# Databricks: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 4 judge labels across 2 categories by 3 of 14 models. Page: https://www.gane.ai/index/gtm/vendors/databricks

## 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) | 0% | 26 | 0% | 2 |
| [Identity resolution](https://www.gane.ai/index/gtm/gtm-data/identity-resolution/index.md) | 0% | 44 | 0% | 2 |

## What the models said for it

- "Choose Snowflake/Databricks if you have a large data engineering team" (Qwen 3.7 Flash, Identity)

## 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 | 1 | 0 | 1 |
| 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 | 0 | 0 | 1 |
| 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 | 2 | 0 | 2 |

## Sources returned with these answers

The sites and pages cited by the answers that named Databricks, from 9 of the 12 answers that named it (only the models that return a source list).

### Domains cited

- basedash.com: 5
- gane.ai/index: 3
- axis-intelligence.com: 2
- cio.economictimes.indiatimes.com: 2
- guideflow.com: 2
- integrate.io: 2
- linkedin.com: 2
- mixpanel.com: 2
- rankite.com: 2
- resources.rework.com: 2

### Pages cited

- https://axis-intelligence.com/best-business-reporting-tools-2025-bi-tools: 2
- https://basedash.com/blog/ai-data-privacy-in-bi-tools-models-training-retention-permissions-2026: 2
- https://www.gane.ai/index/gtm/gtm-data/product-analytics/smb: 2
- https://resources.rework.com/guides/choosing-software/how-to-choose-product-analytics-for-startups: 2
- https://smartdatainc.ae/what-are-common-challenges-in-business-intelligence-implementation: 2
- https://adasight.com/blog/top-10-best-product-analytics-tools-reviews: 1
- https://agiletech.vn/blog/best-business-intelligence-tools/index.md: 1
- https://alium.io/research/top-complaints-bi: 1

## The company

Databricks; http://databricks.com/; San Francisco, United States; founded 2013; about 4,000 employees (2022). From Wikidata, fetched 2026-09-14.

## In its own words

What Databricks's own pages state, read 2026-09-28. Stated by the vendor, not checked by the index.

- Positioning: Leading Data and AI Solutions for Enterprises (https://databricks.com/)
- For: Enterprises (https://databricks.com/)
- Free plan or trial: Get started with Databricks for free. No credit card required. (https://databricks.com/)
- Customers named: S&P Global Energy, Concurrence, Zepto, Southern Company, FDA, Rippling, NBCUniversal

## What it publishes

Every page databricks.com exposes, read 2026-09-29: 24115 addresses. By kind, pages and the last 90 days:

- blog: 3030 pages, 10 in the last 90 days, latest 2026-09-28
- case study: 39 pages, 0 in the last 90 days, latest 2019-02-01
- webinar or virtual event: 277 pages, 0 in the last 90 days, latest 2020-08-01
- conference or event: 2766 pages, 0 in the last 90 days, latest 2026-06-15
- report or ebook: 473 pages, 0 in the last 90 days, latest 2023-06-01
- comparison: 41 pages, 0 in the last 90 days, latest 2022-03-01
- template or tool: 1 pages, 0 in the last 90 days, latest undated
- glossary or explainer: 232 pages, 0 in the last 90 days, latest 2020-01-01
- podcast or video: 2 pages, 0 in the last 90 days, latest 2021-04-01
- news or press: 6 pages, 0 in the last 90 days, latest 2021-07-01
- Recent: 2026-09-28 blog: How databricks rolls out frontier models 14000 employees day 1 https://www.databricks.com/blog/how-databricks-rolls-out-frontier-models-14000-employees-day-1
- Recent: 2026-09-28 blog: Lakebase search state art full text and vector search postgres https://www.databricks.com/blog/lakebase-search-state-art-full-text-and-vector-search-postgres
- Recent: 2026-09-28 blog: Manufacturing data and ai connecting product value chain https://www.databricks.com/blog/manufacturing-data-and-ai-connecting-product-value-chain
- Recent: 2026-09-28 blog: How roll out genie one step step enterprise playbook https://www.databricks.com/blog/how-roll-out-genie-one-step-step-enterprise-playbook
- Recent: 2026-09-28 blog: Helping marketing data engineering same word different meaning https://www.databricks.com/blog/helping-marketing-data-engineering-same-word-different-meaning
- Recent: 2026-09-25 blog: Data dialogue how sp global energy made its structured data estate conversational databricks https://www.databricks.com/blog/data-dialogue-how-sp-global-energy-made-its-structured-data-estate-conversational-databricks

## 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.