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Prometheus-AI Platform vs ServiceNow Cloud Observability comparison

 

Comparison Buyer's Guide

Executive SummaryUpdated on Dec 28, 2025

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 (3rd), ERP (10th), Enterprise Asset Management (EAM) (2nd)
ServiceNow Cloud Observability
Average Rating
7.6
Reviews Sentiment
6.9
Number of Reviews
4
Ranking in other categories
Application Performance Monitoring (APM) and Observability (38th)
 

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 1.7%.
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) Market Share Distribution
ProductMarket Share (%)
Prometheus-AI Platform1.7%
IBM Maximo15.4%
Oracle Enterprise Asset Management8.5%
Other74.4%
Enterprise Asset Management (EAM)
Application Performance Monitoring (APM) and Observability Market Share Distribution
ProductMarket Share (%)
ServiceNow Cloud Observability0.7%
Dynatrace6.3%
Datadog5.3%
Other87.7%
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.
VinayKumar16 - PeerSpot reviewer
Senior DeliveryManager at ITC Infotech
Provides ease of use in areas like analytics and reporting
The feature of the tool that is more impactful for cloud performance stems from the area revolving around analytics and reporting. It is an easy-to-use tool. There is something known as performance analytics within ServiceNow that offers complete analytics, which offers end-to-end analytics along with the KPI metrics with what we have in place and so on. With the aforementioned aspects of the tool, I think we should be able to create a dashboard according to the operations view called the operation dashboard view, specifically for C-level executives.

Quotes from Members

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

Pros

"Prometheus provides a flexible and adjustable querying and describing time, allowing for more responsive monitoring."
"The good thing is it integrates well with the Grafana dashboard. It comes with a UI where you see everything as a graph."
"The most valuable features of Prometheus are the many functions available. The functions are helpful for understanding the behavior of applications and infrastructure."
"The most valuable features of the solution are metrics scraping capabilities and the open source community and support."
"Prometheus is a scalable and flexible tool that I can deploy on any cloud platform."
"The feature I found most valuable is the number of integrations. It is the industry standard for metrics."
"The product is easy to maintain."
"The solution helps us to scale our products and services, and it helps me by gathering those metrics."
"The UI is very intuitive."
"To a certain extent, it is possible to save on the costs of the product."
"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 ability to create a stream based on different parameters, operation name, service name, URL, tags, and URI part, is one valuable feature."
 

Cons

"Prometheus requires improvement on the query side."
"The initial setup of Prometheus is complex and rated one out of five in ease of setup."
"Lacks the ability to clusterize."
"The query language in Prometheus is an area of concern where improvements are required."
"Its stability could be even better."
"If you want to collect details of metrics, you should be able to write a query for it directly. I want the product to offer better queries for the metrics."
"The UI and GUI are areas of concern in the product."
"Prometheus can be initially difficult for users since it has its query language, PromQL. The minimalistic interface is complicated to understand. They need to improve their interface so that users who don't know PromQL can also use it. You can only leverage the tool when you know PromQL."
"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 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."
"The design of this solution is not very intuitive and probably could come with more friendly tips for beginners."
"The dashboard and graphics must be improved."
 

Pricing and Cost Advice

"The tool is open-sourced."
"This is an open-source solution."
"The solution is free of cost."
"It is an open-source tool."
"The product is free."
"The solution is not expensive."
"The solution is open source."
"Prometheus is available as an open-source 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
19%
Computer Software Company
12%
Manufacturing Company
8%
Government
6%
Financial Services Firm
16%
Manufacturing Company
12%
Computer Software Company
9%
Retailer
7%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business13
Midsize Enterprise8
Large Enterprise13
No data available
 

Questions from the Community

What do you like most about Prometheus?
The most valuable feature of Prometheus is its ability to collect metrics.
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 needs improvement with LightStep?
There are a lot of workflows and connectors. 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.
What is your primary use case for LightStep?
I use the solution in my company since it has multiple tenants available. Basically, what happens in business is that you have a hybrid setup model, and for that, you extensively use a cloud platfo...
What advice do you have for others considering LightStep?
I recommend the product to others. I rate the tool an eight out of ten.
 

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 Prometheus-AI Platform vs. ServiceNow Cloud Observability and other solutions. Updated: September 2025.
881,733 professionals have used our research since 2012.