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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
14th
Average Rating
8.6
Number of Reviews
8
Ranking in other categories
Model Monitoring (1st)
SentinelOne Singularity Clo...
Ranking in AI Observability
4th
Average Rating
8.6
Reviews Sentiment
7.3
Number of Reviews
140
Ranking in other categories
Vulnerability Management (4th), Cloud and Data Center Security (4th), Container Security (3rd), Cloud Workload Protection Platforms (CWPP) (3rd), Cloud Security Posture Management (CSPM) (3rd), Cloud-Native Application Protection Platforms (CNAPP) (3rd), Compliance Management (1st)
 

Mindshare comparison

As of August 2026, in the AI Observability category, the mindshare of Arize AI is 0.8%, down from 1.2% compared to the previous year. The mindshare of SentinelOne Singularity Cloud Security is 1.7%, up from 1.4% 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

"Arize AI stands out to me because of its observability and traceability and ease of use; you can click and you are good to go, and it makes you catch bugs and issues very early before debugging while helping you monitor your models in production."
"Arize AI, with its major features similar to those platforms, is a good alternative."
"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."
"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 as the answers are more accurate and agent quality has improved dramatically."
"Arize AI has made leadership more comfortable with introducing AI features by providing better visibility into failures and reducing unexpected issues in production."
"In my day-to-day work, monitoring is the main focus, and while there are many other tools like Prometheus and Grafana for monitoring, for ML specific use cases, I think Arize AI is the best."
"Our timely actions, aided by Arize AI, have allowed us to report results with over 99% accuracy, proving it quite useful."
"SentinelOne Singularity Cloud Security's integration is smooth. They are highly customer-oriented, and the integration went well for us."
"What I appreciate most about SentinelOne Singularity Cloud Security is how deeply the solution can identify misconfigurations with many different built-in rules for misconfigurations, probably around 2,000 if I remember correctly."
"The cloud misconfiguration feature and Offensive Security Engine, as well as their alerting process, are valuable."
"They're responsive to feature requests. If I suggest a feature for Prisma, I will need to wait until the next release on their roadmap. Cloud Native Security will add it right away."
"Runtime protection is exceptional."
"SentinelOne Singularity Cloud Security is on top of protecting ephemeral workloads."
"The offensive security feature is valuable because it publicly detects the offensive and vulnerable things present in our domain or applications. It checks any applications with public access. Some of the applications give public access to certain files or are present over a particular domain. It detects and lets us know with evidence. That is quite good. It is protecting our infrastructure quite well."
"I like CSPM the most. It captures a lot of alerts within a short period of time. When an alert gets triggered on the cloud, it throws an alert within half an hour, which is very reasonable. It is a plus point for us."
 

Cons

"I think Arize AI lacks some capabilities like a versioning system."
"We mostly use Arize AI for the ML side, but in my experience, Arize AI lacks on the GenAI side."
"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."
"I think we can improve its interface."
"The evaluation workflow lacks depth in comparison to competitors, which generally rely on traditional ML frameworks."
"The reporting works well, but sometimes the severity classifications are inaccurate. Sometimes, it flags an issue as high-impact, but it should be a lower severity."
"One potential drawback is the cost of SentinelOne Singularity Cloud Security, which may be prohibitive for smaller businesses or startups, particularly those in regions with lower average incomes, such as India."
"We had a glitch in SentinelOne Singularity Cloud Security where it fed us false positives in the past."
"It is not a criticism of the tool per se, but anything to help non-development resources understand some of the complexities of the cloud is always appreciated. Any additional educational resources are always helpful for security teams, especially those without a development background."
"According to me, there is one thing I dislike, which is the dashboard."
"Some of the navigation and some aspects of the portal may be a little bit confusing."
"The cloud-based operations might pose challenges in areas with limited or unavailable internet connectivity. Desktop features might be useful for smaller organizations with less complex security needs."
"In India, the team is very much used to getting immediate online support. SentinelOne is the only vendor that does not offer support and always avoids giving support."
 

Pricing and Cost Advice

Information not available
"It is cost-effective compared to other solutions in the market."
"Its pricing is constant. It has been constant over the previous year, so I am happy with it. However, price distribution can be better explained. That is the only area I am worried about. Otherwise, the pricing is very reasonable."
"PingSafe falls within the typical price range for cloud security platforms."
"I wasn't sure what to expect from the pricing, but I was pleasantly surprised to find that it was a little less than I thought."
"The tool is cost-effective."
"It is a little expensive. I would rate it a four out of ten for pricing."
"The pricing for PingSafe in India was more reasonable than other competitors."
"It's a fair price for what you get. We are happy with the price as it stands."
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Top Industries

By visitors reading reviews
Financial Services Firm
16%
Manufacturing Company
10%
University
8%
Construction Company
7%
Financial Services Firm
13%
Computer Software Company
9%
Manufacturing Company
9%
Comms Service Provider
6%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business6
Midsize Enterprise3
Large Enterprise2
By reviewers
Company SizeCount
Small Business63
Midsize Enterprise28
Large Enterprise64
 

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?
I think Arize AI lacks some capabilities like a versioning system. When I work on AWS and Azure, I have a whole platform where I can version the logic of my feature engineering and features and col...
What is your primary use case for Arize AI?
I typically use Arize AI for observability and for traceability. I am using Arize AI in my e-commerce platform, where I have embedded recommendation systems, and the code is deployed on third-party...
What is your experience regarding pricing and costs for PingSafe?
It's somewhat on the expensive side for SentinelOne Singularity Cloud Security, but looking at where the value is and looking at the long-term relationship and how the pricing is evolving, I think ...
What needs improvement with PingSafe?
SentinelOne Singularity Cloud Security is a strong platform, but there are areas where it could be improved. Adding more flexible customization options for alerts, more advanced reporting and dashb...
What is your primary use case for PingSafe?
The main use cases for SentinelOne Singularity Cloud Security are protecting workloads and applications by improving threat detection, visibility, and response. We rely on it most for the monitorin...
 

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.
909,725 professionals have used our research since 2012.