# Alation: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 58 judge labels across 4 categories by 14 of 14 models. Page: https://www.gane.ai/index/it/vendors/alation

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Data catalogs and governance](https://www.gane.ai/index/it/it-data/data-catalogs-and-governance/index.md) | 2% | 8 | 33% | 55 |
| [Data quality and observability](https://www.gane.ai/index/it/it-data/data-quality-and-observability/index.md) | 0% | 76 | 0% | 1 |
| [Data virtualization](https://www.gane.ai/index/it/it-data/data-virtualization/index.md) | 0% | 85 | 100% | 1 |
| [Master data management](https://www.gane.ai/index/it/it-data/master-data-management/index.md) | 0% | 24 | 0% | 1 |

## What the models said for it

- "If your priority is user adoption and AI-driven discovery, look toward Alation." (Qwen 3.7 Flash, Data catalogs)
- "I'd lean Alation when the goal is fast adoption and cross-functional governance" (GPT-5.4 mini, Data catalogs)
- "Generally Positive (The Standards): Alation, Collibra, Fiddler, and Microsoft Purview (with caveats on complexity) are generally viewed as robust" (Qwen 3.7 Flash, Data catalogs)
- "Choose Alation if you want a mature enterprise platform that balances strong data governance with high adoption" (Gemini 3.5 Flash, Data catalogs)

## And against it

- "What to Avoid ... Enterprise tools like Collibra, Alation, or Atlan — Excellent products, but typically cost $50K–$200K+ annually." (Kimi K2, Data catalogs)
- "priced at $60K–$198K+/year and works best with a mature governance program (15+ catalogers)" (DeepSeek V4 Flash, Data catalogs)
- "Avoid expensive enterprise tools like Collibra ($100k+/year), Alation, and Atlan" (DeepSeek V4 Flash, Data catalogs)
- "Alation | $60,000–$150,000+ range, better suited for larger enterprises" (Kimi K2, Data catalogs)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 1 | 2 | 0 | 3 |
| GPT-5.4 mini | 1 | 2 | 0 | 0 | 3 |
| Gemini 3.5 Flash | 0 | 3 | 0 | 3 | 6 |
| Perplexity Sonar | 0 | 1 | 1 | 1 | 3 |
| Grok 4.20 | 0 | 3 | 1 | 3 | 7 |
| Mistral Small | 0 | 0 | 2 | 0 | 2 |
| DeepSeek V4 Flash | 0 | 1 | 2 | 2 | 5 |
| Llama 4 Maverick | 0 | 1 | 1 | 0 | 2 |
| Qwen 3.7 Flash | 1 | 3 | 0 | 2 | 6 |
| Kimi K2 | 0 | 2 | 1 | 3 | 6 |
| GLM 4.7 FlashX | 0 | 1 | 2 | 2 | 5 |
| MiniMax M2.5 | 0 | 2 | 1 | 1 | 4 |
| GPT-6 Luna | 0 | 1 | 1 | 0 | 2 |
| Muse Glimmer 30B | 0 | 1 | 1 | 2 | 4 |

## Sources returned with these answers

The sites and pages cited by the answers that named Alation, from 141 of the 171 answers that named it (only the models that return a source list).

### Domains cited

- atlan.com: 100
- ovaledge.com: 58
- kanerika.com: 54
- erstudio.com: 45
- decube.io: 40
- g2.com: 37
- softwareadvice.com: 36
- github.com: 32
- basedash.com: 29
- ciopages.com: 26

### Pages cited

- https://kanerika.com/blogs/data-catalog-tools: 45
- https://atlan.com/data-catalog-tools: 42
- https://ovaledge.com/blog/top-data-catalogs: 39
- https://erstudio.com/blog/data-catalog-tools: 37
- https://decube.io/post/top-data-catalog-tools: 28
- https://datadrivendaily.com/data-catalog-tools-compared-the-2026-guide: 26
- https://softwareadvice.com/data-catalog: 26
- https://fivetran.com/learn/data-catalog-tools: 24

## In its own words

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

- Positioning: Alation Intelligence Operating System (https://alation.com/)
- For: Global enterprises (https://alation.com/)
- Integrations claimed: 100 (https://www.alation.com/partners)
- Certifications: ISO 27001, SOC 2 Type II, ISO 27017, ISO 27018, ISO 27701, HIPAA, HITECH, FedRAMP
- Customers named: Oportun, Georgia-Pacific, Ciena, CNA Insurance, TPG Telecom, OceanaGold, Brambles, CHOP

## What it publishes

Every page alation.com exposes, read 2026-09-29: 953 addresses. By kind, pages and the last 90 days:

- blog: 183 pages, 0 in the last 90 days, latest undated
- case study: 9 pages, 0 in the last 90 days, latest undated
- webinar or virtual event: 136 pages, 0 in the last 90 days, latest undated
- conference or event: 10 pages, 0 in the last 90 days, latest undated
- report or ebook: 100 pages, 0 in the last 90 days, latest undated
- comparison: 17 pages, 0 in the last 90 days, latest undated
- template or tool: 3 pages, 0 in the last 90 days, latest undated
- glossary or explainer: 69 pages, 0 in the last 90 days, latest undated
- podcast or video: 89 pages, 0 in the last 90 days, latest undated
- news or press: 193 pages, 0 in the last 90 days, latest undated

## 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.
