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
Zendesk Suite
Score 8.7 out of 10
N/A
Zendesk is a customer support solution with built-in ticketing, conversational messaging, and live chat, designed to help businesses of all sizes and industries deliver personalized service at scale. Zendesk's AI agents are trained in CX to help Service teams resolve customer issues faster and more accurately while still providing a human-centered experience. Zendesk ultimately aims to help businesses improve time to value, reduce effort per ticket, and keep costs low.
$69
per month per agent
Pricing
Bugzilla
GitLab
Zendesk Suite
Editions & Modules
No answers on this topic
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)
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Suite Team
$69
per month per agent
Suite Growth
$115
per month per agent
Suite Professional
$149
per month per agent
Suite Enterprise
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Offerings
Pricing Offerings
Bugzilla
GitLab
Zendesk Suite
Free Trial
No
Yes
Yes
Free/Freemium Version
No
Yes
No
Premium Consulting/Integration Services
No
Yes
Yes
Entry-level Setup Fee
No setup fee
Optional
Optional
Additional Details
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GitLab 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.
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!
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.
Being a customer support agent, I found it very good when it comes to send an email or call or chat- with the user. I can do all that from the one single platform which is so easy and time saving for you. It does not take much time to use this, We can chat- with the user and at the same time we can send an email to them as well.
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.
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.
Is there a way for AEs and CSMs to be informed in a weekly summary of all their accounts and any tickets? Example: Disney submitted a ticket on XYZ. Google has an urgent issue on X still unresolved.
Is there a way for CSMs or AEs to have a Dashboard that's specific to their accounts instead of seeing all the tickets in the queue that are not relevant to them?
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.
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
Zendesk is an amazing tool for communicating with your customers easily. The communication tickets from sellers to us or from us to sellers are stored, and there are statuses used to make communication easy. We have internal conversations between departments, linked with useful software such as Zingtree, Talkdesk, and Webs.
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.
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!
Pros: The agent interface is sleek, contemporary, and relatively easy to learn compared to many other enterprise tools. For common tasks, admins are given point-and-click options- adding fields, modifying workflows, constructing macros. The knowledge base (Guide) editor is easy to use for non-developers. Drawbacks: Once you move past the initial things - complex automations, reporting/analytics in Explore, and/or customizations integrating the API, it requires much more advanced training to use successfully. Navigating between the different modules (Support, Explore, Chat, Guide) can feel very disconnected; often you are reminded that it really is a "suite" of products brought together -not really one unified platform. If you're using multiple brands managing simultaneous support tickets, or heavily customizing workflows to meet your brand, you may run into a bit of struggle with usability. So: it's a lot more user friendly than the palaces (Salesforce Service Cloud, ServiceNow), but is not used as quickly or with as much streamlined flow as a product made for a small shop. So if you are looking for a great balance, this is a good option if you are a net new organization or an organization on their way to scaling from 15 - 50 employee. Expect some elbow grease from the admin team once learning, adapting, and working efficiently once you move past the basics with your support tickets and initial customizations.
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
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
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
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
We rarely need to contact their support team, but when we do they are responsive. However there have been notable times when communication between myself and the support rep was challenging despite me providing clear explanation of the issue, screenshots, and a thorough explanation of the goal we hope to achieve. It took several back and forth attempt, on a few occasions, to get resolution on an otherwise simple request
Zendesk has tons of available material for training - videos, webinars, articles, etc. The only reason this is not a 10 is because it can be hard to figure out how to navigate to these things and find what you are looking for.
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.
I was very satisfied. They have a free trial for 30 days and I recommend you do that and use it. It is very easy to get started with the basics and the build on over time.
The only thing technically complex was single sign-on and integration to Salesforce.com required some tweaks – otherwise setting up system was very easy
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.
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.
The customisable reporting every time. Our leadership reply on me to run my team and want to know what customers are telling us so they can elevate our products. We have extensive custom reports that tie up all aspects of our product and customer journeys. I've not found another product that allows me as much freedom as Zendesk Suite explore does, so far.
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.
Integrating other AI solutions for an organization with high volumes can cost about USD5000 monthly. With Zendesk AI and by building onto the same with AI powered apps built for Zendesk Suite we save a projected USD4000 monthly.
Robust Zendesk APIs have enabled us to integrate our internal system with a customized app saving us hundreds of hours every quarter spent loading customer profiles that are not loaded instantly from the app.
Plug and play apps like Round robin save us weeks of sprint delay timelines as they do not require additional coding or developer support to install and start using.