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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
14th
Average Rating
8.6
Number of Reviews
8
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
280
Ranking in other categories
Endpoint Protection Platform (EPP) (2nd), Anti-Malware Tools (2nd), Endpoint Detection and Response (EDR) (1st), Extended Detection and Response (XDR) (1st), AI-Powered Cybersecurity Platforms (2nd)
 

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 Endpoint is 1.6%, down from 6.1% 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 has made leadership more comfortable with introducing AI features by providing better visibility into failures and reducing unexpected issues in production."
"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 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."
"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."
"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, with its major features similar to those platforms, is a good alternative."
"It has helped to reduce our organizational risks."
"SentinelOne is preferred because of its great features and nominal cost."
"SentinelOne Singularity Endpoint has positively impacted my organization by being one of the primary tools keeping us secure against modern security issues, with faster threat detection and investigation through better endpoint visibility which has greatly helped our team, resulting in improved incident response and reduced reliance on manual monitoring."
"SentinelOne Singularity Endpoint scales well and is scalable."
"Of all the products on the market today, I can say that they are the ones that I trust the absolute most to protect my clients."
"Overall, I would rate SentinelOne Singularity Complete a nine out of ten because nothing is perfect, but it is close."
"It has saved us from a couple of ransomware attacks already."
"The most valuable features are threat hunting, the ability to disconnect or disable a machine's network connection in real time, and the ability to restore the connection once the issue is resolved quickly."
 

Cons

"I think we can improve its interface."
"I think Arize AI lacks some capabilities like a versioning system."
"More end-to-end architecture examples would be beneficial as current technical documentation is solid, but more practical examples are desired."
"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."
"It has a steep learning curve."
"The evaluation workflow lacks depth in comparison to competitors, which generally rely on traditional ML frameworks."
"SentinelOne Singularity Complete could improve by having DNS filtering. Other competitor solutions have this feature."
"I rate Singularity Complete a seven out of ten for affordability. It's more expensive than our previous solution, but it does its job well. At the same time, there is some room for improvement. Cheaper is always better."
"We ran into production issues related to CPU utilization on Linux endpoints. Our production environment's performance got degraded like anything."
"The primary issue is the console's random automatic logouts, requiring users to repeatedly re-enter their username and password."
"The inventory is a good feature. However, it's not up to date."
"It is an expensive product."
"SentinelOne Singularity Complete should focus on analytical data. Backend aggregation can make things faster in the front end."
"As a user, I personally feel that in SentinelOne Singularity Endpoint, the customized dashboard could be improved. We were not able to create a customized dashboard in it."
 

Pricing and Cost Advice

Information not available
"Overall, it was a good experience. It is pretty easy for us to increase the number."
"The larger count you have, the deeper discount you will receive in your contract."
"Spend money on the security for the endpoint."
"The cost of utilizing all the features of SentinelOne Singularity Complete is high."
"I found the pricing for SentinelOne Singularity Complete reasonable."
"The per-seat cost is low, but you have to commit to a certain number of licenses for a year."
"SentinelOne Singularity Complete's price point is excessive compared to the functionality it provides."
"The solution is a bit cheaper than CrowdStrike Falcon Pro and more expensive than smaller solutions. Still, it has a pretty reasonable price point, as I appreciate the flexibility SentinelOne Singularity Complete offers."
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Top Industries

By visitors reading reviews
Financial Services Firm
16%
Manufacturing Company
10%
University
8%
Construction Company
7%
Outsourcing Company
9%
Manufacturing Company
9%
Computer Software Company
9%
Financial Services Firm
7%
 

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 Business135
Midsize Enterprise72
Large Enterprise93
 

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