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Prometheus-AI Platform vs ServiceNow Cloud Observability comparison

 

Comparison Buyer's Guide

Executive SummaryUpdated on Mar 29, 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

Prometheus-AI Platform
Average Rating
8.2
Reviews Sentiment
6.9
Number of Reviews
34
Ranking in other categories
Data Scrubbing Software (6th), ERP (24th), Enterprise Asset Management (EAM) (7th)
ServiceNow Cloud Observability
Average Rating
7.6
Reviews Sentiment
6.9
Number of Reviews
5
Ranking in other categories
Application Performance Monitoring (APM) and Observability (42nd)
 

Mindshare comparison

Prometheus-AI Platform and ServiceNow Cloud Observability aren’t in the same category and serve different purposes. Prometheus-AI Platform is designed for Enterprise Asset Management (EAM) and holds a mindshare of 2.1%.
ServiceNow Cloud Observability, on the other hand, focuses on Application Performance Monitoring (APM) and Observability, holds 0.7% mindshare, up 0.4% since last year.
Enterprise Asset Management (EAM) Mindshare Distribution
ProductMindshare (%)
Prometheus-AI Platform2.1%
IBM Maximo12.1%
Oracle Enterprise Asset Management6.7%
Other79.1%
Enterprise Asset Management (EAM)
Application Performance Monitoring (APM) and Observability Mindshare Distribution
ProductMindshare (%)
ServiceNow Cloud Observability0.7%
Dynatrace5.2%
Datadog4.6%
Other89.5%
Application Performance Monitoring (APM) and Observability
 

Featured Reviews

MuhammadAzhar Khan - PeerSpot reviewer
Senior DevOps Engineer at Alibaba Group
Free to use and provides valuable monitoring capabilities
Prometheus is a scalable and flexible tool that I can deploy on any cloud platform. It is free to use and provides valuable monitoring capabilities. It allows me to save money by avoiding costs associated with AWS native services like CloudWatch or Amazon Prometheus. The ability to deploy on any cloud platform or environment, including Kubernetes, is a major advantage.
Uday-Thentu - PeerSpot reviewer
Project Manager at a tech vendor with 10,001+ employees
Automation has reduced incident impact and is driving proactive self‑healing across hybrid services
ServiceNow Cloud Observability's valuable features include AI agents that can be integrated and triggered with workflows for evaluating and taking the right action in both process and technical aspects. On the process side, it ensures the right approvals are triggered. From the technical aspect, it allows integration for taking relevant action without human intervention, moving towards self-healing. The main benefit of ServiceNow Cloud Observability is real-time data, which helps us move from being reactive to more proactive. By defining and fine-tuning workflows, we were able to implement timely notification and auto-action or auto-remediations. At the same time, if anything involves additional cost or requires intervention, it helps trigger approval notifications, and once approval is received, it timely takes the action. The AI agents help define and fine-tune those workflows further.

Quotes from Members

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

Pros

"The product is easy to maintain."
"The product's initial setup phase is very easy."
"It is a stable solution...Based on the feedback I have received from my colleagues in our company's IT department, the setup phase of the solution is relatively easy."
"The most valuable feature is that we can receive information in different formats."
"Prometheus is a great solution for monitoring."
"The sky is the limit because the solution is a flexible open box that can be used vastly to do anything you need to monitor applications."
"It lets me proactively identify and resolve system issues. This, in terms of, most of the time, really reduces downtime. Because when there are notifications on time when we engage it quickly on time, our downtime is highly reduced. So basically, Prometheus is for monitoring and alerting."
"Prometheus provides a flexible and adjustable querying and describing time, allowing for more responsive monitoring."
"The solution Lightstep/ServiceNow has a couple of pretty advanced functionalities to help us investigate a deviation and help the development teams have better observability in the environment using distributed and complex services."
"The UI is very intuitive."
"The ability to create a stream based on different parameters, operation name, service name, URL, tags, and URI part, is one valuable feature."
"To a certain extent, it is possible to save on the costs of the product."
"The main benefit of ServiceNow Cloud Observability is real-time data, which helps us move from being reactive to more proactive."
 

Cons

"The simplicity of the query language could be improved. The current query language is not easy to work with."
"If you are not quite technical, it can be pretty hard to understand the way it works and how to query data in Prometheus."
"Prometheus can definitely improve its visualization. For example, the matrices represented in Prometheus do not have a very good visualization on their dashboard."
"The alert functionality is kind of lackluster."
"The solution has shortcomings regarding security monitoring-oriented features to support custom use cases, like out-of-the-box test scenarios and threat-related use cases of its users."
"The UI and GUI are areas of concern in the product."
"The solution's error handling part could be improved."
"A slight alteration to the user interface should be made to increase efficiency and streamline the process. Currently, we are utilizing Prometheus to gather and compile metrics and then utilizing Grafana to display them in the form of a graph. However, I believe that Prometheus has the capability to handle both of these tasks on its own, with perhaps the addition of a supplementary plugin. By doing so, the need for utilizing two separate applications will be eliminated."
"The dashboard and graphics must be improved."
"The support team could be better. Because of the different versions of different tactics of integrating reactive code base, the documentation is not very clear if someone has to be onboard. I would rate the documentation of Lightstep a five out of ten. It could need improvement."
"In terms of licensing, users would want the product to offer them the ability to tailor the tasks offered in the solution to suit their needs."
"The cost could be reduced or lightweight agents and lightweight modules could be introduced, which would make it much easier to implement."
"The design of this solution is not very intuitive and probably could come with more friendly tips for beginners."
 

Pricing and Cost Advice

"Prometheus is an open-source solution."
"The product is free."
"The tool is open-sourced."
"The solution is not expensive."
"This is an open-source solution."
"The product is expensive compared to Datadog."
"Prometheus is available as an open-source product."
"My company uses the open-source version of the product."
"The product is expensive. I rate the tool's pricing model an eight out of ten."
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Top Industries

By visitors reading reviews
Financial Services Firm
18%
Computer Software Company
10%
Manufacturing Company
8%
Construction Company
8%
Financial Services Firm
12%
Manufacturing Company
11%
Construction Company
10%
Retailer
7%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business15
Midsize Enterprise8
Large Enterprise13
No data available
 

Questions from the Community

What is your experience regarding pricing and costs for Prometheus?
Prometheus is cost-effective for me as it is free. Using cloud-native alternatives like Amazon Prometheus would incur charges.
What is your primary use case for Prometheus?
I use Prometheus for monitoring purposes in IT infrastructure. It is particularly useful for environments using Kubernetes, as it monitors ports, containers, instances, and applications effectively.
What advice do you have for others considering Prometheus?
As a new user, I should be familiar with syntax and commands. Online resources like Google and ChatGPT can be helpful. I should consider using cloud-native tools for ease of management if not using...
What needs improvement with LightStep?
The cost could be reduced or lightweight agents and lightweight modules could be introduced, which would make it much easier to implement.
What is your primary use case for LightStep?
ServiceNow Cloud Observability's main use case is end-to-end automation starting from the trigger in the cloud. Currently, it focuses more on self-healing and understanding the complete uptime of e...
What advice do you have for others considering LightStep?
Regarding security, I unfortunately do not have much hands-on experience. My focus has been majorly on self-healing activities, but given what I have observed, it does provide a good opportunity in...
 

Also Known As

Utopia Data Quality
LightStep
 

Overview

 

Sample Customers

Harley-Davidson Motor Company, Roche Diagnostics Corporation, Harman International Industries Inc., Hilmar Cheese Company, International Rectifier Corporation, Electrolux USA, GE Fanuc Intelligent Platforms, Rio Tinto Limited, Pertamina Pusat, Petrofac International Ltd, Cintas Corporation, Diyar United Company, Nortel Networks, Verizon
InVision, Twilio, Lyft, Yext, DigitalOcean,
Find out what your peers are saying about IBM, Hexagon AB, Infor and others in Enterprise Asset Management (EAM). Updated: June 2026.
903,147 professionals have used our research since 2012.