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Arize AI vs SentinelOne Singularity Endpoint comparison

 

Comparison Buyer's Guide

Executive SummaryUpdated on Jun 3, 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
16th
Average Rating
8.6
Number of Reviews
6
Ranking in other categories
Model Monitoring (1st)
SentinelOne Singularity End...
Ranking in AI Observability
2nd
Average Rating
8.8
Reviews Sentiment
7.1
Number of Reviews
259
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 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 Endpoint is 1.6%, down from 6.5% 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

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.
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, with its major features similar to those platforms, is a good alternative."
"Arize AI has positively impacted my organization as the answers are more accurate and agent quality has improved dramatically."
"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."
"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."
"Everyone should go for SentinelOne Singularity Endpoint because at the price range that they are offering their services, it is the best that we can ask for."
"It's quite scalable."
"My general view is that Singularity Complete does help to save time and free up my staff for other projects and tasks."
"What I appreciate most about SentinelOne Singularity Endpoint is its automation features such as automated threat detection and responses, which can detect malicious activity, isolate devices, and even automatically roll back ransomware damage."
"The deep visibility is a valuable feature. I can use it during threats or alert signals that we get. I can also use it when we have alert signals from other security tools that we have."
"The Deep Visibility feature is the most useful part of the EDR platform. It gives us good insights into what is actually happening on the endpoints, e.g., when we have malicious or suspicious activity. We came from a legacy type AV previously, so we didn't have that level of visibility or understanding. For simplifying threat-hunting, it is extremely useful, where traditional techniques in threat hunting are quite laborious. We can put in indicators of compromise and it will sweep the environment for them, then they would give us a breakdown of what assets have been seen and where they have been seen, which is more of a forensics overview."
"SentinelOne Singularity Endpoint offers the best features in the market at an affordable rate, providing a secure solution."
"The most valuable feature is the ability to drill down into individual sequences of processes."
 

Cons

"More end-to-end architecture examples would be beneficial as current technical documentation is solid, but more practical examples are desired."
"I think we can improve its interface."
"Arize AI can add more functions."
"The evaluation workflow lacks depth in comparison to competitors, which generally rely on traditional ML frameworks."
"It has a steep learning curve."
"If they can extend their product further on the DLP side of it so that I don't have to have another agent run exclusively for DLP production, that would be ideal."
"One disadvantage of SentinelOne Singularity Complete is that the agent doesn't auto-update, and my company found it more complicated than usual to get the agent updated and keep it updated."
"It shows the vulnerability but does not provide the package to resolve that vulnerability."
"Initially, I felt that it produced very high false positive alerts, which led to a resource consumption issue being a major setback for us, such as high CPU and disk utilization."
"One of the things they could do is extend the product range to include Android and iPhone so that you could have the app on your phone as well. There is probably something going on there with that, but that's something that they're lacking at the moment. For instance, if I was to have to recommend a client to protect their phone, I'd have to recommend Norton or something else. I don't have an answer within the SentinelOne solution."
"With respect to product patches, it should have the ability to patch directly from SentinelOne, rather than be presented with a list and have to do it separately."
"From an operational perspective, the customizable dashboards are easy to use, but I face concerns with the alerts from the email ticketing system."
"SentinelOne is causing a problem with the data service that causes one of our applications to crash randomly. We're still looking for a permanent fix, but we have implemented a temporary workaround that excludes that application from the scan."
 

Pricing and Cost Advice

Information not available
"SentinelOne Singularity Complete's price point is excessive compared to the functionality it provides."
"SentinelOne Singularity Complete is a fair price."
"The license is per user."
"I find the licensing cost for SentinelOne Singularity Complete fair."
"The product's pricing is at par with what you see among major competitors. It's higher than McAfee, yet cheaper than CrowdStrike."
"The one I use is $6 a month per device. Some are $4 and there are some that are more than that."
"SentinelOne Singularity Complete is reasonably priced."
"I believe the retail pricing, or MSRP, is a bit high."
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Top Industries

By visitors reading reviews
Financial Services Firm
17%
Manufacturing Company
11%
University
8%
Construction Company
7%
Computer Software Company
10%
Manufacturing Company
9%
Financial Services Firm
8%
Comms Service Provider
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 Business119
Midsize Enterprise69
Large Enterprise88
 

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...
Cortex XDR by Palo Alto vs. Sentinel One
Cortex XDR by Palo Alto vs. SentinelOne SentinelOne offers very detailed specifics with regard to risks or attacks. The ability to reverse damage caused by ransomware with minimal interruptions to...
Which is better - SentinelOne or Darktrace?
Which solution is better depends on which is more suitable specifically for your company. Darktrace, for example, is meant for smaller to medium-sized businesses. It is also a good option for organ...
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 Arize AI vs. SentinelOne Singularity Endpoint and other solutions. Updated: June 2026.
902,894 professionals have used our research since 2012.