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Arize AI vs SentinelOne Singularity Endpoint comparison

 

Comparison Buyer's Guide

Executive SummaryUpdated on Apr 9, 2026

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
29th
Average Rating
9.0
Number of Reviews
2
Ranking in other categories
Model Monitoring (2nd)
SentinelOne Singularity End...
Ranking in AI Observability
4th
Average Rating
8.8
Reviews Sentiment
7.1
Number of Reviews
239
Ranking in other categories
Endpoint Protection Platform (EPP) (3rd), Anti-Malware Tools (2nd), Endpoint Detection and Response (EDR) (2nd), Extended Detection and Response (XDR) (2nd), AI-Powered Cybersecurity Platforms (3rd)
 

Mindshare comparison

As of May 2026, in the AI Observability category, the mindshare of Arize AI is 0.8%, down from 0.9% compared to the previous year. The mindshare of SentinelOne Singularity Endpoint is 1.6%, down from 7.4% compared to the previous year. It is calculated based on PeerSpot user engagement data.
AI Observability Mindshare Distribution
ProductMindshare (%)
SentinelOne Singularity Endpoint1.6%
Arize AI0.8%
Other97.6%
AI Observability
 

Featured Reviews

SM
Consultant at a consultancy with 51-200 employees
Automation has replaced manual customer operations and is improving accuracy and focus
I can say that the best features Arize AI offers is that I do not need to use multiple software solutions. Suppose I do not need to connect with third-party apps; it is a complete AI team. It is not just one software; it is a complete AI team. I can do anything available from this one software. I need not merge any third-party software. I need not integrate it. All the things that I want to do as an agent, a basic AI agent, I can access Arize AI and create an agent. I can trace from there, evaluate from there, experiment, give a prompt, monitor, and give annotation. All the things are possible. The feature I use most often and find the most valuable in my daily work is that the prompt playground is more of a benefit for me. We can give a prompt, set the functions, and see how users interact with it. All these things, and we can target our language from the features. We can send messages also. We can see auto-generated prompts. We can view them from here. We can run two prompts at a time. We can run multiple prompts at a time. I think it is quite useful. In the prompt playground, I can see we can do most of the things. We can translate the prompt from one thing to another. We can use any of ChatGPT. We can use any model from the AI, such as GPT, and we can use any parameters. It is not limited to one software. We can change software also. We can use AI bots also from here. I think that is quite useful. Arize AI has positively impacted my organization by reducing most of our manual work. We have shifted to complete automation from this. Working hours are reduced and we are more focused. There is less chance of mistakes. We are more focused toward accuracy and can focus more on our work.
Vaibhav Mahendra Kolhe - PeerSpot reviewer
Soc Analyst at Softcell Technologies Limited
Automation has reduced alerts and freed the soc team to focus on faster incident response
Regarding mean time to respond, the improvements I see with SentinelOne Singularity Complete are that genuine files also get alerts. We are getting false positives, but we are also getting genuine true positive alerts. The improvement will be deep visibility because as I am using Splunk as a SIEM, I compare deep visibility with Splunk, but deep visibility has limited access with only a 14-day policy to retain logs. The improvement will be in overall policy management. The third point will be the complexity of policies. If we want some endpoints to use only USB or if we need to block USB on some points, the policy management is very complex. The fourth point will be that Mac OS and Linux don't have the rollback policy; that policy is only for Windows. These four points are improvements if SentinelOne Singularity Complete can address them. Data privacy and security when utilizing Purple AI is crucial for SentinelOne Singularity Complete, and SentinelOne Singularity Complete lacks in data security. Data security is very important in this world. In my organization, if we deploy SentinelOne Singularity Complete and we have integrated all the firewalls, all devices, and AWS devices to SentinelOne Singularity Complete, logs will be forwarded to SentinelOne Singularity Complete through SentinelOne Singularity Complete. However, SentinelOne Singularity Complete doesn't have data security solutions such as Forcepoint DLP or 48 layer; SentinelOne Singularity Complete doesn't have that DLP solution. From the data security point of view, SentinelOne Singularity Complete is not good.

Quotes from Members

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

Pros

"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 made leadership more comfortable with introducing AI features by providing better visibility into failures and reducing unexpected issues in production."
"I find the application inventory feature to be extremely useful."
"The solution is powerful because we just have to update the agent by using the console, which is simple to do. I just select the endpoints and click "Update" on the console. That is it, because it is very easy to use."
"The most valuable feature of SentinelOne is the EDR functionality; we are protected against threats, such as ransomware."
"The most valuable feature is the machine learning capability, as opposed to the traditional rule-based antivirus."
"It protects your machine, and it does an excellent job using AI to determine an attack and stop the attack. Its most powerful feature is prevention, and it can unwind ransomware activity as well. So, it is a really useful product in that sense."
"We looked at other solutions, such as CrowdStrike, and based on the cost and the services it delivers, it was the better choice."
"The solution is both stable and scalable."
"Singularity Complete has helped reduce alerts."
 

Cons

"I think we can improve its interface."
"More end-to-end architecture examples would be beneficial as current technical documentation is solid, but more practical examples are desired."
"It primarily operates on local machines, monitoring processes, and not always providing detailed insights, relying on external information to determine the nature of a file."
"The solution can use up a lot of resources when scanning. It would be ideal if it was lighter."
"They can just continue adding more integrations with these big brands and software security products."
"From the data security point of view, SentinelOne Singularity Complete is not good."
"Native integration with the mobile console is an area that can be improved."
"We often experience interruptions to our investigations in SentinelOne Singularity Complete."
"It is difficult to manage users in SentinelOne."
"My biggest complaint is that when you're logged into the console there is the Help section where you can review all the documentation. But when you log in to the support portal, there is documentation there as well. They need to sync those two into one place so that I don't have to search in two different locations for an answer."
 

Pricing and Cost Advice

Information not available
"The pricing is very reasonable."
"For our use case, the solution is affordable. There are not any hidden fees."
"The larger count you have, the deeper discount you will receive in your contract."
"SentinelOne Singularity Complete's price point is excessive compared to the functionality it provides."
"The pricing is on the higher end, making it less suitable for small or medium-sized businesses and perhaps not the ideal fit for the public sector where budget constraints may be more pronounced."
"At this time it is only a trial. After the trial period, I am going to purchase two licenses from SentinelOne."
"While SentinelOne Singularity Complete carries a higher price tag than some endpoint security solutions, customers find its robust features and return on investment justify the cost."
"The price is fair for what we are getting."
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Top Industries

By visitors reading reviews
Financial Services Firm
19%
Insurance Company
9%
Manufacturing Company
9%
University
9%
Computer Software Company
11%
Manufacturing Company
8%
Financial Services Firm
8%
Comms Service Provider
6%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
No data available
By reviewers
Company SizeCount
Small Business109
Midsize Enterprise59
Large Enterprise83
 

Questions from the Community

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What is your experience regarding pricing and costs for SentinelOne Singularity?
It is neither too costly, but definitely, it is one of the advantages that SentinelOne is quite adapted towards the pricing.
 

Also Known As

No data available
Sentinel Labs, SentinelOne Singularity, Singularity Platform
 

Overview

 

Sample Customers

Information Not Available
Havas, Flex, Estee Lauder, McKesson, Norfolk Southern, JetBlue, Norwegian airlines, TGI Friday, AVX, Fim Bank
Find out what your peers are saying about Datadog, Dynatrace, SentinelOne and others in AI Observability. Updated: May 2026.
894,738 professionals have used our research since 2012.