--- title: Altair AI Studio Reviews meta_title: 'Altair AI Studio Reviews 2026: Details, Pricing, & Features | G2' meta_description: Filter 520 reviews by the users' company size, role or industry to find out how Altair AI Studio works for a business like yours. aggregate_rating: rating_value: 4.6 review_count: 520 scale: '5' date_modified: '2026-07-17' parent_category: name: Artificial Intelligence url: https://www.g2.com/categories/artificial-intelligence --- # Altair AI Studio Reviews **Vendor:** Altair **Category:** [Data Science and Machine Learning Platforms](https://www.g2.com/categories/data-science-and-machine-learning-platforms) **Average Rating:** 4.6/5.0 **Total Reviews:** 520 ## About Altair AI Studio Altair AI Studio (formerly RapidMiner Studio) is a data science tool that anyone can use to design and prototype highly explainable AI and machine learning models that help build trust throughout an organization. Altair AI Studio includes: - Full generative AI functionality with access to hundreds of large language models (LLMs). - Intuitive and powerful drag-and-drop canvases that give users code-like control without complexity. - Award-winning auto ML with automated clustering, predictive modeling, feature engineering, and time series forecasting. - Data connectivity, exploration, and preparation. - Deploy and manage AI projects and models at enterprise scale. - Collaborate with team members in the same environment without having to worry about overwriting each other's work. - Unify the entire data science lifecycle from data exploration and machine learning to model operations and visualization and deploy in the cloud. Altair AI Studio helps users make powerful insights accessible to the entire organization and can scale seamlessly for users and enterprises. Altair AI studio enables organizations to derive significant value from AI with minimal cost and operational impact. ## Altair AI Studio Pros & Cons **What users like:** - Users appreciate the **ease of use** of Altair AI Studio, benefiting from its intuitive drag-and-drop interface. (9 reviews) - Users value the **ease of using machine learning without coding** , making it accessible and beneficial for education and organizations. (8 reviews) - Users value the **seamless AI integration** of Altair AI Studio, enhancing decision making and efficiency in data analysis. (6 reviews) - Users value the **advanced machine learning and analytics** in Altair AI Studio, enhancing decision-making and efficiency. (5 reviews) - Users value the **automation features** of Altair AI Studio, streamlining processes and enhancing data analysis efficiency. (5 reviews) - Integrations (5 reviews) - Modeling (5 reviews) - Users appreciate the **user-friendly interface** of Altair AI Studio, simplifying model building and data analysis efficiently. (5 reviews) - Users value the **intuitive UI and powerful features** of Altair AI Studio, making data science accessible for beginners. (4 reviews) - Users value the **easy-to-use AI capabilities** in Altair AI Studio, enhancing their productivity with versatile features. (3 reviews) **What users dislike:** - Users find the **complexity** of Altair AI Studio challenging, especially with integration and performance issues. (4 reviews) - Users often face **slow performance with large datasets** , which can impact their overall experience with Altair AI Studio. (3 reviews) - Users report experiencing **slow performance** with Altair AI Studio, especially when working with large or complex datasets. (3 reviews) - Users find the **complexity issues** of Altair AI Studio frustrating, especially due to limited support in Japanese. (2 reviews) - Users find the **complex usage** of Altair AI Studio challenging due to steep learning curves and limited documentation. (2 reviews) - Users find Altair AI Studio to be **expensive** , especially considering limitations on datasets and additional documentation needs. (2 reviews) - Insufficient Learning Resources (2 reviews) - Users feel that Altair AI Studio is **lacking features** like comprehensive documentation and advanced metrics for better usability. (2 reviews) - Learning Curve (2 reviews) - Users report **poor performance** with large datasets, experiencing slowdowns and freezing during critical tasks. (2 reviews) ## Altair AI Studio Reviews ### 1. It's helpful for students to learn data analysis **Rating:** 4.5/5.0 stars **Reviewed by:** Verified User in Higher Education | Enterprise (> 1000 emp.) **Reviewed Date:** May 23, 2021 **What do you like best about Altair AI Studio?** The process flow is easy to use and the results contain rich information **What do you dislike about Altair AI Studio?** The trial license is limited to one year **What problems is Altair AI Studio solving and how is that benefiting you?** To help students to learn the methods of data analysis ### 2. Time Series Analysis Limitations **Rating:** 2.5/5.0 stars **Reviewed by:** Lucia M. | Lecturer, Enterprise (> 1000 emp.) **Reviewed Date:** January 22, 2021 **What do you like best about Altair AI Studio?** I think that the software has great support in terms of explanations given on how different algorithms work. This is very helpful. **What do you dislike about Altair AI Studio?** I think it is a bit complicated in terms of having to create and connect different boxes to enable a process to run. Other type of software have a more user friendly type of approach. **Recommendations to others considering Altair AI Studio:** It is an interesting software to consider. **What problems is Altair AI Studio solving and how is that benefiting you?** I am studying the software at the moment. My area of work is time series and I have not been able to do much on this area. ### 3. Great tool for data mining! **Rating:** 5.0/5.0 stars **Reviewed by:** Morteza M. | Assistant Professor of Analytics, Mid-Market (51-1000 emp.) **Reviewed Date:** December 23, 2020 **What do you like best about Altair AI Studio?** It is very easy to learn and supports many ML algorithms. I like its process-based design and the fact that there are lots of useful extensions. **What do you dislike about Altair AI Studio?** I hope it covers more statistical analysis. Also, I would like to see more training videos. **What problems is Altair AI Studio solving and how is that benefiting you?** Data Mining and ML. It is very fast and easy to implement various algorithms. Its process-based design is very helpful to deal with complex projects. ### 4. Very useful in getting insights into data to dig and think about process improvements **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Education Management | Mid-Market (51-1000 emp.) **Reviewed Date:** March 16, 2021 **What do you like best about Altair AI Studio?** Visualzation tools with data analytics tools. The upside is just at one place I can visualize the data and start devloping the analytical modles for further. analysis. **What do you dislike about Altair AI Studio?** Some processes can be automated. For example, in visualization chnaging the format of data, or lables can be made more user friendly. **What problems is Altair AI Studio solving and how is that benefiting you?** Mostly visualization. Also data analysis using correlation and regression analysis. ### 5. Rapid Miner Review **Rating:** 4.0/5.0 stars **Reviewed by:** Marleen G. | KYC Analyst, Small-Business (50 or fewer emp.) **Reviewed Date:** January 05, 2021 **What do you like best about Altair AI Studio?** The training sections both in the tool and on the website are great. Clear even for people that do not have much data analytics experience **What do you dislike about Altair AI Studio?** Turbo prep function gives very little control over the outcome. An option to indicate what the purpose of the project is or which algorithm will be used **What problems is Altair AI Studio solving and how is that benefiting you?** Fraud prediction ### 6. Amazing machine learning tool **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Writing and Editing | Small-Business (50 or fewer emp.) **Reviewed Date:** October 20, 2020 **What do you like best about Altair AI Studio?** Excellent platform. System Design very easy to accomplish. An explanation and example of each block diagram could be considered enough to simplify new methods for beginners. It doesn't need deep knowledge to know how to perform things from A to Z. Before using Rapid Miner I had to spend months to finalize my training and testing phases. I am now able to run experiments and get results in a week. **What do you dislike about Altair AI Studio?** There is a need for more features selection algorithms to be added for a full comparison of designed systems to the state of art methods. The "optimize parameters" block takes some time to run. it forces me many times to restart RapidMiner. **What problems is Altair AI Studio solving and how is that benefiting you?** I was able to re-design a machine learning approach for the detection of the autistic population. ### 7. RapidMiner **Rating:** 5.0/5.0 stars **Reviewed by:** Mohamed A. | PhD Student, Small-Business (50 or fewer emp.) **Reviewed Date:** March 21, 2021 **What do you like best about Altair AI Studio?** powerful software for machine learning algorithms and it is very good and GUI make it easy to use **What do you dislike about Altair AI Studio?** some time delay when using for machine learning algorithms and deep learning and it does not support the Arabic language **Recommendations to others considering Altair AI Studio:** it is very good software I recommend it **What problems is Altair AI Studio solving and how is that benefiting you?** Sentiment analysis and data mining ### 8. Very Useful Data Analytic Technology **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Paper & Forest Products | Mid-Market (51-1000 emp.) **Reviewed Date:** December 30, 2020 **What do you like best about Altair AI Studio?** I like how any process can be made easily presentable and find the part of the process is quite simple. **What do you dislike about Altair AI Studio?** A greater description of when to use certain advanced parameters in processes would be helpful in addition to only an explanation of what that parameter does. **Recommendations to others considering Altair AI Studio:** Definitely check out the RapidMiner academy if you have ANY questions or if you want to become very skilled at and have a deeper understanding of the program. **What problems is Altair AI Studio solving and how is that benefiting you?** I use RapidMiner to cleanse and organize data as well as find correlations amongst attributes. ### 9. Very useful and saving time when you face complex problems. **Rating:** 4.0/5.0 stars **Reviewed by:** denizhan e. | Small-Business (50 or fewer emp.) **Reviewed Date:** August 04, 2020 **What do you like best about Altair AI Studio?** data preparation is very easy and you can clean and prepare your data very fast. **What do you dislike about Altair AI Studio?** Visualization tools are very strict. they should allow us to play around more. Basically, it is good for the first impression but I can make better graphs with Python. **What problems is Altair AI Studio solving and how is that benefiting you?** When I begin to work on a project, the first thing I do upload my dataset to RM and play around. I design complete process there. If RM is enough for me to finish my project I go with it, if not I open my Jupiter Notebook and re-build the design there. It is fast, gives you quick insight about your data and you can try almost all algorithms for modeling. Yes, they have limitations but still very handy. ### 10. RAPIDMINER data and analysis is automated. **Rating:** 4.0/5.0 stars **Reviewed by:** George P. | Small-Business (50 or fewer emp.) **Reviewed Date:** August 23, 2020 **What do you like best about Altair AI Studio?** RAPIDMINER is a great tool now for the analysis and visualization of data, it has a diversity of characteristics that allow you to do a more effective job. It provides the marketing department to adapt and improve its performance and solve problems through cloning that you can perform transformations such as calculations, percentages or dates to reuse the analyzes that allows significant time savings. **What do you dislike about Altair AI Studio?** Our experience has been very good and with results that are increasing each time, but a function that should be added is the automatic programming to generate data, this would be a great step to improve performance and productivity within Rapidminer,the support is nice and complete, I'm glad it worked perfectly. **Recommendations to others considering Altair AI Studio:** This platform allows you to increase the performance of your entire work team and establish work fluency, it is ideal for data analysis and achieving significant results, problem solving and achieving improvements, in addition to understanding the market a little more, fully recommended. **What problems is Altair AI Studio solving and how is that benefiting you?** We use this platform to have a faster ETL process. We create mining data analysis with different algorithms applying various techniques, this allows us to have tools with excellent BI performance. We have different databases, this allows us to do most of the analysis work on this platform, increases the productivity of our company and better marketing management. ### 11. Perfect for people with low skills in ICT **Rating:** 4.5/5.0 stars **Reviewed by:** Verified User in Insurance | Small-Business (50 or fewer emp.) **Reviewed Date:** March 31, 2021 **What do you like best about Altair AI Studio?** I like how quick one can build a pipeline for data processing. I am familiar with python-based ML, but I started using it also for quick prototypes of the python-based ones **What do you dislike about Altair AI Studio?** The tool is really highly memory-demanding. At times the process image exceeds 4GBs and it can slow down all other activities **What problems is Altair AI Studio solving and how is that benefiting you?** Basic classification/clustering pipelines. I have taught these solutions to a class of students with minimal expertise in related topics and no programming skills ### 12. Loved Using RapidMiner **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Market Research | Small-Business (50 or fewer emp.) **Reviewed Date:** August 12, 2020 **What do you like best about Altair AI Studio?** I like the fact that there are a lot of helpful guides and communities that can answer lots of questions that could pop up about using and designing models on RapidMiner. Additionally, I like that using RapidMiner itself, once you get the hang of it, is very easy and easy to understand. **What do you dislike about Altair AI Studio?** When first using RapidMiner, if you don't have some kind of outside help, it's confusing about where and how to start for beginners. Also at times, when I tried to run a model it always gave me an error that my computer didn't have enough space yet when a friend of mine ran the exact same thing with the exact same computer, it seemed to work just fine for them. This was a little frustrating. **What problems is Altair AI Studio solving and how is that benefiting you?** I've been using RapidMiner with various predictive analytics problems. I originally got RapidMiner because I needed it for a class that I was taking but I'm sure that if I delve further into the predictive analytics field that it will be a tool that I will come back to use quite often for I liked the way RapidMiner is set up and works. ### 13. Rapidminer visual approach allow users to focus more on objectives, processes, and result. **Rating:** 5.0/5.0 stars **Reviewed by:** Mohamad Ali B. | Lecturer, Mid-Market (51-1000 emp.) **Reviewed Date:** May 28, 2020 **What do you like best about Altair AI Studio?** The visual workflow design approach can save time by allowing users to focus on the process and result and less on programming and troubleshooting. Additionally, there are many beginners who have a strong conceptual understanding in their field but are starting to jump into the field of data science and machine learning. Rapidminer's visual approach allows a wide range of users to benefits from its tools. **What do you dislike about Altair AI Studio?** The availability of certain algorithms can be improved or updated. For example, for clustering algorithms, beside k-means, there are some variations such as k-means++, x-means, and k-medians that can be included for comparison especially when you are using Auto Model. **Recommendations to others considering Altair AI Studio:** This is a software that allows you to focus on your conceptual understanding of data-mining and machine learning. Additionally, it also a great source of learning with a complete reference to all the algorithms. **What problems is Altair AI Studio solving and how is that benefiting you?** Predictive analysis and clustering analysis using data from the learning management system. Using Rapidminer clustering and classification algorithms, I was able to cluster learners in a Learning Management System. Additionally, I was able to predict their learning outcomes from their learning behaviors and pattern. Rapidminer can benefit instructional designers and educators who do not have programming background in the field of educational data mining (EDM). The results from this analysis are very informative for various stakeholders in the learning institutions. ### 14. RapidMiner will always be one my everyday carry essentials. **Rating:** 5.0/5.0 stars **Reviewed by:** Sven V. | Datascientist, Enterprise (> 1000 emp.) **Reviewed Date:** August 12, 2020 **What do you like best about Altair AI Studio?** From a company finding the majority of its customers in the industrial sector, one might expect a customer interaction similar to how other Tech Giants behave. Nothing distinguishes RapidMiner more than any other company or application I used over more the last decades. As a clinician (anesthesiologist and emergency physician), once an absolute rookie in data science I tested several platforms able to solve my data related problems. And problems, I had many of them from extracting unstructured data from electronic health records (EHRs) to model deployment and monitoring of disease specific datasets from critical patients with stroke, sepsis, covid-19, etc. I could never have accomplished these tasks without the close relationship I developed over the years with amazingly interesting and clever people developing for or working with RapidMiner technology. A few things I experienced during that journey: No matter which sector you work in, listening to questions other data geeks are facing, reading the solutions proposed by experienced people in a certain subdomain always gives you a step forward to solve your own problem. I never noticed such a vivid community as the one I visit almost daily with almost 700K members and over 15K discussions and answers. As most other companies have only a customer service, RapidMiner always valued the direct feedback from any customer or platform user. This definitely is the reason RapidMiner is a very successful application as it keeps the finger on the pulse. The company always knows which direction customers wanted to get their platform to grow. Besides the passive inflow of information from the customers, RapidMiner is also actively interacting with its customers. National and international meetings and webinars are organized to get the latest trends and insights in the developments the company is working and additionally provides lots of time and space to have customers present their accomplishments. As many data science applications evolve in the direction of monolithic black boxes, RapidMiner used a completely different approach. As much as developing new technologies within their platform, they offered solutions to integrate existing code (R, Python, etc) within their processes which saved many hours of coding as several tools are available e.g. in Python and provide links to databases, websites, web services, feeds, social media, etc. As a clinician and data scientist, I need to spend a lot of time explaining the steps I took between raw data and the final model I developed. This is so often overlooked by many companies and from my point of view a significant reason the AI/ML revolution could have positioned itself at a higher level in many fields of directly aiding citizens to become healthier and more efficient. The most striking argument I have to stick to RapidMiner is the fact that I only need one application to get most of my work done from ETL to data visualization which makes the amount of coding required to achieve my goals to a minimum. RapidMiner evolved in such a way that people with almost no experience in data science can cluster and classify their data, make predictive models, deploy models and monitor any drift in a way large industrial processes are dealing with this. Additionally, the way the user interface is built, any process can be built starting with tangible building blocks which can be understood by any audience which will at one moment in time require insights in which magics you have created. Although RapidMiner has most of its customers positioned in different industries more than in research departments, RapidMiner always showed lots of interest and provided me with valuable advice. It may be very subjective but the word RapidMiner family is how I see this community and company. As life is an inflammatory pathway, generating interesting data, RapidMiner will always be one my everyday carry essentials. Sven Van Poucke, MD, PhD https://www.researchgate.net/profile/Sven_Van_Poucke/research **What do you dislike about Altair AI Studio?** I do not find any relevant downsides for this moment **Recommendations to others considering Altair AI Studio:** Download your free version and get started!!! **What problems is Altair AI Studio solving and how is that benefiting you?** https://www.researchgate.net/profile/Sven_Van_Poucke/research ### 15. Building the flow is easy, but some of the type checking on inputs and outputs are not easy. **Rating:** 4.5/5.0 stars **Reviewed by:** Verified User in Higher Education | Small-Business (50 or fewer emp.) **Reviewed Date:** May 06, 2021 **What do you like best about Altair AI Studio?** Building the flow and using explore dataset **What do you dislike about Altair AI Studio?** each block can have inputs and output but the types of these I/O are not clear to go from one type to another smoothly like in programming language if type conversations exists. **Recommendations to others considering Altair AI Studio:** Having some programming knowledge is beneficial but is not required. **What problems is Altair AI Studio solving and how is that benefiting you?** data analysis and machine learning processes ### 16. RapidMiner is friendly and powerful. **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Education Management | Enterprise (> 1000 emp.) **Reviewed Date:** June 17, 2021 **What do you like best about Altair AI Studio?** Ease for business users, support from the Brazilian seller. **What do you dislike about Altair AI Studio?** RapidMiner need for more ready-made examples. **Recommendations to others considering Altair AI Studio:** For educational purposes best existing tool. **What problems is Altair AI Studio solving and how is that benefiting you?** Analytical prediction ### 17. Rapidminer is user-friendly even to non-programmer slack scholar like me **Rating:** 5.0/5.0 stars **Reviewed by:** Muhammad Shabir S. | Associate Editor, Small-Business (50 or fewer emp.) **Reviewed Date:** July 14, 2020 **What do you like best about Altair AI Studio?** the function Recommended operator is really helpful and auto modeling. **What do you dislike about Altair AI Studio?** The explanation is too basic for a newbie that after running the analysis, I do not know whether the interpretation of the information is correct or not. **Recommendations to others considering Altair AI Studio:** If the user is new to machine learning or wanted to be a data-driven person, Rapidminer is easy to use, user-friendly and the support from inside the software (recommended operator and tooltip are sufficient) and website (training and tutorial) are good enough to start your journey. You also will not be overwhelmed with the information and user interface. Therefore, I really recommend you try especially scholars as Rapidminer is really supporting education institutions in accessing machine learning from home, personal computer, and at the organization. **What problems is Altair AI Studio solving and how is that benefiting you?** Predictive analytics and finding outliers in my data. Since I am not a programmer nor having knowledge and experience regarding machine learning, I rely on Rapidminer to tell me how to make sense of my data. So, it is like unsupervised machine learning but the user is uneducated in machine learning. Yet, Rapidminer helps me to understand and able to present my findings easily. ### 18. How rapid-miner helped me have a better insight of my datasets. **Rating:** 5.0/5.0 stars **Reviewed by:** Milad A. | Teacher Assistant, Small-Business (50 or fewer emp.) **Reviewed Date:** October 28, 2020 **What do you like best about Altair AI Studio?** Availability of association rules, supervised learning and deep learning algorithms. Time series analysis Covariance Great data visualization and manipulation tools User friendly **What do you dislike about Altair AI Studio?** The only thing that I was looking for and did not find was long short term memories and Markov Hidden Models. I believe they are in the verge of creating them as well. **Recommendations to others considering Altair AI Studio:** If you are new to any domain of Stats and AI Rapid miner is a very good start Also it has tools to help experts do their analysis in less time and great quality(presentation-wise) **What problems is Altair AI Studio solving and how is that benefiting you?** Rule learning from construction schedules Construction econometrics analysis ### 19. RapidMiner is powerful and easy to use **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Research | Small-Business (50 or fewer emp.) **Reviewed Date:** May 19, 2021 **What do you like best about Altair AI Studio?** The structure of RapidMiner is very clear, and easy to follow **What do you dislike about Altair AI Studio?** The charts are basic, and for building a dashboard, we need to install RapidMiner server. It is not easy for me. **What problems is Altair AI Studio solving and how is that benefiting you?** Predictive analysis ### 20. Highly accessible route to deliver end-to-end data science projects **Rating:** 4.5/5.0 stars **Reviewed by:** Paul O. | Partner, Small-Business (50 or fewer emp.) **Reviewed Date:** April 15, 2020 **What do you like best about Altair AI Studio?** Once you've mastered the basics of the UI and occasionally eccentric jargon (why on earth call variables "macros"?) you can put together very advanced predictive models with very little effort. The tutorials and community are excellent for helping you up the learning curve and don't just help with product usage itself but how to tie it to business use cases as well. **What do you dislike about Altair AI Studio?** The UI forces you down some very linear paths and won't let you keep certain panels open across dual monitors which implies a lot of flicking backwards and forwards which wastes time and feels somewhat retrograde. Macros (variable handling) handle data types exceptionally poorly forcing you into all manner of workarounds and consuming debugging time that considering how easy other aspects of the system are to use feels totally incongruous. **Recommendations to others considering Altair AI Studio:** Either get the trial and put together a quick MVP using your real data or find a consultant to help you do this. The value of quickly proving the end-to-end process is tremendous. **What problems is Altair AI Studio solving and how is that benefiting you?** Predictive modelling of customer journey events - for example, using early stage customer behaviour to predict conversions or lifetime value. Has required use of the product to import, clean, extract features, model results and integrate into business processes. Considering the complexity of what we're doing the product has performing very well and we're starting to see the uplift in the overall business metrics that we were hoping and expecting. ### 21. Shall be more operator and social media API **Rating:** 3.5/5.0 stars **Reviewed by:** Verified User in Education Management | Mid-Market (51-1000 emp.) **Reviewed Date:** February 17, 2021 **What do you like best about Altair AI Studio?** Help boxes menu are quite helpful for beginner. So many RapidMiner supporting community also delightful when you found unfavorable error messages. **What do you dislike about Altair AI Studio?** Social media interface which are developed slowly and poor of variance. Missing operator on documentation which is quite awful. **What problems is Altair AI Studio solving and how is that benefiting you?** Am using RM for text analysis in the investment area. The benefits I got are time efficient to use and enable us to explore models which will be fit on to our research. ### 22. RapidMiner is powerful easy to use **Rating:** 5.0/5.0 stars **Reviewed by:** GINO G. | Mid-Market (51-1000 emp.) **Reviewed Date:** June 28, 2020 **What do you like best about Altair AI Studio?** You can easily find updated information at their web page, so for me it is very useful. When you prepare data prior to analyze it RapidMiner allows you to obtain a data review and then you can process the data with other tools inside RapidMiner so you don't need to open an Excel to validate the data. Another pros with RapidMiner is the Auto model tool, it gives you a model then you can use this model as a source to test your data. **What do you dislike about Altair AI Studio?** When you read data into the tool and put it inside a repository, it could be more easy. I would like to present data retrieved from Auto Model to an interactive web site to show the information obtained. **Recommendations to others considering Altair AI Studio:** The tool has a fast learning curve so just use it. **What problems is Altair AI Studio solving and how is that benefiting you?** On RapidMiner while your are solving a problem, it gives you a hint so you can't get lost and solve the problem on this moment, then you can continue and finish your project efficiently. I used RapidMiner for academics purpose. ### 23. easy to use with enough visual info for starter **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Higher Education | Mid-Market (51-1000 emp.) **Reviewed Date:** November 29, 2019 **What do you like best about Altair AI Studio?** diagram based analytics are easy to understand **What do you dislike about Altair AI Studio?** comment in diagram must has link to it component, lack of templates I need more analytic templates for several kind of implementations are needed, plot function good enough but hard to apply and use, speed and memory it'll work great if it can used more cpu cores and processing in ram **Recommendations to others considering Altair AI Studio:** if you aren't an expert in programming, this tool is worth for you **What problems is Altair AI Studio solving and how is that benefiting you?** anamaly detection and classification problem ### 24. Excellent tool for all levels of data professionals **Rating:** 5.0/5.0 stars **Reviewed by:** John G. | Senior Manager - Infrastructure & Automation management, Small-Business (50 or fewer emp.) **Reviewed Date:** November 01, 2020 **What do you like best about Altair AI Studio?** The ease with which insights can be derived from almost any source of data. **What do you dislike about Altair AI Studio?** It's a bit heavy with the different plugins even though it is expected. **What problems is Altair AI Studio solving and how is that benefiting you?** The problem of the lack of insights is solved. The benefits include the ability to read data from almost any datasource. ### 25. A highly required tool in modern times. **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Higher Education | Mid-Market (51-1000 emp.) **Reviewed Date:** October 02, 2020 **What do you like best about Altair AI Studio?** The ease of use, availability of toolboxes, community support. **What do you dislike about Altair AI Studio?** None. But GPU support is desired in future. **Recommendations to others considering Altair AI Studio:** This is a great tool not only for teaching students different concepts related to ML, but also to working professionals and organizations. The best part is the ease with which design can be done in a matter of few minutes. Hyper parameter tuning becomes very easy. In a nutshell, it saves lot of design time and complements the design with its vast available resources. **What problems is Altair AI Studio solving and how is that benefiting you?** Basic problems related to machine learning applications in different areas such as NLP, numerical and categorical data analysis. ### 26. very powerfull , yet friendly tool. **Rating:** 5.0/5.0 stars **Reviewed by:** Gabriel I. | Regional Business Development, Mid-Market (51-1000 emp.) **Reviewed Date:** December 15, 2020 **What do you like best about Altair AI Studio?** Easy to learn, but very powerfull análisis can me made. **What do you dislike about Altair AI Studio?** Some documentation is not as clear as i would like. **What problems is Altair AI Studio solving and how is that benefiting you?** Clusters, Decision Trees. ### 27. RM is a platform suitable for learning and applying Machine Learning **Rating:** 4.5/5.0 stars **Reviewed by:** Verified User in Higher Education | Enterprise (> 1000 emp.) **Reviewed Date:** October 26, 2020 **What do you like best about Altair AI Studio?** Good, easy to use platform suitable for learning and applying Machine Learning. Interactive GUI and continued efforts by RM to improve product offerings help place RM among the top ML platforms available. Highly recommended! **What do you dislike about Altair AI Studio?** Extensive dataset/ modelling may require high computing power. May be useful to further simplify background code processing to improve speed of generating outputs. However, this is a minor issue. Overall RM is an excellent platform. **Recommendations to others considering Altair AI Studio:** Go try it! **What problems is Altair AI Studio solving and how is that benefiting you?** I'm in academia. I use RM to teach Machine Learning concepts to students. ### 28. Rapidminer is the easiest and the most effective platform for data mining. **Rating:** 5.0/5.0 stars **Reviewed by:** Emircan . | Mid-Market (51-1000 emp.) **Reviewed Date:** July 20, 2020 **What do you like best about Altair AI Studio?** It's easy to use and I can solve my research problems on time thanks to Rapidminer. Without any coding skills you can easily dive into data mining world. Also it is very easy to work professionally with Rapidminer. **What do you dislike about Altair AI Studio?** Some operators like SVD (singular value decomposition) and PCA don't give detailed output matrixes. **What problems is Altair AI Studio solving and how is that benefiting you?** I'm using Rapidminer to solve academical research problems. I've used it during PhD research and comletely loved it. You can solve any data mining problem without coding knowledge. Rapidminer also helps to put forth valuable and professional work in limited time. ### 29. using RM for social science research **Rating:** 4.5/5.0 stars **Reviewed by:** Verified User in E-Learning | Enterprise (> 1000 emp.) **Reviewed Date:** June 09, 2020 **What do you like best about Altair AI Studio?** RM is a powerful data mining tool with user-friendly interfaces. It is particularly beneficial for researchers in social sciences disciplines with limited programming knowledge. In addition, I like the educational resources provided by RM team. The experience is very hand-on. Besides, I find the RM can meet all my research since it provides rich sources of algorithms as well as the possibility of adding the extensions. **What do you dislike about Altair AI Studio?** Basically I have a good experience using RM. Sometimes I will come across unknown errors while dealing with data in RM. I guess it might be the issue of the compatibility of RM and the extensions. **What problems is Altair AI Studio solving and how is that benefiting you?** I use RM to build models for my research purpose, the behavioral models in the psychological field.The most frequent investigation I use RM is process mining. I found it is easy to operate the platform and the outputs are understandable. I am also considering other types of modeling algorithms. I also find the auto model is a good design. ### 30. I am enjoying it and learning almost everyday **Rating:** 4.0/5.0 stars **Reviewed by:** Dr Mohammad R. | Instructor, Mid-Market (51-1000 emp.) **Reviewed Date:** January 05, 2021 **What do you like best about Altair AI Studio?** It is very friendly to use and easy to understand **What do you dislike about Altair AI Studio?** in job advertisement there is no where mention about rapidminer experience. **Recommendations to others considering Altair AI Studio:** before using they should have knowledge of data science and machine learning with R/python experience **What problems is Altair AI Studio solving and how is that benefiting you?** still i am learning. I am interested for machine learning ### 31. RapidMiner is an excellent tool for data analysis for experts and novices alike **Rating:** 5.0/5.0 stars **Reviewed by:** Guillaume F. | Small-Business (50 or fewer emp.) **Reviewed Date:** April 14, 2020 **What do you like best about Altair AI Studio?** The TurboPrep ability to process data of poor quality. A huge time saver. Of course the modeling abilities are world class with automatic back testing, again a time saving function. **What do you dislike about Altair AI Studio?** There are still some bugs like an issue if you have a comma in a column header that gives an error without any indication of where it is coming from. Fortunately the rapidminer community forum is a big help. **Recommendations to others considering Altair AI Studio:** Use the full functional trial to ensure that RapidMiner fits your needs. A very interesting feature is the cloud based version that allows rapid data analysis without requiring your own large processing power. **What problems is Altair AI Studio solving and how is that benefiting you?** We process large amounts of households electricity consumption data from intelligent meters. It helps us fine tune our electricity pricing and our customers use electricity in money saving manner whist preserving the environment. ### 32. Great tool for beginners in data science and machine learning with minimal coding experience. **Rating:** 4.5/5.0 stars **Reviewed by:** Arush C. | Small-Business (50 or fewer emp.) **Reviewed Date:** June 04, 2020 **What do you like best about Altair AI Studio?** Implementing data science or machine learning can be challenging using programming languages like R or python for a beginner. But, RapidMiner has helped me solve problems in an easy way. Its like designing a flow chart. **What do you dislike about Altair AI Studio?** 1. The user interface of visualizations is not good 2. Sometimes running complex models is very time consuming. The outlier detection features take forever to run. 3. Slows down my system **What problems is Altair AI Studio solving and how is that benefiting you?** As a student, I'm using it for predictive analytics, solving problems of regression, clustering, classification etc. RapidMiner makes it easier to create models using the stated machine learning concepts, which can be a complex task to implement in R or python. ### 33. Good to understand **Rating:** 4.0/5.0 stars **Reviewed by:** Verified User in Computer & Network Security | Small-Business (50 or fewer emp.) **Reviewed Date:** May 04, 2021 **What do you like best about Altair AI Studio?** click and drag makes the complex code easy **What do you dislike about Altair AI Studio?** time-consuming for some functions, also missing some functions **What problems is Altair AI Studio solving and how is that benefiting you?** Time series ### 34. The best tool of coding free when complex analytics needed. **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Higher Education | Enterprise (> 1000 emp.) **Reviewed Date:** July 27, 2019 **What do you like best about Altair AI Studio?** No need programming even if for complex task. Very easy to use and enormous amount of function operators. **What do you dislike about Altair AI Studio?** More machine learning models included in auto model would be appreciated. **Recommendations to others considering Altair AI Studio:** I fully recommendate RapidMiner to all reseachers who would like to conduct big-data analysis. **What problems is Altair AI Studio solving and how is that benefiting you?** Analyzing public policy data to predict covid19 spread. ### 35. I like using RapidMiner to build models when I have the appropriate data **Rating:** 4.0/5.0 stars **Reviewed by:** Verified User in Entertainment | Enterprise (> 1000 emp.) **Reviewed Date:** July 30, 2020 **What do you like best about Altair AI Studio?** Python integration, automodel - I think these are two of the best features that I use most often **What do you dislike about Altair AI Studio?** I think some of the operators can be a bit confusing to use - when you look on the right hand side v double clicking on the operators there are different options for arguments. I think the formula tools, union, and joining could be more streamlined so you can provide multiple in a single node instead of using the same formula flow multiple times. Often I will use python or Alteryx first before I send data into RapidMiner, but it would be nice if some of these data cleansing features were integrated into RapidMiner **What problems is Altair AI Studio solving and how is that benefiting you?** Integrating workflows (SQL, Python, data models). Many of our engagements don't have the best data quality or data organized well enough to setup to properly build a usable model. Often we have to use a rule based approach to decision making to get the quantity of data we need to train a model ### 36. Great tool for functional leaders doing data science **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Renewables & Environment | Small-Business (50 or fewer emp.) **Reviewed Date:** November 18, 2020 **What do you like best about Altair AI Studio?** The ability to focus more in the process, the challenge or the problem, than in debugging code. Graphical process is key to share how data is managed and what is "behind the curtains". **What do you dislike about Altair AI Studio?** Licenses limitations. For small and medium enterprises, some additional flexibility may be valuable. **Recommendations to others considering Altair AI Studio:** The Labview of Data Science **What problems is Altair AI Studio solving and how is that benefiting you?** Risk reduction, NLP (entities extractions, NLU and sentiment analysis) , classification and regressions. Benefits have helped to increase accuracy in term of future demands. It has also helped to execute more efficiently the assignation of resources based in critical tasks. ### 37. Reviewer **Rating:** 3.5/5.0 stars **Reviewed by:** Hamad A. | Researchear, Small-Business (50 or fewer emp.) **Reviewed Date:** January 11, 2021 **What do you like best about Altair AI Studio?** The easy use and quick to response platform **What do you dislike about Altair AI Studio?** The outcomes visualisation need some improvement **Recommendations to others considering Altair AI Studio:** Results and outcomes with the frames can be improved **What problems is Altair AI Studio solving and how is that benefiting you?** Analysing data ### 38. vey useful , simple , one of the best software **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in E-Learning | Enterprise (> 1000 emp.) **Reviewed Date:** December 28, 2020 **What do you like best about Altair AI Studio?** Auto model , as i said before, the most best feature **What do you dislike about Altair AI Studio?** interface , need to be more modern , and the icon maybe too **What problems is Altair AI Studio solving and how is that benefiting you?** not a lot of video's or tutorials ### 39. Great! But complicarse at first **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Higher Education | Small-Business (50 or fewer emp.) **Reviewed Date:** December 21, 2020 **What do you like best about Altair AI Studio?** The operations are very visual to help undertake **What do you dislike about Altair AI Studio?** I do not like that in the beginning I couldn’t understand how to use it, specifically what to connect with what **Recommendations to others considering Altair AI Studio:** Look up YouTube tutorial **What problems is Altair AI Studio solving and how is that benefiting you?** Not understanding how to work it. Also, it made my computer very slow when the program was open. It took very very long to open. And it took extremely long to do some operations without showing any warnings. ### 40. Fast track insights for beginners using RapidMiner **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Information Services | Small-Business (50 or fewer emp.) **Reviewed Date:** July 09, 2020 **What do you like best about Altair AI Studio?** - as someone trying to gain insight into Data Science - the RapidMiner Academy can be free and quickly introduces the beginner to ideas in Data Science through many short videos that are upbeat and comedic. A beginner will want to learn more. And RapidMiner packages many methods of solution together EVEN though a beginner may not understand all the solutions at first. RapidMiner advertises itself as a solution to solve problems when the person looking for solutions is not totally experienced - the RapidMiner software has been created to help the Data person get better and better results - sooner! When you look at packages in R or Python - you realize that RapidMiner must have required much programming to simplify the programming to be able to plug in PICTORIAL processes instead. And aren't pictures in a flow diagram much easier to understand than other Programming Language routines strung together without pictures? **What do you dislike about Altair AI Studio?** Compared to alternative software packages - have not found any problems. Ease of use and power of solutions makes it the first choice. **What problems is Altair AI Studio solving and how is that benefiting you?** Student only ### 41. Easy to Use and Powerful Results **Rating:** 5.0/5.0 stars **Reviewed by:** Adriano P. | Director of Postgraduate, Small-Business (50 or fewer emp.) **Reviewed Date:** June 15, 2020 **What do you like best about Altair AI Studio?** Rapidminer is a very powerful suite and easy to use. You can build complex solutions using the pipeline and conecting all toolbox you want with just a few clicks. **What do you dislike about Altair AI Studio?** Rapidminer AutoModel lacks more detailed progress bar to ensure each process is properly running. **What problems is Altair AI Studio solving and how is that benefiting you?** The main benefit of usinf RapidMiner is that you can test ideas quikly. And if you fail you can quickely change your idea. So I use RapidMiner as a main tool to test ideas for prediction models and supervised learning. ### 42. Good data science software **Rating:** 4.0/5.0 stars **Reviewed by:** Verified User in Higher Education | Small-Business (50 or fewer emp.) **Reviewed Date:** December 16, 2020 **What do you like best about Altair AI Studio?** the visualization of data and modelling in RapidMiner are more understandable. **What do you dislike about Altair AI Studio?** maybe the usage of ram are quite high, or just my machine are low end **What problems is Altair AI Studio solving and how is that benefiting you?** machine learning problem. ### 43. The world of Speedy Data Mining **Rating:** 4.5/5.0 stars **Reviewed by:** Gianetan S. | Assistant Professor in Computer Applications, Mid-Market (51-1000 emp.) **Reviewed Date:** October 09, 2019 **What do you like best about Altair AI Studio?** The ease of use driven by the visual nature of Rapidminer keeps one motivated and apply it wide set of use cases. The support for plethora of formats for data access and the ready availability of functions for applying wide variety of data mining and machine learning techniques is a standout. Building and validating models has never been so easy. Based on flow based programming helps you get a head start over other tools. **What do you dislike about Altair AI Studio?** Lack of healthy support for programming with languages like Python for developing models sometimes make one feel restricted. Diversity of use cases is still lacking. **What problems is Altair AI Studio solving and how is that benefiting you?** I am still working on running the ready made solutions. My ultimate aim is to apply it in the field of medicine and help in solving issues related to cures of some of the most deadly diseases like cancer. ### 44. Everything is cool except huge load on RAM **Rating:** 4.5/5.0 stars **Reviewed by:** Vadimir V. | Enterprise (> 1000 emp.) **Reviewed Date:** July 01, 2020 **What do you like best about Altair AI Studio?** Simple procedure of building models, good helping panel. Subprocess window allows to do process much simpler **What do you dislike about Altair AI Studio?** RAM load is too high, sometimes limitations on graphs make the work not as perfect as it can be expected **Recommendations to others considering Altair AI Studio:** If you want to work in that app you should have a lot of ram **What problems is Altair AI Studio solving and how is that benefiting you?** I used it for the study. Building predictive models and analyzing them was pretty easy. ### 45. I use RapidMiner more than 8 years actively in my academic studies. **Rating:** 5.0/5.0 stars **Reviewed by:** Zehra K. | PHD Student, Mid-Market (51-1000 emp.) **Reviewed Date:** March 04, 2020 **What do you like best about Altair AI Studio?** RapidMiner provides a user friendly GUI, well enough explanations about the components to be used in the analysis. It provides built in data sets. It is free for academic purposes. Many videos, examples, documents are available for help. It supports popular and easy to establish file types. It follows recent innovations and presents updates for improvements. **What do you dislike about Altair AI Studio?** It would be better that the codes of the developed models are available in certain languages to better manage the problems studied. **Recommendations to others considering Altair AI Studio:** One with no experience in programming or machine learning can easily develop a solution to a classification problem. The operations require few or no experience in the field. **What problems is Altair AI Studio solving and how is that benefiting you?** I am especiall working on mavhine learning based disease diagnosis. That is I am doing classification via RapidMiner. ### 46. The ideal platform for Experts and Non-Experts. **Rating:** 4.5/5.0 stars **Reviewed by:** Verified User in Pharmaceuticals | Small-Business (50 or fewer emp.) **Reviewed Date:** June 03, 2020 **What do you like best about Altair AI Studio?** Rapidminer is a very powerful and at the same time user-friendly tool (platform/software), inside there are many guides on how to use it and it's suitable for experts and non-experts. Through this platform I learned a lot about the world of machine learning, deep learning and data mining techniques and all its processes. **What do you dislike about Altair AI Studio?** There are no particular negative aspects. You need to download some packages within the platform if you need more specific functions but it is very easy to do. **What problems is Altair AI Studio solving and how is that benefiting you?** It is a platform that has helped me to get closer into the AI ​​world, i mainly used it to learn and if possible I would like to work with this tool in the future. ### 47. Jaw dropping and a pleasure to work with **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Higher Education | Mid-Market (51-1000 emp.) **Reviewed Date:** June 07, 2020 **What do you like best about Altair AI Studio?** I truly loved the functionality of rapid miner and seeing all of the different uses for rapid miner as I went through tutorials. I was inspired and in awe. You could see the potential for problem solving and creating new ways to solve problems. I liked that you could download extensions that were useful. I have not mastered rapid miner so my review will be limited in its thoroughness. I loved the different operators. I wish there were tutorials built into the tool so when you hit a snag, you would know what you were missing pieces of the operator were missing or configurations/selections of attributes. Really understanding the ins and outs of the tool will take time. Downloading already built processes or pulling in already built processes would be helpful. I think time will help build the skills of building it well ourselves, but my skills are not there yet. I absolutely loved the visuals. I think it would be helpful to have interpretations of some of the data, graphs and charts. As not everyone knows how to interpret results of the models, I believe this would really top it off as you're working with the learning curve. Then you can confidently build upon your skills, and extrapolate and interpret data even better having more to contribute with your decision making skills. I can't wait to learn more. This is a must have tool for the professional world, and just really well done and put together. Information is displayed well **What do you dislike about Altair AI Studio?** I did not enjoy spinning my wheels when I would get stuck or the configuration was not right in a processes. I would go through tutorials to see if I could find an example of what I needed. That was probably the most helpful. You do have steps laid out in the diagram of a processes. It did not allow you to insert what you needed in that configuration or just use it. It got me about halfway there, but still left me confused and/or stuck at times. It's not an intuitive program which is fine. I think it just really needs a series of good examples of everything that the tool can do like you had done with the titanic data. Really, really well done, and it was simplified where you would think, "Of course. A solution made simple." I think there are a few different versions out, and the layout varies per machine or something. There were videos where it suggested guidance notes would be displayed, and I did not see it as I went through. The layouts were different. I think if the latest edition could gracefully have the guidance and instructional notes displayed, that would be helpful. **What problems is Altair AI Studio solving and how is that benefiting you?** I am analyzing data from organizations and drawing conclusion from that. It is more of a trend analysis and seeing where there's room for improvement and identifying where there is a problems. It's a high level picture and really drills down to the details. It allows you the ability to ask questions of areas where questions are needed and would otherwise never be pinpointed. The benefits that have been most rewarding is really increasing the depth of understanding of the company just from looking at the data and knowing when questions should be asked and answered. Contributing to solving problems within a company has certainly been the most rewarding ### 48. Completed my Master's in Data Science at Utica College and used RapidMiner for my thesis **Rating:** 4.5/5.0 stars **Reviewed by:** Fred B. | Application Developer, Mid-Market (51-1000 emp.) **Reviewed Date:** May 26, 2020 **What do you like best about Altair AI Studio?** The easy learning curve it provides, and the intuitive manner that it provides model building. **What do you dislike about Altair AI Studio?** I would appreciate better ETL especially plots or graphs. It is limited to a small dataset by default and you need to configure it to obtain scatterplots and other graphs that are standard with products that are similar. **What problems is Altair AI Studio solving and how is that benefiting you?** RapidMiner has been purchased fro the company that I work for, a mid-size credit union. It is hoped that we can use it to perform predictive modeling. ### 49. Try Rapid Miner **Rating:** 4.0/5.0 stars **Reviewed by:** Vivek N. | Enterprise (> 1000 emp.) **Reviewed Date:** June 27, 2020 **What do you like best about Altair AI Studio?** simulation and graphics are good. compatable. works good in less ram **What do you dislike about Altair AI Studio?** some times hangs on laptop with less ram. Well not everytime though. **What problems is Altair AI Studio solving and how is that benefiting you?** I have solved predective problems using rapidminer. Graphical representataion and understanding of the business problem and finding solution to the same. Benefits: Can easily predict the future data and with this the solution to business problem can easily be eliminated, ### 50. RapidMiner Review **Rating:** 5.0/5.0 stars **Reviewed by:** Saikat C. | MSc Student, Small-Business (50 or fewer emp.) **Reviewed Date:** January 02, 2020 **What do you like best about Altair AI Studio?** The RapidMiner operators are intuitive and simple to use and the process flow / GUI can be used effectively for fast modelling and derive quick insights. The ensemble operators are particularly helpful since it saves a lot of coding time had I have to execute the same in Python or R. **What do you dislike about Altair AI Studio?** On changing the parameters for some of the operators such as Neural Net and running the algorithms, the process goes to a blocking call and the software hangs if the number of hidden layers is increased to a large value with more than 50 nodes for a 8 GB laptop. I would prefer having an expected turn around time or resource estimate provided at the beginning of the process (based on machine configuration) and would ask the user if he/she would like to continue with the process or change the parameters. In one of the scenario, when I had to kill a long running process, I lost my process changes so another feature I would like to to prompt to save the process before running the same. **Recommendations to others considering Altair AI Studio:** RapidMiner is an excellent tool for data analysts looking for quick insights and generating models without any coding. **What problems is Altair AI Studio solving and how is that benefiting you?** I have used RapidMiner in the capacity of a MSc student and have solved my class assignments on predictive analysis using the RapidMiner tool. RapidMiner comes with numerous benefits such as it does not require any coding skills, it can be used to derive quick insights, the models and processes can be shared across teams for large projects, the community support is excellent, the operators and processes are easy to use, the charts and graphs are auto generated and above all it has connectors for R and Python and hence existing models written in those languages can be run from RapidMiner. ## Altair AI Studio Discussions - [before using they should have knowledge of data science and machine learning with R/python experience](https://www.g2.com/discussions/35493-before-using-they-should-have-knowledge-of-data-science-and-machine-learning-with-r-python-experience) - 1 comment, 1 upvote - [Would you consider providing codes behind the models that are developed by the end users?](https://www.g2.com/discussions/25070-would-you-consider-providing-codes-behind-the-models-that-are-developed-by-the-end-users) - 1 comment, 1 upvote - [How to predict 8 test values using 12 other test values. 500 data points available for each tests. Also what should I do to find a relation between parameters.](https://www.g2.com/discussions/24700-how-to-predict-8-test-values-using-12-other-test-values-500-data-points-available-for-each-tests-also-what-should-i-do-to-find-a-relation-between-parameters) - 3 comments, 1 upvote - [What is the minimum of data that i can use effectively?](https://www.g2.com/discussions/what-is-the-minimum-of-data-that-i-can-use-effectively) - 1 comment, 1 upvote - [What is the best tool for predictive analytics for Manufacturing Industries?](https://www.g2.com/discussions/what-is-the-best-tool-for-predictive-analytics-for-manufacturing-industries) - 1 comment, 1 upvote - [View Altair AI Studio pricing details and edition comparison](https://www.g2.com/products/rapidminer-studio/reviews?page=2§ion=pricing&secure%5Bexpires_at%5D=2026-07-27+02%3A18%3A15+-0500&secure%5Bsession_id%5D=6df62377-bb5d-4624-a7a7-557e55cce8a4&secure%5Btoken%5D=869e110825c0e3dfb74288a9543c1b09714b7ca37c6f3cc4c870b5f9ae70d812&format=llm_user) ## Altair AI Studio Integrations - [Microsoft Excel](https://www.g2.com/products/microsoft-excel/reviews) ## Altair AI Studio Features **Reports** - Reports Interface - Steps to Answer - Graphs and Charts - Score Cards - Dashboards **System** - Data Ingestion & Wrangling **Data Preparation** - Connectors - Data Governance **Setup** - Integration - Maintenance - No-Code **Scalability and Performance - Generative AI Infrastructure** - AI High Availability - AI Model Training Scalability - AI Inference Speed **Data Ingestion & Preparation - Low-Code Machine Learning Platforms** - Automatic Data Profiling & Quality Assessment - Multi‑Source Connector Support - Schema Drift / Change Detection **Statistical Tool** - Scripting - Data Mining - Algorithms **Model Development** - Language Support - Drag and Drop - Pre-Built Algorithms - Model Training **Model Development** - Feature Engineering **Data Modeling and Blending** - Data Querying - Data Filtering - Data Blending **Data** - Security - Data Visualization **Cost and Efficiency - Generative AI Infrastructure** - AI Cost per API Call - AI Resource Allocation Flexibility - AI Energy Efficiency **Model Construction & Automation - Low-Code Machine Learning Platforms** - Guided Algorithm & Hyperparameter Recommendation - Code Extensibility - Automated Feature Engineering **Data Analysis** - Analysis - Data Interaction **Machine/Deep Learning Services** - Computer Vision - Natural Language Processing - Natural Language Generation - Artificial Neural Networks **Machine/Deep Learning Services** - Natural Language Understanding - Deep Learning **Analysis** - Automation - Named entity recognition - Keyphrase Extraction - Topic Analysis - Sentiment Analysis - Language Identification - Syntax/Part of Speech Parsing **Generative AI** - AI Text Generation - AI Text Summarization **Integration and Extensibility - Generative AI Infrastructure** - AI Multi-cloud Support - AI Data Pipeline Integration - AI API Support and Flexibility **Decision Making** - Modeling - Data Visualizations - Report Generation - Data Unification **Deployment** - Managed Service - Application - Scalability **Customization** - Pre-Built Parameterization - Custom Extension - Compositionality **Security and Compliance - Generative AI Infrastructure** - AI GDPR and Regulatory Compliance - AI Role-based Access Control - AI Data Encryption **Agentic AI - Analytics Platforms** - Autonomous Task Execution - Multi-step Planning - Cross-system Integration - Adaptive Learning - Natural Language Interaction - Proactive Assistance - Decision Making **Self Service ** - Calculated Fields - Data Column Filtering - Data Discovery - Search - Collaboration / Workflow - Automodeling **Generative AI** - AI Text Generation - AI Text Summarization **Generative AI** - AI Text Generation - AI Text Summarization - AI Text-to-Image **Usability and Support - Generative AI Infrastructure** - AI Documentation Quality - AI Community Activity **Deployment & Integration - Analytics Platforms** - No-code Dashboard Builder - Report Scheduling and Automation - Embedded Analytics and White-labeling - Data Source Connectivity **Advanced Analytics** - Predictive Analytics - Data Visualization - Big Data Services **Agentic AI - Data Science and Machine Learning Platforms** - Autonomous Task Execution - Multi-step Planning - Cross-system Integration - Adaptive Learning - Natural Language Interaction - Proactive Assistance - Decision Making **Performance & Scalability - Analytics Platforms** - Large data handling and Query Speed - Concurrent User Support **Advanced Analytics & Modeling - Analytics Platforms** - Data Modeling and Governance - Notebook and Script Integration - Built-in Predictive and Statistical Models **Agentic AI Capabilities - Analytics Platforms** - Auto-generated Insights and Narratives - Natural Language Queries - Proactive KPI Monitoring and Alerts - AI Agents for Analytical Follow-ups **Personalized Intelligence - Analytics Platforms** - Behavioral Learning for Contextual Query Refinement - Role-based Insight Personalization - Conversational and Prompt-based Analytics **Building Reports** - Data Transformation - Data Modeling - WYSIWYG Report Design - Integration APIs ## Top Altair AI Studio Alternatives - [Dataiku](https://www.g2.com/products/dataiku/reviews) - 4.4/5.0 (213 reviews) - [Alteryx](https://www.g2.com/products/alteryx/reviews) - 4.6/5.0 (850 reviews) - [KNIME](https://www.g2.com/products/knime-analytics-platform/reviews) - 4.5/5.0 (102 reviews)