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Avada Software Infrared360 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

Avada Software Infrared360
Ranking in Application Performance Monitoring (APM) and Observability
72nd
Average Rating
8.8
Number of Reviews
13
Ranking in other categories
Business Activity Monitoring (6th), Message Oriented Middleware (MOM) (12th), Server Monitoring (35th)
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 Avada Software Infrared360 is 0.5%, 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%
Avada Software Infrared3600.5%
Other99.2%
Application Performance Monitoring (APM) and Observability
 

Featured Reviews

WK
ICT Architect at a tech services company with 51-200 employees
Role-based access to queues, giving us more insights into problems
* We now have the possibility of getting a central perspective on all tenants. * We have defined access roles for developers. Therefore, they can 'read in' their queues on the development and testing stages. With special roles, they may also write. This improves our development and testing cycle. * For operative systems, we have restricted the access. Still, selected people can react if something is happening in the various BOQs.
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

"It has role-based access to queues, giving us more insights into problems."
"Monitoring that ties into our incident management system"
"The product has a small footprint on our system, they're very knowledgeable of MQ, which we use, and the features that they provide for monitoring our MQ system are just really, really good."
"One way it's helped the business is how you're able to empower MQ users, without your administrators, to be able to do different types of processes in the environment."
"We have easily created use case testing harnesses for specific flows that incorporate various message types."
"The administration piece makes it very easy to do MQ administration. It gives us a lot more flexibility and capabilities."
"IR360 does not require a large team to manage our entire middleware estate and allows the leveraging of a logical model of reuse."
"I highly recommend Infrared360 for an all-in-one IBM MQ tool."
"Overall, Portkey has had a huge business impact in terms of cost savings and operational efficiency."
"Portkey is totally stable; it is one of the best software solutions in the market for this purpose."
"Portkey has significantly improved the organization by streamlining the AI processes being followed."
"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'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."
 

Cons

"We are still working with the FTE/MFT subscription monitoring and reporting functionality. That is an area in which we would like to see further development taking place."
"We desire a dashboard that could accumulate BOQ lengths per tenant on one screen for all tenants."
"One area where they could improve is with their documentation. Some sections are not up to date with new release information and providing additional samples in some areas would be very helpful."
"We definitely need a better overview in terms of a dashboard giving us insights."
"The UI can be cumbersome - but we are still using the Viper interface and we have not had the time to check out the Alloy interface which is supposed to be much improved."
"Some of the graphics in the interface could be improved. It's pretty basic. Some interfaces are not up to what you're used to seeing on other, more Windows-like tools."
"The user interface could be sexier and more ergonomic. The competing products have similar problems."
"There are definitely some places where Portkey can be improved."
"However, one thing I would like to say is that it could have better documentation."
"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."
"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."
 

Pricing and Cost Advice

"Start small, then increase licensing later as per your demand."
"Avada Software's licensing metric is very good because the license fees are based on the number of connections (which have not increased for us very much over the years) rather than the CPU processing power (which increases significantly whenever our hardware is upgraded) or the number of users (which has increased for us a lot since our original purchase)."
"Our internal budget calculation model incorporates the pricing per endpoint for any new projects. However, as our footprint for distributed queue managers shrinks as part of our shared middleware hub deployment, the initial licensing and support costs have been reduced over the last five years."
"Because the licensing is at the QMGR level, you need to have at least a small cushion of licenses for occasional enterprise needs."
Information not available
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Top Industries

By visitors reading reviews
Financial Services Firm
18%
Construction Company
16%
Printing Company
7%
Marketing Services Firm
6%
No data available
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business4
Midsize Enterprise5
Large Enterprise5
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

Infrared360
No data available
 

Overview

 

Sample Customers

USBank, Southwest Airlines, Visiting Nurse Services of New York, Aon Hewitt, Parker Hannifin,  Cantonal Bank of Zurich (ZKB), Hagemeyer NA, and many others
Information Not Available
Find out what your peers are saying about Avada Software Infrared360 vs. Portkey and other solutions. Updated: August 2026.
909,948 professionals have used our research since 2012.