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    Overview
    ProductRatingMost Used ByProduct SummaryStarting Price

    ClearML

    N/AN/AClearML, from Allegro.Pl headquartered in Poland, is an MLOps platform that enables users to experiment, orchestrate, deploy, and build data stores in one place, an open source tool designed to provide collaborative experiment management and serve as the foundation for data science teams.

    $15

    per month per user

    IBM Cognos Analytics

    Score7.7 out of 10
    N/AIBM Cognos is a full-featured business intelligence suite by IBM, designed for larger deployments. It comprises Query Studio, Reporting Studio, Analysis Studio and Event Studio, and Cognos Administration along with tools for Microsoft Office integration, full-text search, and dashboards.

    $11.25

    per month per user

    RapidMiner

    Score8.9 out of 10
    N/ARapidMiner is a data science and data mining platform, from Altair since the late 2022 acquisition. RapidMiner offers full automation for non-coding domain experts, an integrated JupyterLab environment for seasoned data scientists, and a visual drag-and-drop designer. RapidMiner’s project-based framework helps to ensure that others can build off their work using visual workflows or automated data science.

    $7,500

    Per User Per Month

    Pricing
    ClearMLIBM Cognos AnalyticsRapidMiner
    Editions & Modules
    No answers on this topic
    On Demand - Standard
    USD 11.25
    per month per user
    On Demand - Premium
    USD 44.90
    per month per user
    Professional
    $7,500.00
    Per User Per Month
    Enterprise
    $15,000.00
    Per User Per Month
    AI Hub
    $54,000.00
    Per User Per Month
    Offerings
    Pricing Offerings
    ClearMLIBM Cognos AnalyticsRapidMiner
    Free Trial
    NoYesNo
    Free/Freemium Version
    NoNoNo
    Premium Consulting/Integration Services
    NoYesNo
    Entry-level Setup FeeNo setup feeOptionalNo setup fee
    Additional Details
    More Pricing Information
    Community Pulse
    ClearMLIBM Cognos AnalyticsRapidMiner
    Considered Multiple Products
    Klique
    No answer on this topic
    IBM
    No answer on this topic
    Altair Engineering, Inc.
    No answer on this topic
    Key User Insights
    Would buy again
    No answers on this topic
    97%
    Would buy again
    92 Answers
    No answers on this topic
    Delivers good value for the price
    No answers on this topic
    94%
    Delivers good value for the price
    79 Answers
    No answers on this topic
    Happy with the feature set
    No answers on this topic
    96%
    Happy with the feature set
    91 Answers
    No answers on this topic
    Lived up to sales and marketing promises
    No answers on this topic
    93%
    Lived up to sales and marketing promises
    55 Answers
    No answers on this topic
    Implementation went as expected
    No answers on this topic
    96%
    Implementation went as expected
    64 Answers
    No answers on this topic
    Features
    ClearMLIBM Cognos AnalyticsRapidMiner
    BI Standard Reporting
    Comparison of BI Standard Reporting features of ClearML and IBM Cognos Analytics and RapidMiner
    Feature
    ClearML
    -
    Ratings
    IBM Cognos Analytics
    7.7
    138 Ratings
    6% below category average
    RapidMiner
    -
    Ratings
    Pixel Perfect reports00 Ratings7.6129 Ratings00 Ratings
    Customizable dashboards00 Ratings8.0136 Ratings00 Ratings
    Report Formatting Templates00 Ratings7.5131 Ratings00 Ratings
    Ad-hoc Reporting
    Comparison of Ad-hoc Reporting features of ClearML and IBM Cognos Analytics and RapidMiner
    Feature
    ClearML
    -
    Ratings
    IBM Cognos Analytics
    7.9
    138 Ratings
    1% below category average
    RapidMiner
    -
    Ratings
    Drill-down analysis00 Ratings7.4136 Ratings00 Ratings
    Formatting capabilities00 Ratings8.3139 Ratings00 Ratings
    Integration with R or other statistical packages00 Ratings7.397 Ratings00 Ratings
    Report sharing and collaboration00 Ratings8.6133 Ratings00 Ratings
    Report Output and Scheduling
    Comparison of Report Output and Scheduling features of ClearML and IBM Cognos Analytics and RapidMiner
    Feature
    ClearML
    -
    Ratings
    IBM Cognos Analytics
    9.2
    136 Ratings
    11% above category average
    RapidMiner
    -
    Ratings
    Publish to Web00 Ratings9.836 Ratings00 Ratings
    Publish to PDF00 Ratings8.2132 Ratings00 Ratings
    Report Versioning00 Ratings9.833 Ratings00 Ratings
    Report Delivery Scheduling00 Ratings8.2134 Ratings00 Ratings
    Delivery to Remote Servers00 Ratings9.918 Ratings00 Ratings
    Data Discovery and Visualization
    Comparison of Data Discovery and Visualization features of ClearML and IBM Cognos Analytics and RapidMiner
    Feature
    ClearML
    -
    Ratings
    IBM Cognos Analytics
    7.4
    124 Ratings
    8% below category average
    RapidMiner
    -
    Ratings
    Pre-built visualization formats (heatmaps, scatter plots etc.)00 Ratings7.9121 Ratings00 Ratings
    Location Analytics / Geographic Visualization00 Ratings8.0114 Ratings00 Ratings
    Predictive Analytics00 Ratings6.7110 Ratings00 Ratings
    Pattern Recognition and Data Mining00 Ratings6.947 Ratings00 Ratings
    Access Control and Security
    Comparison of Access Control and Security features of ClearML and IBM Cognos Analytics and RapidMiner
    Feature
    ClearML
    -
    Ratings
    IBM Cognos Analytics
    7.8
    130 Ratings
    8% below category average
    RapidMiner
    -
    Ratings
    Multi-User Support (named login)00 Ratings7.5129 Ratings00 Ratings
    Role-Based Security Model00 Ratings7.5127 Ratings00 Ratings
    Multiple Access Permission Levels (Create, Read, Delete)00 Ratings7.4127 Ratings00 Ratings
    Report-Level Access Control00 Ratings8.257 Ratings00 Ratings
    Single Sign-On (SSO)00 Ratings8.6111 Ratings00 Ratings
    Mobile Capabilities
    Comparison of Mobile Capabilities features of ClearML and IBM Cognos Analytics and RapidMiner
    Feature
    ClearML
    -
    Ratings
    IBM Cognos Analytics
    6.4
    109 Ratings
    19% below category average
    RapidMiner
    -
    Ratings
    Responsive Design for Web Access00 Ratings6.8104 Ratings00 Ratings
    Mobile Application00 Ratings6.390 Ratings00 Ratings
    Dashboard / Report / Visualization Interactivity on Mobile00 Ratings6.696 Ratings00 Ratings
    Application Program Interfaces (APIs) / Embedding
    Comparison of Application Program Interfaces (APIs) / Embedding features of ClearML and IBM Cognos Analytics and RapidMiner
    Feature
    ClearML
    -
    Ratings
    IBM Cognos Analytics
    9.2
    87 Ratings
    17% above category average
    RapidMiner
    -
    Ratings
    REST API00 Ratings7.683 Ratings00 Ratings
    Javascript API00 Ratings7.779 Ratings00 Ratings
    iFrames00 Ratings9.912 Ratings00 Ratings
    Java API00 Ratings10.013 Ratings00 Ratings
    Themeable User Interface (UI)00 Ratings9.915 Ratings00 Ratings
    Customizable Platform (Open Source)00 Ratings9.99 Ratings00 Ratings
    Platform Connectivity
    Comparison of Platform Connectivity features of ClearML and IBM Cognos Analytics and RapidMiner
    Feature
    ClearML
    -
    Ratings
    IBM Cognos Analytics
    -
    Ratings
    RapidMiner
    9.5
    2 Ratings
    13% above category average
    Connect to Multiple Data Sources00 Ratings00 Ratings10.02 Ratings
    Extend Existing Data Sources00 Ratings00 Ratings10.02 Ratings
    Automatic Data Format Detection00 Ratings00 Ratings9.02 Ratings
    MDM Integration00 Ratings00 Ratings9.01 Ratings
    Data Exploration
    Comparison of Data Exploration features of ClearML and IBM Cognos Analytics and RapidMiner
    Feature
    ClearML
    -
    Ratings
    IBM Cognos Analytics
    -
    Ratings
    RapidMiner
    9.0
    2 Ratings
    7% above category average
    Visualization00 Ratings00 Ratings9.02 Ratings
    Interactive Data Analysis00 Ratings00 Ratings9.02 Ratings
    Data Preparation
    Comparison of Data Preparation features of ClearML and IBM Cognos Analytics and RapidMiner
    Feature
    ClearML
    -
    Ratings
    IBM Cognos Analytics
    -
    Ratings
    RapidMiner
    8.8
    2 Ratings
    7% above category average
    Interactive Data Cleaning and Enrichment00 Ratings00 Ratings9.02 Ratings
    Data Transformations00 Ratings00 Ratings7.02 Ratings
    Data Encryption00 Ratings00 Ratings9.02 Ratings
    Built-in Processors00 Ratings00 Ratings10.02 Ratings
    Platform Data Modeling
    Comparison of Platform Data Modeling features of ClearML and IBM Cognos Analytics and RapidMiner
    Feature
    ClearML
    -
    Ratings
    IBM Cognos Analytics
    -
    Ratings
    RapidMiner
    9.0
    2 Ratings
    6% above category average
    Multiple Model Development Languages and Tools00 Ratings00 Ratings9.02 Ratings
    Automated Machine Learning00 Ratings00 Ratings9.02 Ratings
    Single platform for multiple model development00 Ratings00 Ratings9.02 Ratings
    Self-Service Model Delivery00 Ratings00 Ratings9.02 Ratings
    Model Deployment
    Comparison of Model Deployment features of ClearML and IBM Cognos Analytics and RapidMiner
    Feature
    ClearML
    -
    Ratings
    IBM Cognos Analytics
    -
    Ratings
    RapidMiner
    9.0
    2 Ratings
    6% above category average
    Flexible Model Publishing Options00 Ratings00 Ratings9.02 Ratings
    Security, Governance, and Cost Controls00 Ratings00 Ratings9.01 Ratings
    Best Alternatives
    ClearMLIBM Cognos AnalyticsRapidMiner
    Small Businesses
    No answers on this topic
    Cyfe
    Score4 out of 10
    Jupyter Notebook
    Score8.6 out of 10
    Medium-sized Companies
    No answers on this topic
    Qlik Cloud Analytics (Qlik Sense)
    Score8.2 out of 10
    Anaconda
    Score8.8 out of 10
    Enterprises
    No answers on this topic
    Jaspersoft Community Edition
    Score7 out of 10
    IBM Watson Studio
    Score10 out of 10
    All AlternativesView all alternativesView all alternativesView all alternatives
    User Ratings
    ClearMLIBM Cognos AnalyticsRapidMiner
    Likelihood to Recommend
    -
    (0 ratings)
    8.0
    (158 ratings)
    10.0
    (18 ratings)
    Likelihood to Renew
    -
    (0 ratings)
    8.4
    (31 ratings)
    9.0
    (1 ratings)
    Usability
    -
    (0 ratings)
    7.3
    (10 ratings)
    9.0
    (1 ratings)
    Availability
    -
    (0 ratings)
    8.6
    (4 ratings)
    -
    (0 ratings)
    Performance
    -
    (0 ratings)
    9.0
    (5 ratings)
    -
    (0 ratings)
    Support Rating
    -
    (0 ratings)
    1.0
    (9 ratings)
    -
    (0 ratings)
    In-Person Training
    -
    (0 ratings)
    8.7
    (4 ratings)
    -
    (0 ratings)
    Online Training
    -
    (0 ratings)
    8.0
    (4 ratings)
    -
    (0 ratings)
    Implementation Rating
    -
    (0 ratings)
    7.0
    (7 ratings)
    -
    (0 ratings)
    Configurability
    -
    (0 ratings)
    7.0
    (3 ratings)
    -
    (0 ratings)
    Data Sharing and Collaboration
    -
    (0 ratings)
    8.6
    (40 ratings)
    -
    (0 ratings)
    Data Sources
    -
    (0 ratings)
    8.3
    (40 ratings)
    -
    (0 ratings)
    Ease of integration
    -
    (0 ratings)
    5.5
    (6 ratings)
    -
    (0 ratings)
    Product Scalability
    -
    (0 ratings)
    6.3
    (5 ratings)
    -
    (0 ratings)
    Vendor post-sale
    -
    (0 ratings)
    7.0
    (1 ratings)
    -
    (0 ratings)
    Vendor pre-sale
    -
    (0 ratings)
    7.0
    (1 ratings)
    -
    (0 ratings)
    User Testimonials
    ClearMLIBM Cognos AnalyticsRapidMiner
    Likelihood to Recommend
    Klique
    No answers on this topic
    IBM
    For Transaction monitoring, we build reports for executive management, providing insights into the number of alerts, the types or categories of detection scenarios, the risk profile, and a snapshot of high- or urgent-priority cases to be reported to AUSTRAC. Congos helps to build the report by ingesting alert data exported from SAS datasets. It joins with other data from Teradata and Customer Hub (Oracle).
    Incentivized
    Read full review
    Altair Engineering, Inc.
    RapidMiner is really fantastic to perform fast ETL processes and work on your data as you want, no matter what is the source. You will really save a lot of time when you learn how to use it. You can create mining analysis with several algorithms, and thanks to add-ons, you can apply a lot of techniques. It will not replace a business intelligence dashboard but it allows to create great datamarts for your BI tools. One negative thing is that It's no easy to share your outputs.
    Incentivized
    Read full review
    Pros
    Klique
    No answers on this topic
    IBM
    • Enterprise reporting - Create, customise, and run reports on sales trends, consumer sentiment, etc.
    • Dashboard creation and data exploration & analysis - Using drag and drop feature to create ad-hoc visualisation. Additionally, using AI powered natural language query feature for data analysis and dashboard input (formation of pie, bar, line charts). It's useful for no-technical person to put queries around the spreadsheet data to get quick answers.
    • Building insights for accurate decision making - Package reports with data backed insights for stakeholders in pdf, and Excel format to support business ad-hoc cases, forecasting and strategic recommendations on relevant asks.
    Incentivized
    Read full review
    Altair Engineering, Inc.
    • I am very impressed at how easily you can work within RapidMiner without much data analytics training. Plus with the help of the crowd, you can see what steps others have taken with their data analytics projects.
    • Text mining was simple and clean. We used this for our call transcription problem where we didn't have the resources to listen to each call. We needed to qualify each call based on some key phrases.
    • Our direct mail program was large and not very targeted. Using RapidMiner, we were able to isolate a predictive level we felt comfortable with and decided not to send to anyone below that level. We saved quite a bit of money.
    Incentivized
    Read full review
    Cons
    Klique
    No answers on this topic
    IBM
    • IBM Cognos Analytics enables customer data segmentation, which is essential for marketing, improving and streamlining purchasing behavior and preferences. This helps companies create more targeted and effective marketing campaigns.
    • Our clients Through data analysis, we can identify and observe trends in the behavior of other clients, allowing us to anticipate needs and adjust strategies to avoid consequences.
    Incentivized
    Read full review
    Altair Engineering, Inc.
    • I hope RapidMiner would be the first data science platform that allows data scientists to change the behaviour of a machine learning algorithm that already exists in the repository. For example, I want to be able to change the way a genetic algorithm mutates.
    • Automatic programming: One day, I hope RapidMiner can automatically generate codes in any 4th generation programming language based on the developed model.
    • More tutorials/samples needed: Why doesn't RapidMiner becomes the next 'UC Irvine Machine Learning Repository'? Provide real examples and real cases for users to study and understand the best practices in modelling. RapidMiner already has some datasets for a tutorial. Besides the existing samples, I hope RapidMiner can provide more sample data and examples.
    Incentivized
    Read full review
    Likelihood to Renew
    Klique
    No answers on this topic
    IBM
    For an existing solution, renewing licenses does provide a good return on investment. Additionally, while rolling out scorecards and dashboards with little adhoc capabilities, to end users, cognos is very easily scalable. It also allows to create a solution that has a mix of OLAP and relational data-sources, which is a limitation with other tools. Synchronizing with existing security setup is easy too.
    Read full review
    Altair Engineering, Inc.
    Very fast and user-friendly tool
    Incentivized
    Read full review
    Usability
    Klique
    No answers on this topic
    IBM
    We have a strong user base (3500 users) that are highly utilizing this tool. Basic users are able to consume content within the applied security model. We have a set of advanced users that really push the limits of Cognos with Report and Query Studio. These users have created a lot of personal content and stored it in 'My Reports'. Users enjoy this flexibility.
    Read full review
    Altair Engineering, Inc.
    Very use to use and learn
    Incentivized
    Read full review
    Reliability and Availability
    Klique
    No answers on this topic
    IBM
    Reports can typically be viewed through any browser that can access the server, so the availability is ultimately up to what the company utilizing it is comfortable with allowing, though report development tends to be more picky about browsers and settings as mentioned above. It also has an optional iPad app and general mobile browsing support, but dashboards lack the mobile compatibility. What keeps it from getting a higher score is the desktop tools that are vital to the development process. The compatibility with only Windows when the server has a wide range of compatibility can be a real sore point for a company that outfits its employees exclusively with Mac or Linux machines. Of course, if they are planning on outsourcing the development anyways, it's a rather moot point
    Read full review
    Altair Engineering, Inc.
    No answers on this topic
    Performance
    Klique
    No answers on this topic
    IBM
    Overall no major complaints but it doesn't handle DMR (Dimensionally Modeled for Relational) very well. DMR modelling is a capability that IBM Cognos Framework Manager provides allowing you to specify dimensional information for relational metadata and allows for OLAP-style queries. However, the capability is not very efficient and, for example, if I'm using only 2 columns on a 20-column model, the software is not smart enough to exclude 18 columns and the query side gets progressively larger and larger until it's effectively unusable.
    Read full review
    Altair Engineering, Inc.
    No answers on this topic
    Support Rating
    Klique
    No answers on this topic
    IBM
    Why is their web application not working as fast as you think it should? They never know, and it is always a a bunch of shots in the dark to find out. Trying to download software from them is like trying to find a book at the library before computers were invented.
    Incentivized
    Read full review
    Altair Engineering, Inc.
    No answers on this topic
    In-Person Training
    Klique
    No answers on this topic
    IBM
    Onsite training provided by IBM Cognos was effective and as expected. They did not perform training with our data which was a bit difficult for our end-users.
    Read full review
    Altair Engineering, Inc.
    No answers on this topic
    Online Training
    Klique
    No answers on this topic
    IBM
    The online courses they offer are thorough and presented in such a way that someone who isn't already familiar with the general design methodologies used in this field will be capable of making a good design. The training environments are provided as a fully self contained virtual machine with everything needed already to create the environments. We've had some persisting issues with the environments becoming unavailable, but support has been responsive when these issues arise and straightening them out for us
    Read full review
    Altair Engineering, Inc.
    No answers on this topic
    Implementation Rating
    Klique
    No answers on this topic
    IBM
    Make sure that any custom tables that you have, are built into your metadata packages. You can still access them via SQL queries in Cognos, but it is much easier to have them as a part of the available metadata packages.
    Read full review
    Altair Engineering, Inc.
    No answers on this topic
    Alternatives Considered
    Klique
    No answers on this topic
    IBM
    Power BI is stronger for quick ad-hoc analysis and dashboards, but IBM Cognos Analytics is better when consistency, precision, and mass distribution matter. Tableau is best for interactive analysis, while IBM Cognos Analytics is better for standardized, repeatable enterprise reporting. Sigma shines for customizable dashboards and drill-down analysis while IBM Cognos Analytics holds an edge in data discovery and visualization.
    Incentivized
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    Altair Engineering, Inc.
    We tried different data tools and we figured we give RapidMinder Studio a shot as one of our employees had experience with it, and when compared to some of the other tools that we used it was the best fit among the test group that we used. Overall it was a little more fluid and user-friendly.
    Incentivized
    Read full review
    Scalability
    Klique
    No answers on this topic
    IBM
    We rate IBM Cognos Analytics a 9 out of 10 for overall scalability. The platform handles large numbers of users, reports, and analytical workloads very reliably. We have experienced strong performance even in demanding enterprise environments with substantial data volumes. Its architecture provides sufficient flexibility to scale resources according to demand, making it well suited for large, business-critical deployments.
    Incentivized
    Read full review
    Altair Engineering, Inc.
    No answers on this topic
    Return on Investment
    Klique
    No answers on this topic
    IBM
    • The platform can be pretty pricey.
    • Convoluted contracts and they fine you for any breach during audits.
    • Things are changed between releases without any warning and break.
    • It is second to none at being able to customize list and crosstab type reports.
    • You can easily set up a report to be emailed out every day and even have it export the report to a shared folder.
    • On-prem environments can be scaled up pretty much as much as you would like.
    Incentivized
    Read full review
    Altair Engineering, Inc.
    • Thanks to the patters that RapidMiner has detected, we have been able to follow clues in the right direction, both for the Protein Interaction Network Analysis and for the Epilepsy Research
    • Students and participants of the machine learning workshops have learned about this technology and about the tool
    Incentivized
    Read full review
    ScreenShots

    IBM Cognos Analytics Screenshots

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