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Comet vs SentinelOne Singularity AI SIEM 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:
 

ROI

Sentiment score
6.2
Comet users save time and boost productivity through automation, improved tracking, and enhanced collaboration, reducing manual efforts.
Sentiment score
4.8
SentinelOne SIEM enhances SOC efficiency, reduces investigation times over 50%, and offers value despite higher pricing.
I estimate I spend around thirty to forty percent less time organizing and comparing experiment results compared to manual tracking.
student at a university with 5,001-10,000 employees
Comet's return on investment is evident through significant time reduction, which is the most crucial factor I have observed.
Senior Data Scientist at a consultancy with 1-10 employees
While that is not a significant improvement, it has helped me with summarizing and drafting emails.
AI/ML Engineer
SentinelOne Singularity AI SIEM has reduced our response time to true positive alerts by approximately forty percent through automation.
IT Security Analyst at a tech consulting company with 11-50 employees
At the moment, I feel the pricing is a little bit on the higher side, but the tool is positioned in a place where risk is very high, and we do not want to take chances, so we are prepared to pay the premium.
Group Chief Information Officer at NeST Information Technologies Pvt Ltd
The effect of SentinelOne Singularity AI SIEM on our customers' SOC efficiency in investigating alerts and responding to incidents is significant.
Vice President Cyber Security Practice Head at orbit techsol w pvt.ltd
 

Customer Service

Sentiment score
5.9
Comet's support is praised for responsiveness, clear guidance, and effective integration with PyTorch and TensorFlow, ensuring smooth operations.
Sentiment score
7.4
SentinelOne Singularity AI SIEM's support is highly rated for responsiveness, AI-based help, and effective problem resolution.
Comet's help center contributes significantly to building the AI-powered solution smoothly and rapidly.
Senior Data Scientist at a consultancy with 1-10 employees
I was able to troubleshoot all the issues with the online discussion forums.
student at a university with 5,001-10,000 employees
SentinelOne Singularity AI SIEM has AI-based technical support available.
IT Security Analyst at a tech consulting company with 11-50 employees
Based on my experience with the technical support of SentinelOne Singularity AI SIEM, I would rate them a ten.
Vice President Cyber Security Practice Head at orbit techsol w pvt.ltd
In rating the technical support for SentinelOne, it depends on whether we are discussing EDR or SentinelOne Singularity AI SIEM.
Managing Director at iMark Consult
 

Scalability Issues

Sentiment score
6.1
Comet scales well for most projects, efficiently handling workloads with reliable performance, though dashboards may slow with high usage.
Sentiment score
5.2
SentinelOne Singularity AI SIEM scales efficiently with proper configuration and management, though implementation can be challenging.
Comet's scalability is excellent, as it can generate customized user-to-user browsers.
Senior Data Scientist at a consultancy with 1-10 employees
Overall, I would say Comet scales very well for academic to mid-sized machine learning projects, and it remains usable.
student at a university with 5,001-10,000 employees
Comet's scalability is limited for me since I usually do only one task, and when I overload Perplexity, I hit the limit very quickly.
Automation Engineer at a tech services company with 501-1,000 employees
With any AI adoption, the end goal should be more governance and data security and safety.
Associate Vice President at Novac Technology Solutions
The performance depends on the configuration.
IT Security Analyst at a tech consulting company with 11-50 employees
It is scalable, and we can increase the compute size. It can scale. There are no challenges.
Vice President Cyber Security Practice Head at orbit techsol w pvt.ltd
 

Stability Issues

Sentiment score
8.3
Comet is stable and reliable for experiment tracking, supporting multiple users and scaling without significant performance issues.
Sentiment score
7.7
SentinelOne Singularity AI SIEM is generally praised for stability and fast log searches, though some report past issues.
When it comes to stability, I would give SentinelOne Singularity AI SIEM a nine.
IT Security Consultant at Systemhaus for you GmbH
In terms of performance stability, I have never had any crashes, downtimes, or performance issues.
Cyber Security Engineer at a retailer with 201-500 employees
Even the data lake feature they have, in terms of keeping all the logs intact, those log searches are extremely fast on SentinelOne Singularity AI SIEM, even though the data is very high.
Technical Lead at CloudBolt Software
 

Room For Improvement

Comet requires faster performance, better security, seamless AI integration, and improved usability while addressing pricing and reliability issues.
SentinelOne Singularity AI SIEM struggles with stability, integrations, UI issues, high pricing, and requires improved support and automation.
There are vulnerabilities to prompt injection attacks, and the AI can be tricked into leaking data or acting harmfully.
AI/ML Engineer
It needs to be smarter, utilizing better AI engines to combine data from various sources, and improve the intelligence of its answers, creativity, and document creation capabilities.
Manager & Co-Founder at Arido
Comet can be improved by being more stable and providing security features similar to Brave.
Cloud Operations Engineer at a tech vendor with 51-200 employees
The adoption rate will be less compared to other products, as this can be a time-taken process because all my data needs to be offloaded and the system needs to understand my existing alerts, logs, and other things.
Associate Vice President at Novac Technology Solutions
The interface flickers frequently, and sometimes it does not load properly.
IT Security Analyst at a tech consulting company with 11-50 employees
Whenever OT security comes into the picture, the customers do not allow us to integrate their OT devices on a cloud. It should be available on-premises because the OT SIEM market, in the India market for instance, is something around a four to eight billion dollar market.
Vice President Cyber Security Practice Head at orbit techsol w pvt.ltd
 

Setup Cost

Comet offers flexible, affordable pricing and easy management, with clear billing and minimal setup costs for enterprise users.
I found it easy to understand the pricing and subscription models for faster integration.
Senior Data Scientist at a consultancy with 1-10 employees
My experience with pricing, setup cost, and licensing is that I am using Perplexity, the pro version, which is connected to Comet, and together they provide me with very good results at a cost of only twenty dollars, which is acceptable to me.
Automation Engineer at a tech services company with 501-1,000 employees
My experience with pricing, setup cost, and licensing is that it was all free.
AI/ML Engineer
I find SentinelOne's pricing to be reasonable and competitive.
Information Security Principal at a venture capital & private equity firm with 1,001-5,000 employees
 

Valuable Features

Comet excels in experiment tracking, task automation, collaboration tools, and integration with ML frameworks, enhancing teamwork and analysis.
SentinelOne Singularity AI SIEM enhances threat detection and response efficiency with AI-driven insights and flexible integrations.
The feature that keeps tabs open is great because they are updated and still on the same page where I left off, which is super helpful, allowing me to quickly return to what I was working on.
Manager & Co-Founder at Arido
It has transformed the workflow because fewer people are needed for some tasks, and the automation of tasks means that not much human effort is required.
Cloud Operations Engineer at a tech vendor with 51-200 employees
This setup significantly reduces task efficiency in high latency scenarios, providing dynamic websites, faster responses, quicker solutions, and smoother searches compared to typical browsing methods.
Senior Data Scientist at a consultancy with 1-10 employees
We finally have visibility into things that were never visible before.
IT Security Consultant at Systemhaus for you GmbH
It employs a combination of AI and ML to check for viruses or any other malicious processes, including fileless attacks.
Cyber Security Engineer at a retailer with 201-500 employees
The AI-driven threat detection capabilities improve our overall security posture.
Associate Vice President at Novac Technology Solutions
 

Categories and Ranking

Comet
Ranking in AI Observability
12th
Average Rating
8.4
Reviews Sentiment
5.9
Number of Reviews
9
Ranking in other categories
AIOps (12th)
SentinelOne Singularity AI ...
Ranking in AI Observability
11th
Average Rating
8.8
Reviews Sentiment
6.1
Number of Reviews
9
Ranking in other categories
Security Information and Event Management (SIEM) (15th)
 

Mindshare comparison

As of July 2026, in the AI Observability category, the mindshare of Comet is 0.8%, up from 0.1% compared to the previous year. The mindshare of SentinelOne Singularity AI SIEM is 1.2%, up from 0.1% compared to the previous year. It is calculated based on PeerSpot user engagement data.
AI Observability Mindshare Distribution
ProductMindshare (%)
SentinelOne Singularity AI SIEM1.2%
Comet0.8%
Other98.0%
AI Observability
 

Featured Reviews

reviewer2827170 - PeerSpot reviewer
student at a university with 5,001-10,000 employees
Organizing research experiments has improved and supports faster model comparison and learning
My experience with Comet has been very positive, but there are a few areas where it could be improved. One area is the learning curve for new users. Some of the more advanced features can feel overwhelming at first, especially for students who are new to machine learning experiment tracking. More beginner-friendly tutorials and guided onboarding would help. I would also like to see more customization options for dashboards and visualizations, making it easier to create views tailored to specific projects. Another improvement would be deeper integration with commonly used collaboration tools, which would streamline project documentation and team workflows. There are a few additional areas where Comet could improve. From a performance perspective, I occasionally notice that dashboards with a large number of experiments can take longer to load or navigate. Regarding documentation, while the available resources are helpful, I would appreciate more beginner-focused examples, step-by-step tutorials, and real-world use cases. For support, my experience has generally been good, but having more community resources, discussion forums, webinars, or educational content specifically aimed at students and researchers would be valuable.
MM
Information Security Principal at a venture capital & private equity firm with 1,001-5,000 employees
Consolidated security operations have improved detection speed and reduced SOC costs
There is room for improvement when it comes to the technical support quality and expertise of SentinelOne. Sometimes, the technical support team does not know how to resolve certain issues and takes time to respond, often requiring follow-up interactions within 24 hours. SentinelOne Singularity AI SIEM can be improved in terms of support capabilities. Some logs from the server side need to be ingested. Secureworks was integrating with domain controllers and other systems, but SentinelOne still has some gaps. Some vendors cannot be integrated directly. For example, we are using Cisco Umbrella for DNS security, and we have to integrate it through an Amazon S3 bucket where we dump the logs and SentinelOne reads them from that location. For some Microsoft integrations, we must enable certain storage components and pay Microsoft directly to retrieve logs. There is no direct integration, so we must access the logs through that workaround. Previously with Secureworks, we had direct integration with Microsoft. Direct integration with Microsoft is not available now. SentinelOne needs to work on many product integrations to enable direct connectivity.
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Top Industries

By visitors reading reviews
Energy/Utilities Company
15%
Manufacturing Company
14%
Construction Company
11%
Financial Services Firm
10%
Outsourcing Company
11%
Manufacturing Company
8%
Construction Company
8%
Healthcare Company
7%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business10
Midsize Enterprise3
Large Enterprise4
By reviewers
Company SizeCount
Small Business5
Midsize Enterprise3
Large Enterprise3
 

Questions from the Community

What needs improvement with Comet for SageMaker Partner AI Apps?
I'm not sure how Comet can be improved, as I've only been working on it for three months, so I feel like I need a bit more time to be able to answer this question.
What is your primary use case for Comet for SageMaker Partner AI Apps?
My main use case for Comet is looking at investigations related to health and safety issues and incidents. For a health and safety investigation, I create a timeline of the events that led up to th...
What is your experience regarding pricing and costs for Comet?
My experience with pricing, setup cost, and licensing is that I am using Perplexity, the pro version, which is connected to Comet, and together they provide me with very good results at a cost of o...
What needs improvement with SentinelOne Singularity AI SIEM?
I would want the false positive ratio to be lower and would want to improve that aspect so the true will be more, and the false will be lesser. Other than false positives, the true will be increase...
What is your primary use case for SentinelOne Singularity AI SIEM?
We discuss with customers whether they want to go on a cloud or on-premises for the usual use cases of SentinelOne Singularity AI SIEM that I work with mostly. If a customer has a SentinelOne EDR, ...
What advice do you have for others considering SentinelOne Singularity AI SIEM?
Correlation, alerting, reporting, and helping with the AI-based alerts generated by the AI are the usual use cases. The parsing is already built into SentinelOne Singularity AI SIEM. There is no ch...
 

Also Known As

Comet for SageMaker Partner AI Apps
No data available
 

Overview

Find out what your peers are saying about Comet vs. SentinelOne Singularity AI SIEM and other solutions. Updated: June 2026.
902,894 professionals have used our research since 2012.