No more typing reviews! Try our Samantha, our new voice AI agent.

Arize AI vs SentinelOne Singularity Cloud Security 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

Arize AI
Ranking in AI Observability
16th
Average Rating
8.6
Number of Reviews
6
Ranking in other categories
Model Monitoring (1st)
SentinelOne Singularity Clo...
Ranking in AI Observability
4th
Average Rating
8.8
Reviews Sentiment
7.4
Number of Reviews
131
Ranking in other categories
Vulnerability Management (4th), Cloud and Data Center Security (3rd), Container Security (3rd), Cloud Workload Protection Platforms (CWPP) (3rd), Cloud Security Posture Management (CSPM) (4th), Cloud-Native Application Protection Platforms (CNAPP) (3rd), Compliance Management (2nd)
 

Mindshare comparison

As of July 2026, in the AI Observability category, the mindshare of Arize AI is 0.8%, down from 1.1% compared to the previous year. The mindshare of SentinelOne Singularity Cloud Security is 1.7%, up from 1.3% compared to the previous year. It is calculated based on PeerSpot user engagement data.
AI Observability Mindshare Distribution
ProductMindshare (%)
SentinelOne Singularity Cloud Security1.7%
Arize AI0.8%
Other97.5%
AI Observability
 

Featured Reviews

Akashkhurana Hirana - PeerSpot reviewer
Senior Software Engineer 2 at Porch
Detailed observability has transformed agent monitoring and now detects hallucinations quickly
I think everything is there to be true. I do not think there is a scope for improvement in Arize AI. Everything is there. It has a steep learning curve. It takes time to see how Arize works. It is not a very basic thing where anyone can go and start doing it because it takes time. There is a steep learning curve for Arize AI. Because there are so many things in the model or in an agent, it takes time. It is not very easy to use, it takes time. It has a lot of advantages, but it takes time to learn how Arize works. As I mentioned earlier, it has a steep learning curve. It takes time to learn Arize AI, it takes time to configure, it takes time to create dashboards and monitors, and it takes time to understand the UI and determine what can I find where. It takes time to do all of that. It has a steep learning curve.
KP
Software Developer at Softcell Technologies Limited
Advanced rollback and AI-driven insights have protected endpoints and simplified security operations
We can check multiple types of alerts and triggers, and we can analyze these. There are many types of functions such as Kill, Quarantine, and remediate rollback types of features, which we can use for client safety. The rollback feature is the best feature because it is only used in SentinelOne Singularity Cloud Security. We have used multiple types of EDR, but the rollback feature is unique to SentinelOne Singularity Cloud Security. When many types of attacks happen in an organization, the rollback feature deletes all types of malicious files and other malware-type files and completely cleans your system. This feature is very interesting according to me. SentinelOne Singularity Cloud Security provides many types of features such as Kill and Quarantine, which are very interesting features for security operations. There are deep visibility features, and Purple AI is also one of the best features. It is easy for security operations and incident response. We can check log analysis with the help of deep visibility, and any types of attacks, malware, and phishing attacks are detected by SentinelOne Singularity Cloud Security. Many types of security operations can be tracked and observed with the help of SentinelOne Singularity Cloud Security. Purple AI is one of the interesting features in SentinelOne Singularity Cloud Security. Deep visibility is one of the best features in SentinelOne Singularity Cloud Security. You can find any types of logs and any types of devices through searching portals, similar to Google search. It gives you information regarding this. With deep visibility, you can search for any name. For example, we can search for any name and check what is happening with that person's laptops, what USB is connected or disconnected, and whether the network is connected or not. This is with the help of Purple AI.

Quotes from Members

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

Pros

"One of the major improvements is that prior to using Arize AI, our agent was hallucinating and we were not aware of when it hallucinates or we had a problem in debugging."
"Arize AI has positively impacted my organization by reducing most of our manual work, shifting us to complete automation, reducing working hours, and allowing us to focus more on accuracy with less chance of mistakes."
"Arize AI has positively impacted my organization as the answers are more accurate and agent quality has improved dramatically."
"Arize AI, with its major features similar to those platforms, is a good alternative."
"Our timely actions, aided by Arize AI, have allowed us to report results with over 99% accuracy, proving it quite useful."
"Arize AI has made leadership more comfortable with introducing AI features by providing better visibility into failures and reducing unexpected issues in production."
"Singularity Cloud Security's most valuable features are its ease of scalability and comprehensive security measures."
"Cloud Native Security offers attack path analysis."
"The user-friendly dashboard offers both convenience and security by providing quick access to solutions and keeping us informed of potential threats."
"SentinelOne Singularity Cloud Security has improved our security posture."
"Overall, I would rate SentinelOne Singularity Cloud Security a ten out of ten."
"For Singularity, the task capability is easy to use and it has a very intuitive dashboard, which streamlines the processes."
"The most valuable feature is the notification system, providing real-time alerts and comparisons crucial for maintaining security."
"I would rate their support a ten out of ten."
 

Cons

"I think we can improve its interface."
"Arize AI can add more functions."
"More end-to-end architecture examples would be beneficial as current technical documentation is solid, but more practical examples are desired."
"It has a steep learning curve."
"The evaluation workflow lacks depth in comparison to competitors, which generally rely on traditional ML frameworks."
"There is room for improvement in the current active licensing model for SentinelOne Singularity Cloud Security."
"SentinelOne Singularity Cloud Security is an excellent CSSPM tool, but the CSC CWPP features need improvement."
"There's an array of upcoming versions with numerous features to be incorporated into the roadmap. Customers particularly appreciate the service's emphasis on intensive security, especially the secret scanning aspect. During the proof of concept (POC) phase, the system is required to gather logs from the customer's environment. This process entails obtaining specific permissions, especially in terms of gateway access. While most permissions for POC are manageable, the need for various permissions may need improvement, especially in the context of security."
"According to me, there is one thing I dislike, which is the dashboard."
"In addition to our telecom and Slack channels, it would be helpful to receive Cloud Native Security security notifications in Microsoft Teams."
"I'd like to see better onboarding documentation."
"SentinelOne Singularity Cloud Security has limited legacy system support and may not fully support older operating systems or legacy environments."
"I would like additional integrations."
 

Pricing and Cost Advice

Information not available
"The pricing tends to be high."
"The price depends on the extension of the solution that you want to buy. If you want to buy just EDR, the price is less. XDR is a little bit more expensive. There are going to be different add-ons for Singularity."
"We found it to be fine for us. Its price was competitive. It was something we were happy with. We are not a Fortune 500 company, so I do not know how pricing scales at the top end, but for our cloud environment, it works very well."
"As a partner, we receive a discount on the licenses."
"SentinelOne offers excellent pricing and licensing options."
"The pricing is fair. It is not inexpensive, and it is also not expensive. When managing a large organization, it is going to be costly, but it meets the business needs. In terms of what is out there on the market, it is fair and comparable to what I have seen, so I do not have any complaints about the cost"
"The features included in PingSafe justify its price point."
"It's not expensive. The product is in its initial growth stages and appears more competitive compared to others. It comes in different variants, and I believe the enterprise version costs around $55 per user per year. I would rate it a five, somewhere fairly moderate."
report
Use our free recommendation engine to learn which AI Observability solutions are best for your needs.
902,894 professionals have used our research since 2012.
 

Top Industries

By visitors reading reviews
Financial Services Firm
17%
Manufacturing Company
11%
University
8%
Construction Company
7%
Financial Services Firm
14%
Computer Software Company
10%
Manufacturing Company
9%
Government
6%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business6
Midsize Enterprise1
Large Enterprise2
By reviewers
Company SizeCount
Small Business54
Midsize Enterprise27
Large Enterprise63
 

Questions from the Community

What is your experience regarding pricing and costs for Arize AI?
It was more of a practical, internal estimate than a super formal KPI at first. We compared incident timelines before and after adopting Arize AI, mainly how long engineers spent identifying root c...
What needs improvement with Arize AI?
Arize AI can add more functions. I see it has monitors, evaluators, and prompt test datasets, which are good. However, I feel that other platforms can provide even more comprehensive feature sets. ...
What is your primary use case for Arize AI?
My main use case for Arize AI involves exploring alternative solutions for Langfuse and LLM platforms. I was exploring several products in the market for model evaluation and prompt testing. A spec...
What is your experience regarding pricing and costs for PingSafe?
The pricing is basically not very low and very high. It is in the middle range for easy buying for any small organization and big organization. According to me, it is the best price for the EDR. We...
What needs improvement with PingSafe?
According to me, there is one thing I dislike, which is the dashboard. SentinelOne Singularity Cloud Security does not provide a custom dashboard according to our mindset. There are more types of E...
What is your primary use case for PingSafe?
I have recently used SentinelOne Singularity Cloud Security. We also have the CrowdStrike EDR tool, which is similar to SentinelOne Singularity Cloud Security and other EDR solutions. We used the C...
 

Also Known As

No data available
PingSafe
 

Overview

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