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Comet vs PagerDuty Operations Cloud 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:
 

ROI

Sentiment score
6.3
Comet increased productivity by automating tasks, saving time, improving efficiency, and reducing workload, enhancing workflow and collaboration.
Sentiment score
5.6
PagerDuty Operations Cloud boosts efficiency, reduces costs, enhances service reliability, and improves incident response, benefiting customer satisfaction and finances.
The biggest return on investment of Comet comes from improved reproducibility.
ML Engineer at a energy/utilities company with 51-200 employees
I estimate I spend around thirty to forty percent less time organizing and comparing experiment results compared to manual tracking.
Student at a university with 10,001+ employees
Comet's return on investment is evident through significant time reduction, which is the most crucial factor I have observed.
Senior Data Scientist at a consultancy with 1-10 employees
The escalation was not possible at all before, which led to the L1 team being under too much stress.
Software Developer at Webspruce
The alert reduction feature has greatly impacted our ability to prevent costly incidents, as we can accurately respond to alerts with the help of autonomous AI agents, which reduces erroneous notifications.
Sr.DevOps Engineer at Scaler
We definitely save time with PagerDuty Operations Cloud. It saves more than half an hour—30 minutes—for each incident.
Sr. Specialist at a tech vendor with 10,001+ employees
 

Customer Service

Sentiment score
5.8
Comet's customer service is praised for responsiveness, technical support, and user-friendly guidance, ensuring a smooth user experience.
Sentiment score
7.1
PagerDuty Operations Cloud provides 24/7 support with high satisfaction, offering proactive assistance, quick responses, and effective problem resolution.
For advanced configurations, our support interactions were very responsive and technically helpful.
ML Engineer at a energy/utilities company with 51-200 employees
Comet's help center contributes significantly to building the AI-powered solution smoothly and rapidly.
Senior Data Scientist at a consultancy with 1-10 employees
I was able to troubleshoot all the issues with the online discussion forums.
Student at a university with 10,001+ employees
PagerDuty Operations Cloud is a good product for the organization and the support team is highly effective and responsive.
Delivery Manager at Cognizant
we have never had an issue when reaching out to someone in customer service
Senior Cloud Operations Engineer at IMO Health
They understand our concerns and are willing to implement solutions that integrate into PagerDuty Operations Cloud effectively.
Senior SRE at IBM
 

Scalability Issues

Sentiment score
6.0
Comet scales experiments efficiently, managing increased workloads and models with stable performance and reliable visibility across projects.
Sentiment score
7.2
PagerDuty Operations Cloud scales well, integrates efficiently, and adapts to growth but may challenge pricing for smaller teams.
Comet's scalability is excellent, as it can generate customized user-to-user browsers.
Senior Data Scientist at a consultancy with 1-10 employees
Comet is continuously able to organize runs efficiently and maintain visibility across projects, which becomes very important when we are scaling as an AI team.
ML Engineer at a energy/utilities company with 51-200 employees
Overall, I would say Comet scales very well for academic to mid-sized machine learning projects, and it remains usable.
Student at a university with 10,001+ employees
Scalability for PagerDuty Operations Cloud is excellent, and I rate it at 9.9.
Network Operations Center Engineer at HTC Global Inc
Whatever top-notch tools we are using as an enterprise solution, PagerDuty Operations Cloud has kept itself current and integrates nicely with all the tools we use these days.
Lead Engineer, Cloud Operations at a tech vendor with 5,001-10,000 employees
We are able to extend our PagerDuty Operations Cloud configuration without major challenges or changes to our overall operational model.
Lead Data Ops Engineer at Wipro Limited
 

Stability Issues

Sentiment score
8.3
Comet ensures stable, reliable performance for tracking experiments, managing workloads, and supporting multiple users without issues.
Sentiment score
8.3
PagerDuty Operations Cloud is praised for stability, reliable alerts, efficient management, and high ratings across industries despite minor delays.
Comet has been very stable in our experience, and with experiment logging, dashboard visualization, and model tracking workflows, it performs reliably even during large training workloads.
ML Engineer at a energy/utilities company with 51-200 employees
We have never experienced any downtime or latency issues from PagerDuty Operations Cloud.
Senior Consultant at a consultancy with 10,001+ employees
It never breaks down for us, and considering I have devoted 20 years of my career to IT infrastructure operations, where everything typically breaks down, including Jira and ServiceNow, it is impressive to say that PagerDuty Operations Cloud has not caused disruptions.
CSO C Apac at Autodesk, Inc.
Over three years, we have experienced zero outages on PagerDuty that prevented alerting or on-call notifications.
Senior Software Engineer at Infosys
 

Room For Improvement

Comet users seek enhanced speed, AI integration, customization, and stability, prioritizing security, scalability, interface intuitiveness, and pricing concerns.
PagerDuty Operations Cloud needs better configuration, cost reduction, and UI to enhance alerts, integrations, customization, and user satisfaction.
There are vulnerabilities to prompt injection attacks, and the AI can be tricked into leaking data or acting harmfully.
AI/ML Engineer
It needs to be smarter, utilizing better AI engines to combine data from various sources, and improve the intelligence of its answers, creativity, and document creation capabilities.
Manager & Co-Founder at Arido
Comet can be improved by being more stable and providing security features similar to Brave.
Cloud Operations Engineer at a tech vendor with 51-200 employees
It would be useful to have a way to define all configurations in code that is similar to how Terraform operates.
Sr Director - Global Support APJ at HashiCorp
With many new members, they need training to set up runbook workflows, event orchestration, and manage complex on-call schedules across 23 services, making it a challenge for new users.
Senior SRE at IBM
Additionally, I think a sandbox mode would be helpful for new team members, allowing us to guide them in simulating alerts, performing escalation policies, and creating PagerDuty Operations Cloud channels.
Dev Ops Engineer | Cloud Cost Optimization at HCLSoftware
 

Setup Cost

Comet offers straightforward pricing with cost-effective cloud solutions, flexible licensing, and seamless integration via AWS Marketplace.
PagerDuty offers competitive pricing with flexible licensing, though costs may rise, delivering justified value and efficiency despite expenses.
I found it easy to understand the pricing and subscription models for faster integration.
Senior Data Scientist at a consultancy with 1-10 employees
My experience with pricing, setup cost, and licensing is that I am using Perplexity, the pro version, which is connected to Comet, and together they provide me with very good results at a cost of only twenty dollars, which is acceptable to me.
Automation Engineer at MyDubai.io
My experience with pricing, setup cost, and licensing is that it was all free.
AI/ML Engineer
I had around seven users part of it for a base pricing of around $450 per user, primarily for custom workflows and the ITSM part.
Senior SRE at IBM
The pricing for PagerDuty Operations Cloud is a bit expensive, especially for startups like us, compared to the other platform which I mentioned, which is Rootly.
Dev Ops Engineer at a consultancy with 11-50 employees
We have been using PagerDuty Operations Cloud for several years, so our pricing and cost have definitely increased over time, especially as we have hired additional engineers.
Senior Cloud Operations Engineer at IMO Health
 

Valuable Features

Comet boosts productivity with centralized experiment tracking, AI assistance, and integrations, streamlining metrics, debugging, and model evaluation.
PagerDuty Operations Cloud optimizes alert management through mobile notifications, tool integrations, and AI, enhancing efficiency and boosting revenue.
The feature that keeps tabs open is great because they are updated and still on the same page where I left off, which is super helpful, allowing me to quickly return to what I was working on.
Manager & Co-Founder at Arido
It has transformed the workflow because fewer people are needed for some tasks, and the automation of tasks means that not much human effort is required.
Cloud Operations Engineer at a tech vendor with 51-200 employees
This setup significantly reduces task efficiency in high latency scenarios, providing dynamic websites, faster responses, quicker solutions, and smoother searches compared to typical browsing methods.
Senior Data Scientist at a consultancy with 1-10 employees
It integrates with multiple applications and is highly customizable, with policies, escalation procedures, and an event routing tool that ensures contacting the right person.
Sr Director - Global Support APJ at HashiCorp
In addition to those features, I also find the integration and reporting aspects of PagerDuty Operations Cloud valuable, as it records all triggered calls and incidents, enabling us to analyze patterns and identify the times when systems go down, thus assisting us in understanding and addressing the underlying causes.
Senior Business Application Analyst (Product Team) at Kotak Mahindra Bank
Before, setting up everything was very difficult. Now, we don't have to think about it. We can simply set it up in PagerDuty and it works.
Software Developer at Webspruce
 

Categories and Ranking

Comet
Ranking in AIOps
12th
Average Rating
8.4
Reviews Sentiment
5.9
Number of Reviews
9
Ranking in other categories
AI Observability (12th)
PagerDuty Operations Cloud
Ranking in AIOps
5th
Average Rating
8.6
Reviews Sentiment
6.8
Number of Reviews
84
Ranking in other categories
Process Automation (5th), IT Alerting and Incident Management (1st), Critical Event Management (CEM) (1st), Autonomous Operational Resilience (3rd)
 

Mindshare comparison

As of June 2026, in the AIOps category, the mindshare of Comet is 1.1%, up from 0.0% compared to the previous year. The mindshare of PagerDuty Operations Cloud is 2.5%, up from 0.9% compared to the previous year. It is calculated based on PeerSpot user engagement data.
AIOps Mindshare Distribution
ProductMindshare (%)
PagerDuty Operations Cloud2.5%
Comet1.1%
Other96.4%
AIOps
 

Featured Reviews

reviewer2827170 - PeerSpot reviewer
Student at a university with 10,001+ employees
Organizing research experiments has improved and supports faster model comparison and learning
My experience with Comet has been very positive, but there are a few areas where it could be improved. One area is the learning curve for new users. Some of the more advanced features can feel overwhelming at first, especially for students who are new to machine learning experiment tracking. More beginner-friendly tutorials and guided onboarding would help. I would also like to see more customization options for dashboards and visualizations, making it easier to create views tailored to specific projects. Another improvement would be deeper integration with commonly used collaboration tools, which would streamline project documentation and team workflows. There are a few additional areas where Comet could improve. From a performance perspective, I occasionally notice that dashboards with a large number of experiments can take longer to load or navigate. Regarding documentation, while the available resources are helpful, I would appreciate more beginner-focused examples, step-by-step tutorials, and real-world use cases. For support, my experience has generally been good, but having more community resources, discussion forums, webinars, or educational content specifically aimed at students and researchers would be valuable.
Daksh Yamal - PeerSpot reviewer
Senior Software Engineer at Infosys
Centralized incident response has cut noise, improved morale, and protects revenue every day
PagerDuty Operations Cloud offers robust features including centralized alerting and incident response, on-call scheduling and escalation, automated remediation and runbooks, stakeholder communication during major incidents, and automation capability. Everything has been working exceptionally well with PagerDuty Operations Cloud. The features have been excellent. It is a spanning tool that has enabled us to operationalize reliability. Since rolling it out three years ago, we have cut MTTR by 35% and reduced on-call noise by 70% through AIOps correlation. For us, the main value of PagerDuty Operations Cloud lies less in paging and more in coordination, automation, and reducing the operational burden on engineers. Reducing the operational burden has improved morale among our engineers. They have been able to focus on other projects and tasks since they have saved considerable time, and consequently productivity in the organization has greatly improved. We have also seen faster incident response, lower MTTR, reduced alert noise, and decreased on-call burnout. Additionally, automation has reduced manual toil, with approximately 25 of our P2 incidents now being resolved or partially resolved by automation before an engineer touches them.
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Top Industries

By visitors reading reviews
Energy/Utilities Company
17%
Financial Services Firm
12%
Construction Company
10%
Comms Service Provider
7%
Performing Arts
14%
Financial Services Firm
13%
Educational Organization
7%
Manufacturing Company
6%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business10
Midsize Enterprise3
Large Enterprise4
By reviewers
Company SizeCount
Small Business27
Midsize Enterprise19
Large Enterprise63
 

Questions from the Community

What needs improvement with Comet for SageMaker Partner AI Apps?
The agent technology hallucinates frequently, so it can give me wrong summaries or decisions and misinterpret some information. I believe it is not fully developed; however, for small tasks such as...
What is your primary use case for Comet for SageMaker Partner AI Apps?
I use Comet for summarizing articles and videos and getting PDFs instantly to draft emails and plan trips. I extract insights, which is the primary function I use Comet for most of the time. My end...
What is your experience regarding pricing and costs for Comet?
My experience with pricing, setup cost, and licensing is that I am using Perplexity, the pro version, which is connected to Comet, and together they provide me with very good results at a cost of o...
What is your experience regarding pricing and costs for PagerDuty?
I would say the pricing is quite mid-range, but the setup cost and licensing can sometimes be a little challenging.
What needs improvement with PagerDuty?
Currently, improvements for PagerDuty Operations Cloud could be made. It mainly acts as a monitoring alert tool. We need to prioritize tickets according to P1, P2, P3, and perhaps create a dashboar...
What is your primary use case for PagerDuty?
PagerDuty Operations Cloud serves as an alerting tool for our organization. Whenever applications or any protection systems are down, we get notified via email and mobile. My current role in PagerD...
 

Also Known As

Comet for SageMaker Partner AI Apps
No data available
 

Overview

 

Sample Customers

Information Not Available
40% of the Fortune 100 TrustPagerDuty. Customers include: Slack, Intuit, Zendesk, Panasonic, Pinterest, Airbnb, eHarmony, McKesson, Comcast
Find out what your peers are saying about Comet vs. PagerDuty Operations Cloud and other solutions. Updated: April 2026.
896,942 professionals have used our research since 2012.