# Collibra Data Quality: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 5 judge labels across 1 category by 5 of 14 models. Page: https://www.gane.ai/index/gtm/vendors/collibra-data-quality

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [CRM data quality and deduplication](https://www.gane.ai/index/gtm/revops/crm-data-quality-and-deduplication/index.md) | 0% | 84 | 40% | 5 |

## What the models said for it

- "Focuses on data governance and cataloging alongside quality management" (MiniMax M2.5, CRM data quality)

## And against it

- "often expensive, implementation-heavy, and excessive for straightforward CRM deduplication" (Perplexity Sonar, CRM data quality)
- "Overkill if your only concern is CRM data cleanliness" (DeepSeek V4 Flash, CRM data quality)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 0 | 1 | 0 | 1 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 0 | 0 |
| Perplexity Sonar | 0 | 0 | 0 | 1 | 1 |
| Grok 4.20 | 0 | 0 | 0 | 0 | 0 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 1 | 1 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| 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 | 1 | 0 | 0 | 1 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 1 | 0 | 1 |

## Sources returned with these answers

The sites and pages cited by the answers that named Collibra Data Quality, from 12 of the 12 answers that named it (only the models that return a source list).

### Domains cited

- g2.com: 10
- cognism.com: 9
- findymail.com: 7
- gane.ai/index: 4
- cleanlist.ai: 3
- clearout.io: 3
- coffee.ai: 3
- sourceforge.net: 3
- techrepublic.com: 3
- airbyte.com: 2

### Pages cited

- https://g2.com/categories/data-quality/f/crm: 10
- https://cognism.com/blog/data-quality-management-tools: 9
- https://findymail.com/blog/crm-data-quality: 7
- https://g2.com/categories/data-quality: 5
- https://cleanlist.ai/blog/2026-03-27-data-quality-tools: 3
- https://clearout.io/blog/crm-data-cleaning-solutions: 3
- https://www.gane.ai/index/gtm/revops/crm-data-quality-and-deduplication/smb: 3
- https://techrepublic.com/article/best-data-cleaning-software: 3

## The company

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

## In its own words

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

- Positioning: An integrated approach to data intelligence that is built on a foundation of transparency and trust. (https://trust.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

## 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.