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DX SaaS vs Portkey 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

DX SaaS
Ranking in Application Performance Monitoring (APM) and Observability
61st
Average Rating
6.6
Reviews Sentiment
6.7
Number of Reviews
3
Ranking in other categories
Digital Experience Monitoring (DEM) (18th)
Portkey
Ranking in Application Performance Monitoring (APM) and Observability
26th
Average Rating
8.6
Reviews Sentiment
6.4
Number of Reviews
5
Ranking in other categories
No ranking in other categories
 

Mindshare comparison

As of August 2026, in the Application Performance Monitoring (APM) and Observability category, the mindshare of DX SaaS is 0.8%, up from 0.1% compared to the previous year. The mindshare of Portkey is 0.3%, up from 0.0% compared to the previous year. It is calculated based on PeerSpot user engagement data.
Application Performance Monitoring (APM) and Observability Mindshare Distribution
ProductMindshare (%)
Portkey0.3%
DX SaaS0.8%
Other98.9%
Application Performance Monitoring (APM) and Observability
 

Featured Reviews

JM
Technical Manager at Tech Mahindra Limited
It's highly customizable but lacks many features of available in competing solutions
DX SaaS is a latecomer to the APM market. Some things that are straightforward in Dynatrace are complicated in DX. For example, upgrading the agents is a seamless process in Dynatrace, but it's a pain in DX SaaS. You should be able to upgrade in the Application Command Center. However, it is not working correctly. They upgrade the product every 15 to 30 days, and the process isn't seamless. It's like implementing the solution all over again. We monitor around 1,000-plus applications and have more than 100,000 agents, so we require a smooth upgrade process. It's nearly impossible to stay updated on the latest version. Upgrading the Dynatrace agent is smoother. You don't need to worry about it. If the agent is on the Dynatrace server, you only need to push it. After that, you will be notified to reboot the APM or CLM. That's it. It took us three years to deploy the agent on 1,000-plus applications across 40,000-plus servers. Now, they are saying they are ending support for 7.0.49, and we need to upgrade. The path to upgrading isn't straightforward. The first process is manual, and we can push it to different servers so it is visible. What's our configuration? Who is going to do the configuration? It's not typical or practical. I don't understand how product teams don't see that. That feature is not there. We hope they add this feature to the new product called DX Platform, which consists of net apps. All those network monitoring tools will be combined into DX Platform. All the monitoring functionality is moved to DX Platform. You can't see a trend of your metrics grouped according to the last month, six months, one year, etc. The resolution is not there. I want granular visibility into data captured in the last 15 seconds. Those are essential features. I am not saying that DX lacks solid features, but they need to consider it. Some core functionality of the product is missing. We have around 50-plus requests to add previously available features in the on-premise version. That is one reason application teams are reluctant to go to DX SaaS. We are struggling to make them understand and trying to find alternatives for the existing features. We've had many discussions with the product team, telling them we need this functionality. However, they tell us it's not on their product roadmap. They are gradually adding other features, but we need our requirements to be a priority. You cannot say you will try to add those requested features that aren't on your product roadmap. There is always a catch in the product. We use around 10 tenants in production and six in the test run. First of all, there is nothing in the pane. If we are trying to see the data from an application, how do we know which tenant and application are reporting? There was a feature called Enterprise Team Center, but that functionality has been removed. All the applications are connected to the manager, which is connected to ETC. If you go to ETC, you can find the server and see your data, but that functionality was not there. Every product should have a management feature, but that is missing, and they are saying that it is not there in the roadmap. It is a basic requirement. You need to understand that. That is not there, manager, and they are saying that is not there in the roadmap as well. They have created a new tenant page temporarily. It is not there currently. It is not a required thing. There is a feature called Domain, but that concept is gone. We've struggled a lot, and what they provided in the initial migration stage is no longer working. We were delayed for two months because we didn't give them the correct input. They don't know their product. We tell them there is a problem, and they say they're fixing it. Are we their Guinea pig? You cannot treat your customers like this.
Shravan Revanna - PeerSpot reviewer
Software Engineer at klydo.in
Centralized AI control has standardized our workflows and delivers faster, more reliable features
There are definitely some places where Portkey can be improved. Overall, the experience has been positive, but the first area is analytics and reporting. While the observability feature is excellent, we would like to have richer historical analytics and customizable dashboards. For example, it would be useful to see trends by applications and teams or features over long periods without exporting data to an external BI tool. Another area is governance for large organizations. As AI adoption grows, enterprises need more granular, role-based access control. We would like to see more advanced AI evaluation capability built into the platform itself, including features such as prompt versioning and automated quality scoring and regression testing. Finally, while the platform is supported with multiple providers, we would welcome even more intelligent routing capabilities, such as automatically selecting the best model based on latency, cost, and task complexity using configurable policies. These are not major pain points, but they are enhancements that would make an already strong platform even more valuable for an organization that scales their AI workloads. Documentation and onboarding could be enhanced. Portkey is developer-friendly, but we need more end-to-end references, architecture, and implementation guides for common AI patterns. This would help teams adopt it even faster. I did not give Portkey a perfect score because while it has become a foundational component in our AI stack and solves several operational challenges, I would still like to see deeper analytics, stronger enterprise governance features, and more built-in AI evaluation capabilities, especially for prompt testing, regression analysis, and model benchmarking. I would be comfortable recommending Portkey to any organization that is building multiple AI applications or wants to manage a scalable way to handle LLM providers and produce AI traffic.

Quotes from Members

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

Pros

"DX allows you to customize and gives you a high degree of control."
"Actionable insight is the most valuable feature."
"It supports numerous platforms."
"Enterprise scalability is good and we use 3 data centers with each have its satellite or poller server to limit the network transaction as locally as possible"
"Portkey is totally stable; it is one of the best software solutions in the market for this purpose."
"Portkey's visualization is excellent, I particularly appreciate the multiple capabilities they have introduced, especially the MCP gateway, which is outstanding, the caching mechanism is very good, and the logs and traceability features are also excellent."
"Overall, Portkey has had a huge business impact in terms of cost savings and operational efficiency."
"Portkey definitely provides a solid alternative solution for the agent and large model hosting platforms, and it is very helpful for us to explore the possibilities across the industry rather than staying with a few mainstream options."
"Portkey has significantly improved the organization by streamlining the AI processes being followed."
 

Cons

"We tell them there is a problem, and they say they're fixing it. Are we their Guinea pig? You cannot treat your customers like this."
"Its good for a small or homogenous platform, but for a complex platform involving different application services, root cause identification and reading the instrument through the web can be cumbersome and not very user friendly."
"The ability to scale presents a challenge as the cost of handling vast amounts of data in the cloud must be taken into account."
"Old user interface and dashboards could be improved."
"DX SaaS is a latecomer to the APM market. Some things that are straightforward in Dynatrace are complicated in DX. For example, upgrading the agents is a seamless process in Dynatrace, but it's a pain in DX SaaS. You should be able to upgrade in the Application Command Center. However, it is not working correctly."
"End-to-end traceability is not fully fulfilled. They are only fulfilling about 50 to 60 percent of our end-to-end agent traceability requirements, and the remaining functionality needs to be implemented."
"The main area for improvement is onboarding and trial experience."
"However, one thing I would like to say is that it could have better documentation."
"There are definitely some places where Portkey can be improved."
"One major problem I see with Portkey is that when I had not yet started any trial, it started to denote that I had exceeded the prompt limit."
 

Pricing and Cost Advice

"Our monthly cost for DX SaaS is approximately $5 per user, which I considered affordable."
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Top Industries

By visitors reading reviews
Outsourcing Company
12%
Financial Services Firm
11%
Construction Company
10%
Computer Software Company
10%
No data available
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
No data available
No data available
 

Questions from the Community

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What is your experience regarding pricing and costs for Portkey?
Regarding pricing and licensing, the cost was relatively low because Portkey sits in front of our existing AI infrastructure. From a licensing perspective, I appreciate that the pricing model is pr...
What needs improvement with Portkey?
Portkey is a very good software for AI applications. It is a single place solution that you can use if you want your AI application to be in production. However, one thing I would like to say is th...
What is your primary use case for Portkey?
Portkey has many features for deploying an application to production, including an AI gateway, observability, guardrails, governance, and prompt management. We primarily use the AI Gateway, observa...
 

Also Known As

CA DXI, CA Digital Experience Insights
No data available
 

Overview

 

Sample Customers

CNN
Information Not Available
Find out what your peers are saying about DX SaaS vs. Portkey and other solutions. Updated: August 2026.
909,725 professionals have used our research since 2012.