# Atlan: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 6 judge labels across 2 categories by 5 of 14 models. Page: https://www.gane.ai/index/gtm/vendors/atlan

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Data management platforms](https://www.gane.ai/index/gtm/gtm-data/data-management-platforms/index.md) | 0% | 28 | 0% | 5 |
| [Data warehouse and reverse ETL for marketing](https://www.gane.ai/index/gtm/gtm-data/data-warehouse-reverse-etl/index.md) | 0% | 60 | 0% | 1 |

## What the models said for it

- "Atlan is the modern, AI-native challenger with faster deployment and lower staffing needs." (DeepSeek V4 Flash, DMP)
- "Alternatives for data governance/analytics: Collibra, Alation, Atlan, Informatica" (Grok 4.20, DMP)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 0 | 2 | 0 | 2 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 0 | 0 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.20 | 0 | 1 | 0 | 0 | 1 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 1 | 0 | 0 | 1 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 1 | 0 | 1 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 0 | 1 | 0 | 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 Atlan, from 11 of the 13 answers that named it (only the models that return a source list).

### Domains cited

- g2.com: 5
- alation.com: 4
- estuary.dev: 4
- gane.ai/index: 4
- integrate.io: 4
- linkedin.com: 4
- softwareadvice.com: 4
- techrepublic.com: 4
- arxiv.org: 2
- atlan.com: 2 (its own site)

### Pages cited

- https://techrepublic.com/article/best-data-management-software: 4
- https://alation.com/blog/data-governance-tools: 3
- https://estuary.dev/blog/data-management-tools: 3
- https://www.gane.ai/index/it/it-data/data-catalogs-and-governance/enterprise: 3
- https://barc.com/reviews/data-tools: 2
- https://basedash.com/blog/best-data-governance-tools-compared-2026: 2
- https://integrate.io/blog/data-management-tools: 2
- https://rivery.io/data-learning-center/top-data-management-tools: 2

## In its own words

What Atlan's own pages state, read 2026-10-05. Stated by the vendor, not checked by the index.

- Positioning: The Context Layer for AI (https://atlan.com/)
- For: enterprise AI (https://atlan.com/)
- Integrations claimed: 80 (https://atlan.com/)
- Customers named: General Motors, Workday, Nasdaq, Mastercard, Virgin Media O2, CME Group, HubSpot, FOX

## What it publishes

Every page atlan.com exposes, read 2026-09-29: 6137 addresses. By kind, pages and the last 90 days:

- blog: 400 pages, 5 in the last 90 days, latest 2026-09-16
- case study: 73 pages, 1 in the last 90 days, latest 2026-07-14
- webinar or virtual event: 8 pages, 0 in the last 90 days, latest 2025-11-24
- conference or event: 115 pages, 6 in the last 90 days, latest 2026-10-28
- report or ebook: 10 pages, 0 in the last 90 days, latest 2026-03-23
- comparison: 280 pages, 8 in the last 90 days, latest 2026-09-29
- template or tool: 27 pages, 1 in the last 90 days, latest 2026-09-23
- glossary or explainer: 177 pages, 19 in the last 90 days, latest 2026-09-25
- podcast or video: 15 pages, 0 in the last 90 days, latest undated
- news or press: 18 pages, 0 in the last 90 days, latest 2026-01-14
- Recent: 2026-10-28 conference or event: Context Conference by Atlan https://atlan.com/context-conference
- Recent: 2026-10-19 conference or event: Gartner it symposium https://atlan.com/event/gartner-it-symposium
- Recent: 2026-09-29 comparison: Fabric database agent vs data agent https://atlan.com/know/microsoft-fabric/fabric-database-agent-vs-data-agent
- Recent: 2026-09-29 comparison: Fabric iq vs work iq vs foundry iq https://atlan.com/know/microsoft-fabric/fabric-iq-vs-work-iq-vs-foundry-iq
- Recent: 2026-09-28 comparison: Rag pipeline vs context layer tco https://atlan.com/know/ai-agent/rag-pipeline-vs-context-layer-tco
- Recent: 2026-09-28 comparison: Context engineering vs semantic layer https://atlan.com/know/ai-agent/semantic-layer/context-engineering-vs-semantic-layer

## 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.