026-09-28 blog: Accelerate geospatial coding with ai in google earth engine https://cloud.google.com/blog/products/data-analytics/accelerate-geospatial-coding-with-ai-in-google-earth-engine
- Recent: 2026-09-25 blog: Storage intelligence advisor and batch operations updates https://cloud.google.com/blog/products/storage-data-transfer/storage-intelligence-advisor-and-batch-operations-updates
- Recent: 2026-09-25 blog: Memorystore for valkey 9 1 3x qps caching https://cloud.google.com/blog/products/databases/memorystore-for-valkey-9-1-3x-qps-caching
- Recent: 2026-09-25 blog: 2026 gartner magic quadrant for container management https://cloud.google.com/blog/products/containers-kubernetes/2026-gartner-magic-quadrant-for-container-management
- Recent: 2026-09-24 blog: Gemini 3 8 live with live avatar is now generally available https://cloud.google.com/blog/products/ai-machine-learning/gemini-3-8-live-with-live-avatar-is-now-generally-available

## Record

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