# Lightdash: how AI models rank it, November 2026

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

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Embedded analytics](https://www.gane.ai/index/it/it-data/embedded-analytics/index.md) | 0% | 34 | 0% | 2 |

## What the models said for it

- "Lightdash is likely your most cost-effective option" (Qwen 3.7 Flash, 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 | 1 | 1 | 0 | 2 |
| 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 | 0 | 0 | 0 | 0 |

## Sources returned with these answers

The sites and pages cited by the answers that named Lightdash, from 4 of the 7 answers that named it (only the models that return a source list).

### Domains cited

- lightdash.com: 2 (its own site)
- metabase.com: 2
- preset.io: 2
- verifiedmarketresearch.com: 2
- dev.to: 1
- dotnetreport.com: 1
- draxlr.com: 1
- learn.microsoft.com: 1
- luzmo.com: 1
- mammoth.io: 1

### Pages cited

- https://metabase.com/pricing: 2
- https://verifiedmarketresearch.com/blog/top-embedded-analytics-tools: 2
- https://dev.to/tengence/bi-tools-compared-how-to-choose-the-right-data-visualization-platform-59mn: 1
- https://dotnetreport.com/blogs/embedded-analytics-software: 1
- https://draxlr.com/blogs/best-embedded-analytics-tools: 1
- https://learn.microsoft.com/power-bi/developer/embedded/embedded-faq: 1
- https://lightdash.com/embedding: 1
- https://lightdash.com/pricing: 1

## In its own words

What Lightdash's own pages state, read 2026-10-06. Stated by the vendor, not checked by the index.

- Positioning: the AI-first, open-source BI platform for modern data teams. Connect to dbt, define metrics once, and get instant, trustworthy insights. (https://lightdash.com/)
- For: modern data teams (https://lightdash.com/)
- Price stated: Open Source self-hosted; Cloud Pro $3000 / month; Enterprise Let’s talk (https://www.lightdash.com/pricing)
- Starting price: 3000 (https://www.lightdash.com/pricing)
- Free plan or trial: Start for free (https://lightdash.com/)
- Integrations claimed: 21 (https://www.lightdash.com/integrations)
- Certifications: SOC 2, HIPAA
- Hosting: US and EU, Europe and North America
- Customers named: Ollie, fal, JustWatch, Qargo, Collectors, Tatango, Stake

## What it publishes

Every page lightdash.com exposes, read 2026-10-05: 1382 addresses. By kind, pages and the last 90 days:

- blog: 67 pages, 10 in the last 90 days, latest 2026-10-01
- case study: 13 pages, 13 in the last 90 days, latest 2026-10-01
- conference or event: 16 pages, 4 in the last 90 days, latest 2026-10-01
- comparison: 5 pages, 2 in the last 90 days, latest 2026-10-01
- template or tool: 1 pages, 0 in the last 90 days, latest undated
- glossary or explainer: 6 pages, 0 in the last 90 days, latest 2024-05-24
- Recent: 2026-10-01 case study: Customer stories https://www.lightdash.com/customer-stories
- Recent: 2026-10-01 comparison: Lightdash vs looker v2 https://www.lightdash.com/xdrafts/lightdash-vs-looker-v2
- Recent: 2026-10-01 comparison: Lightdash vs looker https://www.lightdash.com/xdrafts/lightdash-vs-looker
- Recent: 2026-10-01 blog: Marketplace https://www.lightdash.com/blog-categories/marketplace
- Recent: 2026-10-01 blog: Data observability https://www.lightdash.com/blog-categories/data-observability
- Recent: 2026-10-01 blog: Transformation https://www.lightdash.com/blog-categories/transformation

## 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.