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Altair RapidMiner vs Red Hat Lightspeed 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:
 

Categories and Ranking

Altair RapidMiner
Ranking in Predictive Analytics
6th
Average Rating
8.4
Reviews Sentiment
6.9
Number of Reviews
26
Ranking in other categories
Data Science Platforms (11th)
Red Hat Lightspeed
Ranking in Predictive Analytics
3rd
Average Rating
8.8
Reviews Sentiment
3.7
Number of Reviews
12
Ranking in other categories
No ranking in other categories
 

Mindshare comparison

As of August 2026, in the Predictive Analytics category, the mindshare of Altair RapidMiner is 5.7%, down from 12.3% compared to the previous year. The mindshare of Red Hat Lightspeed is 5.9%, up from 2.3% compared to the previous year. It is calculated based on PeerSpot user engagement data.
Predictive Analytics Mindshare Distribution
ProductMindshare (%)
Red Hat Lightspeed5.9%
Altair RapidMiner5.7%
Other88.4%
Predictive Analytics
 

Featured Reviews

SP
Solution Architect at Hitachi Digital Services
Visual workflows have empowered teams to build and deploy reliable predictive maintenance models
The best features Altair RapidMiner offers in my experience are the visual workflow designer in AI Studio, which is the foundation of everything. Building complete machine learning pipelines, data ingestion, transformation, feature engineering, model training, validation, and deployment in a drag-and-drop visual environment without extensive coding is what makes this accessible to organizations that cannot staff a team of Python developers for every analytics project. That capability opens the door.Auto Model is the feature I lean on most when doing rapid prototyping with clients. It evaluates multiple algorithms automatically, surfaces the best-performing model for the data, and explains why. That dramatically compresses the experimentation phase. What would take a data scientist days of manual testing, Auto Model does in an hour.
VishalSingh15 - PeerSpot reviewer
Head of Business at Variyas Labs Pvt Ltd
Have found limited automation capabilities while configuration has remained complex despite reliable monitoring features
In terms of configuration, Red Hat Insights could use some improvement. When I deploy Red Hat, the installation means a pure vanilla installation where you run and install a product out of the box, but deployment involves configuration plus all necessary tooling to run that product, which requires human input to complete the installation, configurations, and integration. Red Hat Insights has very limited automation; it only detects anomalies and triggers corrective actions for compliance issues, something which I found lacking when compared to other tools I've used.

Quotes from Members

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

Pros

"I like not having to write all solutions from code. Being able to drag and drop controls, enables me to focus on building the best model, without needing to search for syntax errors or extra libraries."
"What I like about RapidMiner is its all-in-one nature, which allows me to prepare, extract, transform, and load data within the same tool."
"The solution is very intuitive and powerful."
"The technical support for RapidMiner is fantastic."
"It is easy to use and has a huge community that I can rely on for help. Moreover, it is interactive."
"Scalability is not really a concern with RapidMiner. It scales very well and can be used in global implementations."
"The solution is stable."
"The most valuable feature of RapidMiner is that it is code free. It is similar to playing with Lego pieces and executing after you are finished to see the results. Additionally, it is easy to use and has interesting utilities when preparing the data. It has a utility to automatically launch a series of models and show the comparisons. When finished with the comparisons you can select the best one, and deploy it automatically."
"The most valuable feature of Red Hat Insights that I have found is the proactive information on issues that you don't see but are possibly going to happen in the environment."
"The reliability is so good that I rarely find myself calling Red Hat support any longer."
"Red Hat Enterprise Linux has made significant improvements in terms of storage. You can mount an 18 terabyte file system. It also supports NFS shares and the SIP share for the photos. There have been many features added since RHEL 6. It's more user-friendly and graphical."
"It identifies bugs and security vulnerabilities."
"I have seen a return on investment, especially considering the time taken to resolve the problem where we bought some support from Red Hat."
"The product is optimized for resource utilization."
"The most valuable feature of Red Hat Insights is that it is dynamic."
"Red Hat support is very good; their response regarding SLAs has improved significantly in India, and I have no complaints about the support I continue to receive."
 

Cons

"I would like to see more integration capabilities."
"Currently, I am unsure of all the AI features available in Altair RapidMiner, particularly advanced AI capabilities like neural networks and deep learning."
"RapidMiner is not utterly intuitive for beginners."
"RapidMiner would be improved with the inclusion of more machine learning algorithms for generating time-series forecasting models."
"RapidMiner loads very slowly, which is something that should be improved."
"The biggest problem, not from a platform process, but from an avoidance process, is when you work in a heavily regulated BFSI environment, like banking and finance."
"The biggest problem, not from a platform process, but from an avoidance process, is when you work in a heavily regulated environment, like banking and finance. Whenever you make a decision or there is an output, you need to bill it as an avoidance to the investigator or to the bank audit team. If you made decisions within this machine learning model, you need to explain why you did so. It would better if you could explain your decision in terms of delivery. However, this is an issue with all ML platforms. Many companies are working heavily in this area to help figure out how to make it more explainable to the business team or the regulator."
"I would like to see wider adoption of the RapidMiner platform by the Open Source community as a viable alternative/companion to Python and R."
"Sometimes, the product has outages that affect the site's ability."
"I would like to see improvements made to the subscriptions and management of them."
"All resources should be available on the website."
"The cockpit server doesn't work and is useless. I don't like the images shown in GCP. I prefer the ones in AWS. It seems like the solution is in tune with what we deploy on the private cloud."
"A lot of improvement is required to get security compliance, especially with the privacy of the data, managing it, and storing it."
"I also want the co-pilot to provide more granular control and more features in the GUI, so we can have one configuration from the GUI itself. It would be helpful to have a feature similar to the one in Windows where we can manage all the net flows from one console in a single pane of glass and install it on-premises like an admin center. It would be great if Red Hat had some kind of admin center to manage all the RHEL boxes without using an additional product like Satellite or something, we could use the co-pilot on all the systems to monitor the dashboard."
"There is potential for improvement when it comes to ease of use. It has become easier to use over the years but could be better still. Linux, in general, has never been a simple solution. It's usually a more complex solution than something like Windows. If there is a downside, it's that it is more complex than some of the other solutions."
"AIX will be out of support in the next few years, so that is a problem because a lot of the clinical apps use AIX."
 

Pricing and Cost Advice

"The client only has to pay the licensing costs. There are not any maintenance or hidden costs in addition to the license."
"I used an educational license for this solution, which is available free of charge."
"For the university, the cost of the solution is free for the students and teachers."
"I'm not fully aware of RapidMiner's price because we had licenses provided, but from my analysis, it's moderately priced, not too high or too low. It's worth the investment."
"Although we don't pay licensing fees because it is being used within the university, my understanding is that the cost is between $5,000 and $10,000 USD per year."
"The prices are comparable, and good for what is being provided."
"This is not a cheap solution but it gets you the support if you ever need it."
"If you have a subscription to Red Hat Enterprise Linux, Red Hat Insights is free."
"RHEL is expensive. We have changed the cloud provider's subscription to a pay-as-you-go model."
"Regarding the prices, the new changes are actually not bad as it works for enterprise solutions."
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Top Industries

By visitors reading reviews
Manufacturing Company
12%
Financial Services Firm
10%
University
9%
Computer Software Company
8%
Outsourcing Company
19%
Construction Company
13%
Retailer
8%
Manufacturing Company
7%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business12
Midsize Enterprise5
Large Enterprise10
By reviewers
Company SizeCount
Small Business2
Midsize Enterprise1
Large Enterprise9
 

Questions from the Community

What is your experience regarding pricing and costs for RapidMiner?
My experience with pricing, setup cost, and licensing shows that the licensing model is based on Altair Units, which is their shared token-based system across their product portfolio and is flexibl...
What needs improvement with RapidMiner?
Altair RapidMiner can be improved by enhancing the newer GenAI features, which are interesting but honestly still quite early, and the documentation does not yet match the ambition of what they are...
What is your primary use case for RapidMiner?
My main use case for Altair RapidMiner is predictive quality analysis on the manufacturing site, as Wagner Spraytech manufactures spray finishing equipment and we generate a significant amount of o...
What needs improvement with Red Hat Insights?
In terms of configuration, Red Hat Insights could use some improvement. When I deploy Red Hat, the installation means a pure vanilla installation where you run and install a product out of the box,...
What is your primary use case for Red Hat Insights?
I did not purchase the product through AWS Marketplace; AWS was primarily used as the platform for workloads. We use basic services within AWS, but I did not use anything from the marketplace becau...
What advice do you have for others considering Red Hat Insights?
In terms of optimizing risk identification, I would rate Red Hat Insights around five to six on a scale of 1 to 10. I would give Red Hat Insights an overall rating of six on a scale from 1 to 10. I...
 

Also Known As

No data available
Red Hat Insights
 

Overview

 

Sample Customers

PayPal, Deloitte, eBay, Cisco, Miele, Volkswagen
Cerner, Government of Nova Scotia
Find out what your peers are saying about Altair RapidMiner vs. Red Hat Lightspeed and other solutions. Updated: August 2026.
909,725 professionals have used our research since 2012.