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SuperAnnotate vs Sysdig Secure comparison

Why PeerSpot?
 

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

SuperAnnotate
Ranking in AI Observability
35th
Average Rating
8.0
Number of Reviews
3
Ranking in other categories
Image Recognition Software (6th)
Sysdig Secure
Ranking in AI Observability
28th
Average Rating
8.2
Reviews Sentiment
7.1
Number of Reviews
12
Ranking in other categories
Container Security (21st), Cloud Security Posture Management (CSPM) (28th), Cloud-Native Application Protection Platforms (CNAPP) (18th), Cloud Detection and Response (CDR) (9th)
 

Mindshare comparison

As of October 2026, in the AI Observability category, the mindshare of SuperAnnotate is 0.4%. The mindshare of Sysdig Secure is 0.9%, down from 1.7% compared to the previous year. It is calculated based on PeerSpot user engagement data.
AI Observability Mindshare Distribution
ProductMindshare (%)
Sysdig Secure0.9%
SuperAnnotate0.4%
Other98.7%
AI Observability
 

Featured Reviews

Mohammed Mudasser - PeerSpot reviewer
AI/ML Engineer at a educational organization with 501-1,000 employees
Unified workflows have improved AI annotation and evaluation consistency across projects
The best features SuperAnnotate offers are an easy-to-use annotation interface, support for different types of data, and project and task management. Review and quality control workflows are also some of the main features I particularly liked, as they allowed me to work easily with LLM evaluation and multimodal labeling tasks on the same platform. SuperAnnotate helped my team collaborate better on that project because everyone could work within the same workspace and follow the same annotation guidelines for that particular project. We could assign tasks and review completed work, leaving feedback and making corrections without having to manage everything separately. In my case, this was particularly helpful for LLM evaluation and RLHF projects where consistency between different reviewers is very important. SuperAnnotate has had an overall positive impact on my organization mainly by making our annotation and AI evaluation work more organized and efficient. It gave us one place to manage tasks, review the work, and maintain quality across different projects such as multimodal labeling, LLM evaluation, and RLHF projects. This helped us reduce the time spent coordinating the work and made the overall process more consistent.
MM
DevSecOps Engineer at a outsourcing company with 1,001-5,000 employees
Runtime threat detection has improved and security teams prioritize real Kubernetes risks
The best feature Sysdig Secure offers is threat detection. The threat detection feature on Sysdig Secure stands out compared to other solutions I have seen or used because Sysdig sees the actual behavior inside the container or kernel and correlates it with Kubernetes infrastructure, which makes detection both earlier and more precise in a cloud-native environment. Sysdig Secure has positively impacted our organization by improving visibility into our Kubernetes environment and focusing on real risk, which has reduced alert noise, improved threat detection at runtime, and made vulnerability management more efficient by prioritizing issues that actually affect running workloads.

Quotes from Members

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

Pros

"These features make my work easier and more efficient during my project because I am able to perform a large volume of audio transcriptions and classifications in a very short period of time, all because of the easy interface that SuperAnnotate delivers."
"SuperAnnotate has had an overall positive impact on my organization mainly by making our annotation and AI evaluation work more organized and efficient."
"SuperAnnotate has improved productivity and helped achieve better results in my organization."
"In terms of measurable outcomes, I have seen a reduction in vulnerabilities, as Sysdig Secure can tell us how many vulnerabilities are present on a day-to-day report basis, which has improved our efficiency by more than 50% and helps us stay compliant with necessary regulations."
"Sysdig Secure has positively impacted our organization by improving visibility into our Kubernetes environment and focusing on real risk, which has reduced alert noise, improved threat detection at runtime, and made vulnerability management more efficient by prioritizing issues that actually affect running workloads."
"The proactiveness of the support has been fantastic. Every time we mention something in a meeting that we're trying to do, he proactively takes that as an investigation topic and looks into it. He'll provide the solution even though we might not have asked him to investigate it."
"The most valuable feature is the level of support that we get. Our solutions or customer success representative is very valuable. I see them as an extension of our security team."
"I see Sysdig as the most comprehensive solution in comparison to its competitors."
"The tool has the capability to conduct scans initially. It can perform scans on your virtual machines, physical machines, containers, and container images. A standout feature is its ability to scan offline container images stored in your container registry. Additionally, it can scan runtime images in your cluster or on your host machine. This allows for the detection of vulnerabilities in running containers, including loaded libraries. Notably, the tool can identify which library vulnerabilities are already present in your system. An added advantage is its capacity to take action beyond threat detection. It has the ability to block access and respond to encountered threats."
"We appreciate this feature, especially when combined with CD monitoring. The implementation of requested features has been remarkable, such as scanning for compliance in CRM processes for the US government. We heavily rely on this feature to assess compliance with federal requirements."
"I have not seen any stability issues so far."
 

Cons

"One needed improvement is how to save each project, how to know each project has actually been saved, and to ensure that each project is secure from being manipulated by another party."
"The dashboard could be more simple and show the more important issues that are detected first. We'd like to be able to set it up so more important issues show up more prominently in the dashboard."
"Sysdig Secure works well for us, but there are a few areas for improvement, such as the alerting and notification system being more flexible for complex workflows, and some dashboard and reporting features could be more customizable to match specific team needs."
"Sysdig's biggest weakness is dashboarding and reporting. You have access to the data and can get everything you need, but we need the ability to summarize the information quickly in a format that senior leaders can understand. We report to the executive level and global board. I need to roll all that in-depth information into a quick summary, and their maturity level isn't there. I'm seeing that on the future road map, but it isn't there now."
"They should make it specific with a couple of features only."
"Sysdig Secure needs to scale more for complete cloud-native coverage."
"The solution needs to improve overall from a CSPM standpoint since they can't compete with Wiz or Orca."
"There was a security concern related to a specific feature. While the feature itself was promising, it posed a challenge. The situation revolved around code scanning. If your source code is hosted within your own premises, say on Bitbucket, you naturally wouldn't want your code to be accessible to external parties beyond your company. Keeping your code base private is a standard practice. However, in the case of code scanning using Sysdig Secure, they copy your code to their SaaS platform. This posed an issue for us. When we inquired about this, their response acknowledged the concern. In an upcoming release, they plan to enable code scanning within your on-premises environment through the assistance of an agent. This change is already in progress. While this tool stands out compared to existing solutions in the market, it's important to note that there are still some limitations to consider. Another drawback we encountered relates to our expertise with Kubernetes. The tool can monitor Kubernetes audit logs, triggering alerts and notifications. However, it falls short in terms of taking direct action based on these alerts. There are different methods of event capture, including through system labels and system calls, as well as via Kubernetes audit events. Notably, at the system level, Sysdig Secure can both detect and respond to events, allowing actions like blocking and warning. This proactive approach is effective at the system call level. However, when it comes to monitoring Kubernetes audit events, Sysdig Secure can only notify without being able to execute any further actions. It can't block access or containers. The vendor likened their role to that of a monitoring camera, observing events and sending notifications without the capacity to intervene. This limitation applies to Kubernetes audit events. Given that everything operates within our system, there is a workaround available: configuring system-level policies to block containers as necessary."
"Reporting can definitely be better. Live dashboards should be configurable for a longer period of time rather than 30 days. Being able to go back in time to compare six months ago to today would be valuable."
 

Pricing and Cost Advice

Information not available
"I am always going to say that it could be a little bit cheaper. I do feel that it is a little bit on the expensive side."
"The solution's pricing depends on the agents...In short, the price depends on the environment of its user."
"It is quite costly compared to other tools."
"Sysdig is competitive. The quality matches the pricing. Obviously, everyone wants things to be cheaper, but if you're realistic, you acknowledge that quality service comes with a price. Sysdig is the gold standard for Kubernetes, and I wouldn't choose anything else. We live in Kubernetes. Everything is containerized, so that means a lot to us, and we're willing to make an investment."
"In comparison to other cloud solutions, it's reasonably priced. However, when compared to in-house built open-source projects, it might be considered somewhat costly. The cost depends on whether someone sees the support provided by Sysdig as an advantage or if it's deemed unnecessary. Personally, I find the support to be excellent and consider it a good value."
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Top Industries

By visitors reading reviews
Outsourcing Company
22%
Comms Service Provider
16%
Manufacturing Company
16%
Construction Company
14%
Financial Services Firm
16%
Computer Software Company
10%
Manufacturing Company
9%
Comms Service Provider
8%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
No data available
By reviewers
Company SizeCount
Small Business6
Midsize Enterprise2
Large Enterprise5
 

Questions from the Community

What needs improvement with SuperAnnotate?
My experience with SuperAnnotate has been quite positive, and I have not faced any major issues; however, one area that can be improved is the performance when working on very large or complex proj...
What is your primary use case for SuperAnnotate?
My main use case for SuperAnnotate is data annotation and model evaluation for AI training projects, including LLM evaluation, multimodal labeling, and reinforcement learning human feedback related...
What advice do you have for others considering SuperAnnotate?
I noticed the biggest improvement in efficiency and consistency with SuperAnnotate rather than having a specific percentage to quote. The platform made it easier to move through a large number of a...
What needs improvement with Sysdig Secure?
Sysdig Secure works well for us, but there are a few areas for improvement, such as the alerting and notification system being more flexible for complex workflows, and some dashboard and reporting ...
What is your primary use case for Sysdig Secure?
Our primary use case for Sysdig Secure is runtime threat detection and vulnerability management.
What advice do you have for others considering Sysdig Secure?
My advice for others looking into using Sysdig Secure is to clearly define your primary use case before getting started, whether it is runtime detection, vulnerability management, or compliance. I ...
 

Overview

 

Sample Customers

Information Not Available
SAP Concur, Goldman Sachs, Worldpay, Experian, BigCommerce, Arkose Labs, Calendly, Noteable, Bloomreach. More here: https://sysdig.com/customers/
Find out what your peers are saying about SuperAnnotate vs. Sysdig Secure and other solutions. Updated: September 2026.
915,341 professionals have used our research since 2012.