Overview
ProductRatingMost Used ByProduct SummaryStarting Price
Bugzilla
Score 8.5 out of 10
N/A
N/AN/A
GitHub Copilot
Score 8.8 out of 10
N/A
GitHub Copilot is presented as an AI pair programmer, that plugs into the user's editor. It then turns natural language prompts into code, offers multi-line function suggestions, speeds up test generation, filters out common vulnerable coding patterns, and blocks suggestions matching public code.
$10
per month
GitLab
Score 8.7 out of 10
N/A
GitLab is an intelligent orchestration platform for DevSecOps, where software teams enable AI at every stage of the software lifecycle to ship faster. The platform enables teams to automate repetitive tasks across planning, building, securing, testing, deploying, and maintaining software.
$0
per month per user
Pricing
BugzillaGitHub CopilotGitLab
Editions & Modules
No answers on this topic
CoPilot for Individuals
$10
per month
CoPilot for Business
$19
per month per user
GitLab Free (self-managed)
$0
GitLab Free
$0
GitLab Premium
$29
per month per user
GitLab Premium (self-managed)
$29
per month per user
GitLab Ultimate
Contact Sales
GitLab Ultimate (self-managed)
Contact Sales
Offerings
Pricing Offerings
BugzillaGitHub CopilotGitLab
Free Trial
NoYesYes
Free/Freemium Version
NoNoYes
Premium Consulting/Integration Services
NoNoYes
Entry-level Setup FeeNo setup feeNo setup feeOptional
Additional DetailsGitLab Credits enable flexible, consumption-based access to agentic AI capabilities in the GitLab platform, allowing you to scale AI adoption at your own pace while maintaining cost predictability. Powered by Duo Agent Platform, GitLab’s agentic AI capabilities help software teams to collaborate at AI speed, without compromising quality and enterprise security. If usage exceeds monthly allocations and overage terms are accepted, automated on-demand billing activates without service interruption, so your developers never lose access to AI capabilities they need. Real-time dashboards provide transparency into AI consumption patterns. Software teams can see usage across users, projects, and groups with granular attribution for cost allocation. Automated threshold alerts facilitate proactive planning. Advanced analytics deliver trending, forecasting, and FinOps integration.
More Pricing Information
Community Pulse
BugzillaGitHub CopilotGitLab
Considered Multiple Products
Bugzilla

No answer on this topic

GitHub Copilot

No answer on this topic

GitLab
Chose GitLab
I liked GitLab better than Beanstalk. GitLab had a free option, which Beanstalk did not at the time. From what I have used of Bitbucket, I probably like it better than GitLab, specifically I like the design better. Doing things in Bitbucket seemed a bit slower to me though. Now …
Chose GitLab
GitLab is superior to Beanstalk but still lacking in some areas in comparison to newer features to GitHub. However, it's enterprise based approach is very attractive to many of our top tier clients making it and effective solution for us within their organizations. It's well …
Chose GitLab
It's much simpler than the competitors. The one important feature Gitlab stand out is the CI/CD pipeline. GitHub required integration with external CI tools but Gitlab has this feature built-in. Compare to Jenkins and TeamCity, It's easy to use without any additional Plugins. …
Chose GitLab
I tried GitHub in the past, and it was really similar as GitLab. But we prefer use GitLab for the cicd part, easier to handle
Best Alternatives
BugzillaGitHub CopilotGitLab
Small Businesses
GitLab
GitLab
Score 8.7 out of 10

No answers on this topic

GitGuardian
GitGuardian
Score 9.0 out of 10
Medium-sized Companies
GitLab
GitLab
Score 8.7 out of 10

No answers on this topic

Veracode
Veracode
Score 8.8 out of 10
Enterprises
GitLab
GitLab
Score 8.7 out of 10

No answers on this topic

Veracode
Veracode
Score 8.8 out of 10
All AlternativesView all alternativesView all alternativesView all alternatives
User Ratings
BugzillaGitHub CopilotGitLab
Likelihood to Recommend
7.7
(18 ratings)
8.9
(8 ratings)
8.3
(152 ratings)
Likelihood to Renew
6.0
(10 ratings)
-
(0 ratings)
9.0
(5 ratings)
Usability
9.0
(3 ratings)
8.8
(7 ratings)
10.0
(6 ratings)
Availability
9.0
(3 ratings)
-
(0 ratings)
-
(0 ratings)
Performance
8.0
(2 ratings)
-
(0 ratings)
9.0
(1 ratings)
Support Rating
5.1
(3 ratings)
-
(0 ratings)
10.0
(12 ratings)
In-Person Training
9.0
(1 ratings)
-
(0 ratings)
-
(0 ratings)
Implementation Rating
8.0
(2 ratings)
-
(0 ratings)
-
(0 ratings)
Configurability
9.0
(1 ratings)
-
(0 ratings)
-
(0 ratings)
Ease of integration
9.0
(1 ratings)
-
(0 ratings)
-
(0 ratings)
Product Scalability
9.0
(1 ratings)
-
(0 ratings)
10.0
(1 ratings)
Vendor post-sale
7.0
(1 ratings)
-
(0 ratings)
-
(0 ratings)
Vendor pre-sale
8.0
(1 ratings)
-
(0 ratings)
-
(0 ratings)
User Testimonials
BugzillaGitHub CopilotGitLab
Likelihood to Recommend
Open Source
Buzilla is easy to use and provides basic functionality to use as a bug tracking tool. If big size attachments are allowed it would have been great. Also with Bugzilla home->Test management area is improved by allowing multiple sections it would be awesome!
Read full review
GitHub
Copilit is fantastic at the following: 1. Solving simple, well-defined problems, such as implementing an algorithm, manipulating a data structure, or string manipulation and regex. 2. Implementing simple APIs that are mainly CRUD in nature, with moderate business logic inside them, which may involve some processing or passing the data through an algorithm. 3. Implementation of well-defined activities, such as implementing a connection to an Oracle DB using Hibernate or JDBC, or implementing boilerplate code for a backend service to listen to Kafka events. It is not that great when it comes to understanding and implementing code in a proprietary DSL. It struggles when implementing a major feature across a complex codebase. I believe developers should also adopt the trust-but-verify paradigm when expecting highly secure or regulated code from GitHub Copilot.
Read full review
GitLab
GitLab is good if you work a lot with code and do complex repository actions. It gives you a very good overview of what were the states of your branches and the files in them at different stages in time. It's also way easier and more efficient to write pipelines for CI\CD. It's easier to read and it's easier to write them. It takes fewer clicks to achieve the same things with GitLab than it does for competitor products.
Read full review
Pros
Open Source
  • Open source! No license fee involved, no limit to the number of licenses.
  • Easy to install and maintain. Installation is very easy and hardly needs any maintenance efforts, except when migrating from one version to other. Each project can have its own group of users.
  • Includes all the core features/fields that are needed to log a software bug/issue.
  • Multiple attachments are possible, supports various formats.
  • Good for reporting. Filtering mechanism lets you query bugs by various parameters.
Read full review
GitHub
  • Make code development faster and quicker.
  • Helps write better code standards for projects.
  • Provide the latest functions from the technology.
  • Notifies about the deprecated functions.
Read full review
GitLab
  • GitLab excels in managing code versions, allowing easy tracking of changes, branch management, and merging contributions.
  • It helps maintain code stability and reliability, saving time and effort in the development or research workflow.
  • Powerful code review features, enabling collaboration and feedback among team members.
  • Robust project management features, including issue tracking, kanban boards, and milestones.
Read full review
Cons
Open Source
  • Cloud Based. I'd like to see bugzilla be cloud based. The company I currently work with made a final decision to change db's for this specific reason. Due to the frequency of travel in this company, they need access to bugzilla from differing national / international locations.
  • Larger File Attachments. I believe the limit of a bugzilla content upload is 4 megabytes. For many of our video'd issues, this file size is simply impractical without the additional effort exertion on video compressor applications.
Read full review
GitHub
  • The only issue I faced is the context token size, it can be increase.
  • Sometime with agent mode it takes too much time, which can be reduced but I understand it also depends on the complexity of the given task.
Read full review
GitLab
  • CI variables management is sometimes hard to use, for example, with File type variables. The scope of each variable is also hard to guess.
  • Access Token: there are too many types (Personal, Project, global..), and it is hard to identify the scope and where it comes from once created.
  • Runners: auto-scaled runners are for the moment hard to put in place, and monitoring is not easy.
Read full review
Likelihood to Renew
Open Source
For future projects I will look at something that is hosted in the cloud that I don't have to manage. I would also like something that has a more modern feel to allow my customers to use it as well as my employees.
Read full review
GitHub
No answers on this topic
GitLab
I really feel the platform has matured quite faster than others, and it is always at the top of its game compared to the different vendors like GitHub, Azure pipelines, CircleCI, Travis, Jenkins. Since it provides, agents, CI/CD, repository hosting, Secrets management, user management, and Single Sign on; among other features
Read full review
Usability
Open Source
This is a pretty straightforward system. You put in the bug details, a ticket is created, the team is notified. The user interface reflects this very simple and straightforward flow. It's certainly much easier than trying to track bugs with using Excel and email.
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GitHub
I feel that GitHub Copilot's overall usability is good due to its tight integration with Visual Studio and the workspace. However, developers expect greater ease of use, as there is a learning curve to realize productivity gains with the tool fully. I think there is room for improvement in GitHub Copilot's UI integration within Visual Studio.
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GitLab
I find it easy to use, I haven't had to do the integration work, so that's why it is a 9/10, cause I can't speak to how easy that part was or the initial set up, but day to day use is great!
Read full review
Reliability and Availability
Open Source
I used it.
Read full review
GitHub
No answers on this topic
GitLab
I've never had experienced outages from GItlab itself, but regarding the code I have deployed to Gitlab, the history helps a lot to trace the cause of the issue or performing a rollback to go back to a working version
Read full review
Performance
Open Source
I like this rating.
Read full review
GitHub
No answers on this topic
GitLab
GItlab reponsiveness is amazing, has never left me IDLE. I've never had issues even with complex projects. I have not experienced any issues when integrating it with agents for example or SSO
Read full review
Support Rating
Open Source
Since it is open source, it doesn't have customer service. However, the amount of information on forums is vast. If you can wade through it, you'll get what you need
Read full review
GitHub
No answers on this topic
GitLab
At this point, I do not have much experience with Gitlab support as I have never had to engage them. They have documentation that is helpful, not quite as extensive as other documentation, but helpful nonetheless. They also seem to be relatively responsive on social media platforms (twitter) and really thrived when GitHub was acquired by Microsoft
Read full review
In-Person Training
Open Source
I know it.
Read full review
GitHub
No answers on this topic
GitLab
No answers on this topic
Implementation Rating
Open Source
Implementation was pretty simple. Particularly because the product cannot be customized so there is not much to do apart from getting it up and running.
Read full review
GitHub
No answers on this topic
GitLab
No answers on this topic
Alternatives Considered
Open Source
We migrated away from the whole suite of Rational tools because of their massive complexity around administration and inflexibility regarding workflows. In addition, the suite was insanely expensive, and users hated the usability of the tools. We evaluated, and liked JIRA, but because the organization was looking for cost savings, we ended up going with Bugzilla and it's FOSS model so as to avoid ongoing costs.
Read full review
GitHub
It is useful that copilot integrates so well with vscode, which is a very common IDE. I used Tabnine for a little while but it was not that intuitive, and did not seem as helpful as GitHub copilot was. I have enjoyed GitHub copilot a lot, especially the ease of hitting the tab key and seeing quick progress in my tasks.
Read full review
GitLab
Gitlab seems more cutting-edge than GitHub; however, its AI tools are not yet as mature as those of CoPilot. It feels like the next-generation product, so as we selected a tool for our startup, we decided to invest in the disruptor in the space. While there are fewer out-of-the-box templates for Gitlab, we have never discovered a lack of feature parity.
Read full review
Scalability
Open Source
I used it
Read full review
GitHub
No answers on this topic
GitLab
I think is very well designed, and like any VCS it works as intended
Read full review
Return on Investment
Open Source
  • It has made the SDLC process more efficient. Bugs were logged and tracked in emails or in Excel sheets leading to slow communication and at time version issues with multiple files. Being an online tool, Bugzilla solved those issues, improved communication, instant status updates and improved efficiency.
  • We have used Bugzilla with a lot of federal goverment agencies (DHS, CMS, SAMHSA, CDC, HHS etc). Project Directors adn Principle Investigators were at times given access to Bugzilla which provided a snapshot of open vs closed issues.
  • Some groups would resist using Bugzilla with the email reminders being the main reason. Turning off or reminding them of features where we can 'control' email notification helped a lot.
Read full review
GitHub
  • Our ROI of the purchase of Copilot was met in less than a day. The timesave cannot be overstated
  • Programmer boredom/dissatisfaction is down because of less repetetive crud work.
Read full review
GitLab
  • GitLab cut down our spent on container, package and infrastructure registry
  • Best thing is we can now have everything in single platform which cost effective too
  • Quality of support is really good and they do have emergency support team as well which is great
Read full review
ScreenShots

GitLab Screenshots

Screenshot of What is Intelligent Orchestration for DevSecOps?Screenshot of an overview of GitLab Duo Agent PlatformScreenshot of a new agent creation screen