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AI Vault vs Collibra Platform comparison

 

Comparison Buyer's Guide

Executive SummaryUpdated on Jun 3, 2026

Review summaries and opinions

We asked business professionals to review the solutions they use. Here are some excerpts of what they said:
 

Categories and Ranking

AI Vault
Ranking in Data Governance
30th
Average Rating
10.0
Number of Reviews
2
Ranking in other categories
No ranking in other categories
Collibra Platform
Ranking in Data Governance
1st
Average Rating
7.8
Reviews Sentiment
6.2
Number of Reviews
90
Ranking in other categories
Metadata Management (1st), AI Governance (1st)
 

Featured Reviews

reviewer2751876 - PeerSpot reviewer
Director at a tech services company with 11-50 employees
Secure access to LLM supports confidential document collaboration
We have used AI Vault for research and for help in putting together internal documents The quick, easy, and secure access to a LLM has enabled us to use these facilities without fear of information being shared elsewhere. As mentioned above, the security and anonymity of the product are…
AK
Senior Consultant at Morgan Stanley
Data governance has transformed business glossaries and now drives AI-ready insights
I think it's a great platform. Searching can be made a little better. The data marketplace which it provides is also great, but sometimes when we are searching an element and we know we are not sure if we can find it or if we have missed it. Listing data domains in one place for quick visibility will be an add-on. I am not a hardcore coder. For a coder to create workflows and automate the process, I needed to learn Groovy script and create some workflows. In the automation part, I think it can also introduce a low-code, no-code platform where we can connect different connectors and we can quickly create some automated workflows, if at basic level only, because the next big thing is automation and AI. Low-code, no-code platforms are being used by everyone. I think that will be useful. When I look for a data domain, I'm not able to find it very quickly. For a business owner to know data domains and search data domains, it could be made a little easier. Also, the automation part needs improvement. We are only able to enter the data manually or connect to a data source, but now we want to create some workflows as well. That's why I've chosen a rating of eight. Otherwise, it's really great.

Quotes from Members

We asked business professionals to review the solutions they use. Here are some excerpts of what they said:
 

Pros

"The quick, easy, and secure access to a LLM has enabled us to use these facilities without fear of information being shared elsewhere."
"The way it processes contemporaneous research prompts is much better than Chat GPT; it gives more fullsome answers that combine current data with the existing training data."
"Collibra Platform helps us achieve faster decision-making, improve data trust and accuracy, and reduce conflicting reports."
"The beauty of the solution is that you can customize it quite a bit."
"Collibra Platform provides a great user experience for the first time someone is entering Collibra Platform, as they have a few things that are already packaged for you, so you don't have to start from scratch."
"The solution's most valuable feature is data cataloging."
"The most important feature is the ease of use."
"It shows how the data was transformed on the way and how the solutions were derived, and any stakeholder in the company can see a very detailed visualization of the path of the data from the row to the report or the dataset to which machine learning was applied, for example."
"The most valuable feature is the Technical Lineage. The fact that you can trace the auditability of a particular field or attribute across various systems is very useful."
"The data quality functionality provides cutting-edge, next-level insights when compared to other tools such as Alation and Microsoft Purview."
 

Cons

"Any changes would be cosmetic; the interface could be smartened up."
"Some of the consoles are still a bit clunky; there is room for improvement there."
"Talking about the improvements needed for Collibra Platform, the first is learning. The platform is very large, so it requires a certain amount of information before you can work upon Collibra Platform."
"The breadth of available connectors for metadata ingestion need to grow quickly to support customers as they expand their data governance programs to include a diverse list of source systems from which they want to derive business value."
"The solution's metadata management is pretty novice and could be improved."
"The UI is good if you happen to be an administrator and are familiar with the technical side of the administration. If you're a business user, the UI is not good. It is hard to learn. It is hard for those who are administering it to teach to end-users and it can take hours of training to do it. Because it is difficult and non-intuitive, business users resist using it. It is a battle to get them on board and to keep them engaged because of the UI."
"A key area for improvement in Collibra Catalog lies in its integration capabilities, particularly with a broader range of sources."
"When we are doing discovery for unstructured data sources, I would suggest a quality report of the data that would indicate what was unable to process."
"From a usability perspective, customers usually find some areas of the solution a bit complex. It takes a long time for the customers to get used to the UI and the interface."
"Collibra Catalog could improve its automation to increase the efficiency of the software."
 

Pricing and Cost Advice

Information not available
"I would say it's probably in line with what other vendors charge for licensing."
"It is substantial, and we do pay yearly."
"The product's pricing is high, which its comprehensive features and capabilities may justify."
"Collibra Governance is extremely expensive"
"I think it is on a yearly basis, but I'm not involved with the pricing session, so I have no idea. There are several licenses for different models. You get one license per product, but a lot of features are controlled separately through different licenses. So, as and when you want to use a feature, you have to procure the license for that feature."
"I think they can bring a few more features and align better with other quality products."
"We purchase its annual license. There is an extra cost for additional users."
"Collibra Governance is expensive - I would rate its pricing as one out of five."
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Top Industries

By visitors reading reviews
Construction Company
46%
Comms Service Provider
11%
Transportation Company
7%
Outsourcing Company
5%
Financial Services Firm
16%
Computer Software Company
10%
Manufacturing Company
8%
Outsourcing Company
5%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
No data available
By reviewers
Company SizeCount
Small Business24
Midsize Enterprise14
Large Enterprise63
 

Questions from the Community

What needs improvement with AI Vault?
Any changes would be cosmetic; the interface could be smartened up.
What is your primary use case for AI Vault?
We have used AI Vault for research and for help in putting together internal documents.
What needs improvement with Collibra Data Intelligence Platform?
The UI of Collibra Platform can be improved, as can some APIs such as the import API. Improving the UI and documentation would bring it closer to a perfect score for me, making it more accessible.
What is your primary use case for Collibra Data Intelligence Platform?
Collibra Platform is used for data governance, bridging business and technical data. I used Collibra Platform to import metadata from GCP projects by utilizing Collibra import APIs. Importing metad...
What advice do you have for others considering Collibra Data Intelligence Platform?
I would advise others looking into using Collibra Platform to get some training and develop a culture around data governance. I have no idea about Collibra Platform's AI capabilities regarding gove...
 

Also Known As

AI Vault Saas Edition
Data Intelligence Platform, Collibra AI Governance, Collibra Catalog, Collibra Governance, Collibra Lineage, Collibra Privacy & Risk
 

Overview

 

Sample Customers

Information Not Available
AXA XL, DNB, Adobe, PMI, Holland America Line, UC Davis Health, Cox Automotive
Find out what your peers are saying about AI Vault vs. Collibra Platform and other solutions. Updated: June 2026.
902,894 professionals have used our research since 2012.