# Collibra: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 65 judge labels across 4 categories by 14 of 14 models. Page: https://www.gane.ai/index/it/vendors/collibra

## 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% | 17 | 52% | 58 |
| [AI governance platforms](https://www.gane.ai/index/it/it-data/ai-governance-platforms/index.md) | 0% | 146 | 60% | 5 |
| [Data virtualization](https://www.gane.ai/index/it/it-data/data-virtualization/index.md) | 0% | 90 | 100% | 1 |
| [Master data management](https://www.gane.ai/index/it/it-data/master-data-management/index.md) | 0% | 41 | 0% | 1 |

## What the models said for it

- "strongest association with formal governance workflows, stewardship, policy management, and enterprise operating models" (GPT-5.4 mini, Data catalogs)
- "A governance-first platform designed for large enterprises and heavily regulated industries" (DeepSeek V4 Flash, Data catalogs)
- "I'd usually recommend Alation or Collibra as the first two platforms to evaluate" (GPT-5.4 mini, Data catalogs)
- "Gold standard for formal governance; extensive data lineage; enterprise integration" (MiniMax M2.5, Data catalogs)

## And against it

- "Collibra announced end-of-life for Collibra Data Governance Center (DGC)... Avoid or postpone if: You're being sold a platform that's sunsetting its on-premises offering (like Collibra DGC)" (Kimi K2, Data catalogs)
- "What to Avoid ... Enterprise tools like Collibra, Alation, or Atlan — Excellent products, but typically cost $50K–$200K+ annually." (Kimi K2, Data catalogs)
- "Avoid or be cautious with Collibra, Apache Atlas, Microsoft Purview (in non-Microsoft environments)" (Mistral Small, Data catalogs)
- "What to Avoid: ... Collibra | $100,000+ starting price, 6-12 month implementation" (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 | 2 | 1 | 0 | 1 | 4 |
| Gemini 3.5 Flash | 0 | 1 | 0 | 6 | 7 |
| Perplexity Sonar | 0 | 2 | 0 | 2 | 4 |
| Grok 4.20 | 0 | 2 | 0 | 4 | 6 |
| Mistral Small | 0 | 0 | 3 | 3 | 6 |
| DeepSeek V4 Flash | 1 | 0 | 0 | 5 | 6 |
| Llama 4 Maverick | 0 | 1 | 1 | 0 | 2 |
| Qwen 3.7 Flash | 1 | 1 | 1 | 2 | 5 |
| Kimi K2 | 0 | 1 | 0 | 6 | 7 |
| GLM 4.7 FlashX | 0 | 1 | 1 | 2 | 4 |
| MiniMax M2.5 | 1 | 1 | 1 | 1 | 4 |
| GPT-6 Luna | 1 | 1 | 1 | 0 | 3 |
| Muse Glimmer 30B | 0 | 0 | 2 | 2 | 4 |

## Sources returned with these answers

The sites and pages cited by the answers that named Collibra, from 180 of the 212 answers that named it (only the models that return a source list).

### Domains cited

- atlan.com: 108
- ovaledge.com: 66
- kanerika.com: 59
- erstudio.com: 52
- decube.io: 48
- g2.com: 46
- softwareadvice.com: 40
- github.com: 38
- basedash.com: 33
- ciopages.com: 28

### Pages cited

- https://kanerika.com/blogs/data-catalog-tools: 48
- https://atlan.com/data-catalog-tools: 46
- https://erstudio.com/blog/data-catalog-tools: 42
- https://ovaledge.com/blog/top-data-catalogs: 40
- https://decube.io/post/top-data-catalog-tools: 33
- https://softwareadvice.com/data-catalog: 28
- https://datadrivendaily.com/data-catalog-tools-compared-the-2026-guide: 26
- https://atlan.com/data-governance-tools: 24

## In its own words

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

- Positioning: The Enterprise AI Control Plane (https://collibra.com/)
- For: AI leaders who need certainty at the speed of AI (https://collibra.com/)
- Integrations claimed: 100 (https://www.collibra.com/products/integrations-apis/integrations)
- Certifications: ITAR, ISO 27001, ISO 42001, ISO 9001, FedRAMP, HIPAA, GDPR, CCPA
- Customers named: SAP, McDonald’s, Toyota Motor Europe, HEINEKEN, L’Oréal, Nationwide Building Society, Weir Group, ADEO

## What it publishes

Every page collibra.com exposes, read 2026-10-05: 5469 addresses. By kind, pages and the last 90 days:

- blog: 911 pages, 0 in the last 90 days, latest undated
- case study: 41 pages, 0 in the last 90 days, latest undated
- webinar or virtual event: 6 pages, 1 in the last 90 days, latest 2026-08-12
- conference or event: 241 pages, 0 in the last 90 days, latest undated
- report or ebook: 5 pages, 0 in the last 90 days, latest 2026-03-10
- comparison: 5 pages, 2 in the last 90 days, latest 2026-09-10
- template or tool: 7 pages, 0 in the last 90 days, latest 2026-06-30
- glossary or explainer: 33 pages, 0 in the last 90 days, latest 2026-06-17
- podcast or video: 59 pages, 2 in the last 90 days, latest 2026-08-04
- news or press: 53 pages, 0 in the last 90 days, latest undated
- Recent: 2026-09-10 comparison: Context vs control why you need both https://www.collibra.com/blog/context-vs-control-why-you-need-both
- Recent: 2026-08-12 webinar or virtual event: Data lineage read apis mcp server lineage on demand https://www.collibra.com/blog/data-lineage-read-apis-mcp-server-lineage-on-demand
- Recent: 2026-08-05 comparison: Data sharing agreements vs data contracts two different promises around data https://www.collibra.com/blog/data-sharing-agreements-vs-data-contracts-two-different-promises-around-data
- Recent: 2026-08-04 podcast or video: Foundations for fast ai deployment in telecommunications https://www.collibra.com/podcasts/foundations-for-fast-ai-deployment-in-telecommunications
- Recent: 2026-07-28 podcast or video: From catching up to leading why ai governance must think five steps ahead https://www.collibra.com/podcasts/from-catching-up-to-leading-why-ai-governance-must-think-five-steps-ahead
- Recent: 2026-06-30 template or tool: Ai audit readiness a checklist for models agents and your first ai audit https://www.collibra.com/blog/ai-audit-readiness-a-checklist-for-models-agents-and-your-first-ai-audit

## 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.