# Databricks: how AI models rank it, November 2026

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

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Data quality and observability](https://www.gane.ai/index/it/it-data/data-quality-and-observability/index.md) | 0% | 37 | 0% | 1 |

## What the models said for it

- "The top data quality and observability platforms are Acceldata, Pentaho, and Databricks" (Llama 4 Maverick, Data observability)

## 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 | 1 | 0 | 0 | 0 | 1 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| 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 Databricks, from 10 of the 12 answers that named it (only the models that return a source list).

### Domains cited

- g2.com: 4
- fivetran.com: 3
- research.isg-one.com: 3
- atlan.com: 2
- dev.to: 2
- getapp.com: 2
- github.com: 2
- linkedin.com: 2
- microsoft.com: 2
- spotsaas.com: 2

### Pages cited

- https://g2.com/categories/data-governance-tools/small-business: 2
- https://research.isg-one.com/buyers-guide/analytics_and_data/data_observability/2024: 2
- https://research.isg-one.com/buyers-guide/artificial-intelligence/data-intelligence/data-quality-and-data-observability/2026: 2
- https://acceldata.io/blog/data-governance-pricing-explained-what-to-expect: 1
- https://accutivesecurity.com/how-to-choose-the-best-data-masking-tools-gartner-based-on-gartner-peer-insights: 1
- https://amazonaws.cn/en/rds/aurora/faqs: 1
- https://appexchange.salesforce.com/appxListingDetail: 1
- https://astera.com/type/blog/data-catalog-tools: 1

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