# Collibra: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 17 judge labels across 1 category by 13 of 14 models. Page: https://www.gane.ai/index/gtm/vendors/collibra

## 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% | 21 | 12% | 17 |

## What the models said for it

- "Platforms that prioritize data lineage, access controls, and audit trails (e.g., Collibra, Alation) may be better for enterprise needs." (MiniMax M2.5, DMP)
- "Alternatives for data governance/analytics: Collibra, Alation, Atlan, Informatica, or open-source like DataHub." (Grok 4.20, DMP)
- "Choose Informatica or Collibra if your company suffers from fragmented, untrusted data across system silos" (Gemini 3.5 Flash, DMP)
- "Choose Collibra if you are a massive organization with strict compliance needs." (Qwen 3.7 Flash, DMP)

## And against it

- "A catalog such as Collibra or Microsoft Purview will not solve ingestion, storage, or analytics problems by itself" (Perplexity Sonar, DMP)
- "It's comprehensive but has a notoriously long deployment (3–9+ months) and requires dedicated data stewards." (DeepSeek V4 Flash, DMP)

## By model

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

## Sources returned with these answers

The sites and pages cited by the answers that named Collibra, from 41 of the 44 answers that named it (only the models that return a source list).

### Domains cited

- techrepublic.com: 16
- guideflow.com: 12
- estuary.dev: 11
- g2.com: 11
- gane.ai/index: 11
- alation.com: 9
- softwareadvice.com: 9
- improvado.io: 8
- barc.com: 7
- fortegrp.com: 7

### Pages cited

- https://techrepublic.com/article/best-data-management-software: 16
- https://guideflow.com/blog/data-management-platform: 11
- https://estuary.dev/blog/data-management-tools: 10
- https://fortegrp.com/insights/top-19-data-management-tools-platforms-in-the-usa: 7
- https://improvado.io/blog/enterprise-data-management-tools: 7
- https://barc.com/reviews/data-tools: 6
- https://www.gane.ai/index/gtm/gtm-data/data-management-platforms/smb: 6
- https://softwareworld.co/data-management-platforms/comparison: 6

## The company

Collibra; https://www.collibra.com; Belgium; founded 2008. From Wikidata, fetched 2026-09-14.

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