CRM data quality and deduplication · Named, not rankedCollibra Data Quality
Named, too few times to rank.
A product needs 10 labels in a category before a share is stated. Collibra Data Quality has 5.
Why models recommend it
“Focuses on data governance and cataloging alongside quality management”MiniMax M2.5 · Comparative question · alternative
What gives them pause
“often expensive, implementation-heavy, and excessive for straightforward CRM deduplication”Perplexity Sonar · Negative question · warning
“Overkill if your only concern is CRM data cleanliness”DeepSeek V4 Flash · Comparative question · warning
Also on the shortlist
The products named in the same answers as Collibra Data Quality, over the 12 answers that named it, and how often each was the first choice instead.
| Product | Named together | Picked instead | |
|---|---|---|---|
| 12 | 7 | View → | |
| 12 | 1 | View → | |
| 9 | 0 | View → | |
| 8 | 0 | View → | |
| 8 | 0 | View → | |
| 8 | 0 | View → | |
| 7 | 0 | View → | |
| 7 | 0 | View → | |
| 6 | 0 | View → | |
| 4 | 1 | View → |
A side-by-side page exists where both products are among a category's top eight.
At a glance
Stated on Collibra Data Quality's own site, not checked by Gane.
- Integrations
- 100
- Certifications
- ITAR, ISO 27001, ISO 42001, ISO 9001, FedRAMP, HIPAA, GDPR, CCPA
- Headquarters
- Belgium
- Founded
- 2008
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 12 of the 12 answers that named Collibra Data Quality and are not a share of its labels.
Domains cited
Forty-three of the forty-seven domain citations in answers naming Collibra Data Quality came from a third party's page. Four were to the publisher's own pages (the Gane Index), which the models cite like any other source; they are not counted as a third party.
Pages cited
Pages are listed as the models cited them.
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 |
What it publishes
| Kind | Pages | Last 90 days | 2025-11 to 2026-10 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 911 | undated | CRM | ||
| 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.