4 categories · RankedCollibra
Collibra is a data governance platform used for data cataloging, lineage and compliance workflows · collibra.com ↗
Strongest at enterprise, contested with Atlan. Ranked 22 of 118 for small business buyers.
The standing depends on who is buying. Every model is asked the same questions for each company size.
Secoda is first at 19%.
Atlan is first at 35%. 0 of 14 models made it the first choice when asked directly.
Ranked first, contested: Atlan has 23%.
Why models recommend it
“strongest association with formal governance workflows, stewardship, policy management, and enterprise operating models”GPT-5.4 mini · Comparative question · first choice
“A governance-first platform designed for large enterprises and heavily regulated industries”DeepSeek V4 Flash · Comparative question · first choice
“I'd usually recommend Alation or Collibra as the first two platforms to evaluate”GPT-5.4 mini · Paraphrase question · first choice
“Gold standard for formal governance; extensive data lineage; enterprise integration”MiniMax M2.5 · Comparative question · first choice
What gives them pause
“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 · Negative question · warning
“What to Avoid ... Enterprise tools like Collibra, Alation, or Atlan — Excellent products, but typically cost $50K–$200K+ annually.”Kimi K2 · Budget-constrained question · warning
“Avoid or be cautious with Collibra, Apache Atlas, Microsoft Purview (in non-Microsoft environments)”Mistral Small · Negative question · warning
“What to Avoid: ... Collibra | $100,000+ starting price, 6-12 month implementation”Kimi K2 · Direct question · warning
Also on the shortlist
The products named in the same answers as Collibra, over the 212 answers that named it, and how often each was the first choice instead.
| Product | Named together | Picked instead | |
|---|---|---|---|
| 160 | 5 | View → | |
| 151 | 43 | View → | |
| 127 | 8 | View → | |
| 99 | 6 | View → | |
| 94 | 2 | View → | |
| 86 | 14 | View → | |
| 62 | 23 | View → | |
| 42 | 1 | View → | |
| 39 | 11 | View → | |
| 38 | 1 | View → |
What the models named instead of Collibra →
A side-by-side page exists where both products are among a category's top eight.
At a glance
Stated on Collibra's own site, not checked by Gane.
- For
- AI leaders who need certainty at the speed of AI
- Integrations
- 100
- 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
How this is measured
Fourteen AI models from 12 labs are asked the same buying questions six ways, for three company sizes. Standings refresh every edition.
Gane sells AI visibility software. No company can pay to change a result.
Read the method →Sources returned with these answers
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted. These counts come from 180 of the 212 answers that named Collibra and are not a share of its labels.
Domains cited
518 of the 518 domain citations in answers naming Collibra came from a third party's page.
Pages cited
Pages are listed as the models cited them.
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 |
What it publishes
| Kind | Pages | Last 90 days | 2025-11 to 2026-10 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 911 | undated | Observability | ||
| Conference or event | 241 | undated | |||
| Podcast or video | 59 | 2 | 2026-08-04 | ||
| News or press | 53 | undated | |||
| Case study | 41 | undated | |||
| Glossary or explainer | 33 | 0 | 2026-06-17 | ||
| Template or tool | 7 | 0 | 2026-06-30 | ||
| Webinar or virtual event | 6 | 1 | 2026-08-12 | ||
| Report or ebook | 5 | 0 | 2026-03-10 | ||
| Comparison | 5 | 2 | 2026-09-10 |
Most recent
- 2026-09-10Context vs control why you need both comparison
- 2026-08-12Data lineage read apis mcp server lineage on demand webinar or virtual event
- 2026-08-05Data sharing agreements vs data contracts two different promises around data comparison
- 2026-08-04Foundations for fast ai deployment in telecommunications podcast or video
- 2026-07-28From catching up to leading why ai governance must think five steps ahead podcast or video
- 2026-06-30Ai audit readiness a checklist for models agents and your first ai audit template or tool
Events in person
- September 23, 2026 to September 24, 2026Big Data LDN 2026Olympia, Stand N68, London, U.K. · exhibited
As the event pages on collibra.com state them, read October 5, 2026.
How it is countedHide how it is counted
Every page collibra.com exposes, subdomains included. Kind is read from the address and title. The last 90 days, the latest date and the twelve months count pages by when they were published, from the site's feeds, a date in the address, or the page's own publication date, read from up to a hundred of its most recently changed pages; a page that says only when it last changed is counted in its kind but not in when, so the recent counts are a floor, and a kind none of whose pages gives a publication date reads undated. An event counts as online when its address or title says so (webinar, on demand, virtual or online summit); a conference, summit, trade show, expo or roadshow that does not say so is counted as a conference or event, which on a vendor's site is mostly in person. Read October 5, 2026.