# Collibra: how AI models rank it, October 2026

IT AI Recommendation Index, October 2026 Edition. Named in 60 judge labels across 4 categories by 14 of 14 models. Page: https://it-ai-index.com/vendors/collibra/

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| Data catalogs and governance | 0% | 83 | 49% | 53 |
| AI governance platforms | 0% | 134 | 75% | 4 |
| Master data management | 0% | 25 | 0% | 2 |
| Data virtualization | 0% | 52 | 0% | 1 |

## What the models said for it

- "The reference point for formal governance operations ... Regulated enterprise (banking, healthcare): Collibra or Informatica" (DeepSeek V4 Flash, Data catalogs)
- "Collibra: Leader in Forrester Wave (highest scores in innovation, roadmap, partner ecosystem)." (Grok 4.1 Fast, Data catalogs)
- "Comprehensive policy automation, enterprise-grade auditability, strongest governance capabilities" (Kimi K2, Data catalogs)
- "favoring middle-ground options like Alation, Collibra, Atlan, or Microsoft Purview" (Qwen 3.7 Flash, Data catalogs)

## And against it

- "Skip These for Mid-Market ... Collibra | $100K+/year, 3–9 month implementation, built for regulated enterprises — overkill for mid-market" (DeepSeek V4 Flash, Data catalogs)
- "Options to Avoid (if budget is your main constraint) - Commercial tools (Collibra, Alation, Atlan, Select Star)" (DeepSeek V4 Flash, Data catalogs)
- "Collibra & Informatica: Built for regulated enterprises; 3–9 month deployments and custom pricing." (Kimi K2, Data catalogs)
- "What to Avoid: The "Enterprise Trap" ... Why you should skip them" (Gemini 3.5 Flash, Data catalogs)

## 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/IEC 27001, ISO/IEC 42001, ISO 9001, FedRAMP Moderate, HIPAA, GDPR requirements, CCPA requirements
- 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://it-ai-index.com/methodology/
- Raw judge labels and full responses: https://it-ai-index.com/data/
- License: CC BY 4.0. Cite as IT AI Recommendation Index, October 2026 Edition, it-ai-index.com.