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GitLab vs Qwiet AI comparison

 

Comparison Buyer's Guide

Executive Summary

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

GitLab
Ranking in Application Security Tools
7th
Ranking in Static Application Security Testing (SAST)
4th
Ranking in Software Composition Analysis (SCA)
4th
Average Rating
8.4
Reviews Sentiment
7.0
Number of Reviews
91
Ranking in other categories
Build Automation (1st), Release Automation (2nd), Rapid Application Development Software (11th), Enterprise Agile Planning Tools (2nd), Fuzz Testing Tools (2nd), DevSecOps (1st)
Qwiet AI
Ranking in Application Security Tools
37th
Ranking in Static Application Security Testing (SAST)
34th
Ranking in Software Composition Analysis (SCA)
21st
Average Rating
10.0
Reviews Sentiment
7.1
Number of Reviews
1
Ranking in other categories
No ranking in other categories
 

Mindshare comparison

As of May 2026, in the Static Application Security Testing (SAST) category, the mindshare of GitLab is 2.2%, down from 2.9% compared to the previous year. The mindshare of Qwiet AI is 0.9%, up from 0.2% compared to the previous year. It is calculated based on PeerSpot user engagement data.
Static Application Security Testing (SAST) Mindshare Distribution
ProductMindshare (%)
GitLab2.2%
Qwiet AI0.9%
Other96.9%
Static Application Security Testing (SAST)
 

Featured Reviews

BasilJiji - PeerSpot reviewer
System Engineer at a retailer with 10,001+ employees
Role-based workflows have transformed daily deployments and improve team collaboration
GitLab has role-based access control, so when a team member needs to make a code change, they cannot directly apply it to the environment but must put in a merge request. Once a senior reviews the code and approves it, then it is implemented across the environment, making it safer and allowing everyone to experience the process. The best features GitLab offers are version control and automation, which are the major things that stand out to me. When it comes to access, the login is very smooth, with just one login integrated with our Okta, allowing everyone to log in easily. Deployments become much easier, and that is how GitLab helps. The automation features make my work easier because we use a tool called AWX, which is connected to GitLab. Whenever we run a job on AWX, it directly checks the code and uses it. Since the code is not preserved locally but kept in the cloud, it is safe and nobody can tamper with it. When it comes to safety, that is a major thing. Automation features allow the code to be accessed from any tools we use, so the jobs we run are helping tremendously and doing their work perfectly. For pipeline tasks, we have created a significant amount of pipelines, which are all hosted in GitLab. Running the pipelines has become much easier, and they are doing a perfect job, helping tremendously in our day-to-day activities. GitLab has positively impacted my organization because previously we stored code locally on servers, leading to many risks. Since GitLab came into our environment, our integration and deployments became much easier, helping our work become much smoother. Improvements from GitLab have led to better team collaboration because when several people are working, they can all edit the code and submit it as a merge request, and once approved, it reflects directly to the main branch. Many can work at the same time. When it comes to deployments, deploying has become much faster since we started using GitLab, and even if errors occur, we can spot them easily and troubleshoot, which has helped tremendously.
SS
Senior Director of Engineering - Information Security at Apna
Effectively in identify and fix bugs early in the development lifecycle
When it comes to ShiftLeft, the most valuable feature is definitely its ease of use and cost-effectiveness. Previously, security professionals had to spend a lot of time and effort running around, asking people to fix issues in their products, architectures, code, and even networks. With ShiftLeft, everything becomes robust and secure from within. Instead of relying on external measures like Web Application Firewalls (WAF) that are applied from the outside in, ShiftLeft takes a proactive approach. It helps prevent issues from arising in the first place, making it much easier for both security teams and developers. It's also cost-effective because you don't have to constantly go back, make changes to the code, and then push it again. Writing secure code from the start ensures that there are no vulnerabilities when it goes live. So, I would say the main features of ShiftLeft are its cost-effectiveness and ease of adaptability or use.

Quotes from Members

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

Pros

"The CI/CD process is very efficient."
"The best thing is that as the developers work on separate tasks, all of the code goes there and the other team members don't have to wait on each other to finish."
"The most valuable features of GitLab are the CI/CD pipeline and code management."
"I have found the most valuable features of GitLab are the GitClone, GitPush, GitPull, GitMatch, GitMit, GitCommit, and GitStatus."
"The stability of GitLab is impressive."
"The most valuable functionality of GitLab, for me, is the DevOps, and besides the normal source control based on Git, I find the Auto DevOps features most important in the solution."
"The most valuable functionality of GitLab, for me, is the DevOps. Besides the normal source control based on Git, I find the Auto DevOps features most important in the solution."
"GitLab has positively impacted our organization by making our code very secure because GitLab prides itself on security."
"When it comes to ShiftLeft, the most valuable feature is definitely its ease of use and cost-effectiveness."
 

Cons

"GitLab can improve by integrating with more tools, such as servers with Docker."
"The initial setup was quite challenging because it takes some time to understand how to pull out or push the code."
"The solution could improve by having better integration."
"I've noticed an area for improvement in GitLab, particularly needing to go through many steps to push the code to the repository."
"Currently, GitLab is not easy to scale because GitLab has specific deployment instructions. We deploy it on one of the VMs."
"The user interface could be more user-friendly. We do most of our operations through the website interface but it could be better."
"The licensing model could be improved to be more accommodating in terms of user numbers and costs."
"The solution should again offer an on-premises deployment option."
"Having support from senior management is crucial in making it mandatory for teams to collaborate with the security team throughout the development process."
 

Pricing and Cost Advice

"I'm not sure if they have some kind of discount. I've been negotiating with them on prices before, and I believe they weren't too happy to give discounts, but list prices are $19 per user, per month for Premium and $99 per user, per month for Ultimate. So, the difference between Premium and Ultimate is a bit bigger, and in most companies, you need to build some type of business case."
"I think that we pay approximately $100 USD per month."
"Its price is fine. It is on the cheaper side and not expensive. You have to pay additionally for GitLab CI/CD minutes. Initially, we used the free version. When we ran out of GitLab minutes, we migrated to the paid version."
"The solution is free."
"On a scale of one to ten, where one is cheap, and ten is expensive, I rate the pricing a five out of ten."
"In terms of the pricing for GitLab, on a scale of one to five, with one being expensive and five being cheap, I'm rating pricing for the solution a four. It could still be cheaper because right now, my company has a small team, and sometimes it's difficult to use a paid product for a small team. You'd hope the team will grow and scale, but currently, you're paying a high license fee for a small team. I'm referring to the GitLab license that has premium features and will give you all features. This can be a problem for management to approve the high price of the license for a team this small."
"Regarding pricing, I would rate GitLab as moderately priced, maybe around a seven or eight out of ten. It could be more flexible for clients but generally offers good value."
"The price of GitLab could be better, it is expensive."
Information not available
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Top Industries

By visitors reading reviews
Financial Services Firm
14%
Manufacturing Company
10%
Computer Software Company
10%
Government
10%
Construction Company
13%
Retailer
13%
Financial Services Firm
11%
Manufacturing Company
10%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business38
Midsize Enterprise11
Large Enterprise49
No data available
 

Questions from the Community

What is your experience regarding pricing and costs for GitLab?
The setup cost for GitLab is minimal since the team has its own minimal resource balancing. The costing falls into an intermediate stage and is impactful across all results within the team. It allo...
What needs improvement with GitLab?
There are many improvements that GitLab can implement, such as addressing the issue of caching. Currently, when I have multiple tasks to merge or attempt multiple merges, the CI/CD and overall GitL...
What is your primary use case for GitLab?
My main use case for GitLab is as a version control system that we are using. Currently, I am working on an end-to-end AI pipeline, and I have deployed my whole code using GitLab so that all things...
Ask a question
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Comparisons

 

Also Known As

Fuzzit
ShiftLeft
 

Overview

 

Sample Customers

1. NASA  2. IBM  3. Sony  4. Alibaba  5. CERN  6. Siemens  7. Volkswagen  8. ING  9. Ticketmaster  10. SpaceX  11. Adobe  12. Intuit  13. Autodesk  14. Rakuten  15. Unity Technologies  16. Pandora  17. Electronic Arts  18. Nordstrom  19. Verizon  20. Comcast  21. Philips  22. Deutsche Telekom  23. Orange  24. Fujitsu  25. Ericsson  26. Nokia  27. General Electric  28. Cisco  29. Accenture  30. Deloitte  31. PwC  32. KPMG
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Find out what your peers are saying about SonarSource Sàrl, Checkmarx, Veracode and others in Static Application Security Testing (SAST). Updated: April 2026.
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