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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 (40th)
 

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 1.9%.
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 Platform1.9%
IBM Maximo11.9%
Oracle Enterprise Asset Management6.7%
Other79.5%
Enterprise Asset Management (EAM)
Application Performance Monitoring (APM) and Observability Mindshare Distribution
ProductMindshare (%)
ServiceNow Cloud Observability0.7%
Dynatrace5.3%
Datadog4.6%
Other89.4%
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’s scalability is valuable."
"The product is easy to maintain."
"The feature I found most valuable is the number of integrations. It is the industry standard for metrics."
"The most valuable feature of Prometheus is its ability to collect metrics."
"It is an efficient solution."
"The scalability of Prometheus is very good."
"The resilience of the solution's metric collection is very nice."
"The product's initial setup phase is very easy."
"The ability to create a stream based on different parameters, operation name, service name, URL, tags, and URI part, is one valuable feature."
"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."
"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

"Prometheus has a learning curve when setting it up. It definitely requires a little bit more hands-on than other solutions. It is an open source solution which means you do need to go through and read the literature that they have online for setting it up. The setup could be made easier."
"Prometheus can definitely improve its visualization. For example, the matrices represented in Prometheus do not have a very good visualization on their dashboard."
"They could provide efficient logs in terms of clarity and ease of access similar to Datadog’s paid version."
"Improvements could be made to the user interface."
"One potential area for improvement would be fixing the occasional glitches and bugs."
"There is a tool called Prometheus Exporter that doesn't work well."
"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."
"When it comes to deployment, if you have no experience with something like a CI/CD pipeline, it might be a challenge."
"The design of this solution is not very intuitive and probably could come with more friendly tips for beginners."
"The cost could be reduced or lightweight agents and lightweight modules could be introduced, which would make it much easier to implement."
"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 dashboard and graphics must be improved."
 

Pricing and Cost Advice

"We have the open-source version, so we don't pay for it."
"The solution is free of cost."
"The solution is not expensive."
"The solution is open source."
"The product is free."
"Prometheus is an open-source solution."
"My company uses the open-source version of the product."
"We use the solution's open-source version."
"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
7%
Construction Company
7%
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, Infor, IFS and others in Enterprise Asset Management (EAM). Updated: June 2026.
900,196 professionals have used our research since 2012.