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    Overview
    ProductRatingMost Used ByProduct SummaryStarting Price

    IBM watsonx.ai

    Score8.8 out of 10
    N/AWatsonx.ai is part of the IBM watsonx platform that brings together new generative AI capabilities, powered by foundation models, and traditional machine learning into a studio spanning the AI lifecycle. Watsonx.ai can be used to train, validate, tune, and deploy generative AI, foundation models, and machine learning capabilities, and build AI applications with less time and data.

    $0

    Pentaho

    Score6 out of 10
    N/APentaho is a suite of open source business intelligence and analytics products, now offered and supported by Hitachi Data Systems since the June 2015 acquisition.N/A
    Pricing
    IBM watsonx.aiPentaho
    Editions & Modules
    Free Trial
    $0
    ML functionality (20 CUH limit /month); Inferencing (50,000 tokens / month)
    Standard
    $1,050
    Monthly tier fee; additional usage based fees
    Essentials
    Contact Sales
    Usage based fees
    No answers on this topic
    Offerings
    Pricing Offerings
    IBM watsonx.aiPentaho
    Free Trial
    YesNo
    Free/Freemium Version
    YesNo
    Premium Consulting/Integration Services
    YesNo
    Entry-level Setup FeeNo setup feeNo setup fee
    Additional DetailsPricing for watsonx.ai includes: model inference per 1000 tokens and ML tools and ML runtimes based on capacity unit hours.—
    More Pricing Information
    Community Pulse
    IBM watsonx.aiPentaho
    Considered Both Products
    IBM
    No answer on this topic
    Hitachi Vantara
    No answer on this topic
    Key User Insights
    Would buy again
    98%
    Would buy again
    45 Answers
    100%
    Would buy again
    5 Answers
    Delivers good value for the price
    100%
    Delivers good value for the price
    36 Answers
    100%
    Delivers good value for the price
    5 Answers
    Happy with the feature set
    100%
    Happy with the feature set
    46 Answers
    100%
    Happy with the feature set
    5 Answers
    Lived up to sales and marketing promises
    97%
    Lived up to sales and marketing promises
    30 Answers
    No answers on this topic
    Implementation went as expected
    89%
    Implementation went as expected
    33 Answers
    80%
    Implementation went as expected
    4 Answers
    Features
    IBM watsonx.aiPentaho
    AI Development
    Comparison of AI Development features of IBM watsonx.ai and Pentaho
    Feature
    IBM watsonx.ai
    6.6
    2 Ratings
    13% below category average
    Pentaho
    -
    Ratings
    Machine learning frameworks6.73 Ratings00 Ratings
    Data management6.43 Ratings00 Ratings
    Data monitoring and version control5.83 Ratings00 Ratings
    Automated model training6.43 Ratings00 Ratings
    Managed scaling7.03 Ratings00 Ratings
    Model deployment6.43 Ratings00 Ratings
    Security and compliance7.63 Ratings00 Ratings
    BI Standard Reporting
    Comparison of BI Standard Reporting features of IBM watsonx.ai and Pentaho
    Feature
    IBM watsonx.ai
    -
    Ratings
    Pentaho
    9.0
    20 Ratings
    10% above category average
    Pixel Perfect reports00 Ratings8.618 Ratings
    Customizable dashboards00 Ratings9.918 Ratings
    Report Formatting Templates00 Ratings8.718 Ratings
    Ad-hoc Reporting
    Comparison of Ad-hoc Reporting features of IBM watsonx.ai and Pentaho
    Feature
    IBM watsonx.ai
    -
    Ratings
    Pentaho
    8.7
    19 Ratings
    8% above category average
    Drill-down analysis00 Ratings7.618 Ratings
    Formatting capabilities00 Ratings8.319 Ratings
    Integration with R or other statistical packages00 Ratings9.312 Ratings
    Report sharing and collaboration00 Ratings9.717 Ratings
    Report Output and Scheduling
    Comparison of Report Output and Scheduling features of IBM watsonx.ai and Pentaho
    Feature
    IBM watsonx.ai
    -
    Ratings
    Pentaho
    9.7
    20 Ratings
    17% above category average
    Publish to Web00 Ratings9.618 Ratings
    Publish to PDF00 Ratings9.819 Ratings
    Report Versioning00 Ratings9.713 Ratings
    Report Delivery Scheduling00 Ratings9.917 Ratings
    Delivery to Remote Servers00 Ratings9.310 Ratings
    Data Discovery and Visualization
    Comparison of Data Discovery and Visualization features of IBM watsonx.ai and Pentaho
    Feature
    IBM watsonx.ai
    -
    Ratings
    Pentaho
    8.1
    17 Ratings
    1% above category average
    Pre-built visualization formats (heatmaps, scatter plots etc.)00 Ratings7.916 Ratings
    Location Analytics / Geographic Visualization00 Ratings8.216 Ratings
    Predictive Analytics00 Ratings8.314 Ratings
    Access Control and Security
    Comparison of Access Control and Security features of IBM watsonx.ai and Pentaho
    Feature
    IBM watsonx.ai
    -
    Ratings
    Pentaho
    9.1
    20 Ratings
    7% above category average
    Multi-User Support (named login)00 Ratings9.320 Ratings
    Role-Based Security Model00 Ratings9.619 Ratings
    Multiple Access Permission Levels (Create, Read, Delete)00 Ratings9.918 Ratings
    Single Sign-On (SSO)00 Ratings7.610 Ratings
    Mobile Capabilities
    Comparison of Mobile Capabilities features of IBM watsonx.ai and Pentaho
    Feature
    IBM watsonx.ai
    -
    Ratings
    Pentaho
    8.3
    11 Ratings
    7% above category average
    Responsive Design for Web Access00 Ratings9.710 Ratings
    Mobile Application00 Ratings6.97 Ratings
    Dashboard / Report / Visualization Interactivity on Mobile00 Ratings8.711 Ratings
    Application Program Interfaces (APIs) / Embedding
    Comparison of Application Program Interfaces (APIs) / Embedding features of IBM watsonx.ai and Pentaho
    Feature
    IBM watsonx.ai
    -
    Ratings
    Pentaho
    8.6
    10 Ratings
    10% above category average
    REST API00 Ratings8.310 Ratings
    Javascript API00 Ratings9.09 Ratings
    iFrames00 Ratings7.39 Ratings
    Java API00 Ratings8.79 Ratings
    Themeable User Interface (UI)00 Ratings8.910 Ratings
    Customizable Platform (Open Source)00 Ratings9.610 Ratings
    Best Alternatives
    IBM watsonx.aiPentaho
    Small Businesses
    Saturn Cloud
    Score7.8 out of 10
    Cyfe
    Score4 out of 10
    Medium-sized Companies
    DataRobot
    Score8.2 out of 10
    Qlik Cloud Analytics (Qlik Sense)
    Score8.1 out of 10
    Enterprises
    DataRobot
    Score8.2 out of 10
    Sisense
    Score6.9 out of 10
    All AlternativesView all alternativesView all alternatives
    User Ratings
    IBM watsonx.aiPentaho
    Likelihood to Recommend
    9.2
    (36 ratings)
    9.1
    (31 ratings)
    Likelihood to Renew
    6.4
    (1 ratings)
    8.8
    (11 ratings)
    Usability
    7.7
    (6 ratings)
    9.3
    (6 ratings)
    Support Rating
    -
    (0 ratings)
    9.3
    (7 ratings)
    Online Training
    -
    (0 ratings)
    9.5
    (2 ratings)
    Implementation Rating
    -
    (0 ratings)
    5.0
    (1 ratings)
    Data Sharing and Collaboration
    -
    (0 ratings)
    8.4
    (16 ratings)
    Data Sources
    -
    (0 ratings)
    8.6
    (16 ratings)
    Ease of integration
    6.4
    (2 ratings)
    -
    (0 ratings)
    Product Scalability
    9.1
    (1 ratings)
    -
    (0 ratings)
    User Testimonials
    IBM watsonx.aiPentaho
    Likelihood to Recommend
    IBM
    I have built a code accelerator tool for one of the IBM product implementation. Although there was a heavy lifting at the start to train the model on specifics of the packaged solution library and ways of working; the efficacy of the model is astounding. Having said that, watsonx.ai is very well suited for customer service automation, healthcare data analytics, financial fraud detection, and sentiment analysis kind of projects. The Watsonx.ai look and feel is little confusing but I understand over a period of time , it will improve dramatically as well. I do feel that Watsonx.ai has certain limitations from cross-platform deployment flexibility. If an organization is deeply invested in a multi-cloud environment, Watson's integration on other cloud platforms may not be seamless comported to other AI platforms.
    Incentivized
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    Hitachi Vantara
    Pentaho is very well suited to perform data extraction & data mining from various cloud storage & transform that data using various available data models. However, the software struggles when it comes to visualizing the extracted data in an appealing manner & can be difficult for end-users to get an understanding of data tables created using those models.
    Incentivized
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    Pros
    IBM
    • It allows specialists to apply several base models for specific subtasks in the field of NLP.
    • Gives the availability of many models developed for AI enhancement for different solutions.
    • Has incorporated functionality for data governance and security to support access to AI tools by multiple users.
    Incentivized
    Read full review
    Hitachi Vantara
    • Integrate and synchronize with big data easily
    • Import data from any sources and different databases
    • Managing data in on-premise, hybrid and cloud environments.
    • Compatibility and flexibility of the platform with any type of scenario and any business or industry
    • Various tools in the software suite to transformation of data
    • Simple interface appearance and creative UI graphics
    Read full review
    Cons
    IBM
    • IBM watsonx.ai is expensive than other platforms.
    • Limited integraions though it has many but still some tools integrations not there for medical usecase
    • Its little difficult to learn as right now not many open reseouces
    • Community is not that strong to get any answer
    Incentivized
    Read full review
    Hitachi Vantara
    • I think the relative obscurity of the tool is a downside, not as many developers, consultants or peers you can tap into.
    • Lack of a solid user community held us back, looking at Power BI and Qlik, they have huge user communities that help each other out. Would have liked that here.
    • Smaller company means smaller sales force, and the lack of a local presence made it hard to only interact online with the account rep. Other companies have someone local who often stops by with pre-sales developers to just pitch in free of charge when they have time.
    Incentivized
    Read full review
    Likelihood to Renew
    IBM
    I still don't have enough experience, but i have seen a lot of demos and i have made some real world scenarios and so far so long every thing looks fine. I was at IBM Think 2025 and IBM TechXchange 2025 and the labs were really usefull and simple to understand.
    Incentivized
    Read full review
    Hitachi Vantara
    I will use Pentaho until I find a better tool with a better, easier to use report designer client. For now, Pentaho has been the most powerful reporting tool for our clients because of its ability to connect to Odoo, integrate in Odoo (reports are accessible in Odoo) and the flexibility in report design and parameter integration
    Incentivized
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    Usability
    IBM
    I needed some time to understand the different parts of the web UI. It was slightly overwhelming in the beginning. However, after some time, it made sense, and I like the UI now. In terms of functionality, there are many useful features that make your life easy, like jumping to a section and giving me a deployment space to deploy my models easily.
    Incentivized
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    Hitachi Vantara
    The Pentaho tools are designed so you can start playing around on your own. Of course, you will need guidance at some point, but the training teams are good at guiding new users, and the online documentation is usually pretty up-to-date.
    Some of the tools, such as the Pentaho Data Integration tool and the Pentaho Server, are pretty self-explanatory. The other tools maybe are not so quickly and obvious to use, but again, with some documentation and some customer support, you can find your way around them.
    Incentivized
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    Support Rating
    IBM
    I still don't have enough experience, but i have seen a lot of demos and i have made some real world scenarios and so far so long every thing looks fine. I was at IBM Think 2025 and IBM TechXchange 2025 and the labs were really usefull and simple to understand.
    Incentivized
    Read full review
    Hitachi Vantara
    They were responsive to our questions when we raised issues. They gave us workarounds when required. They were quite knowledgeable when it came to issue analysis and providing fixes. They were forthright in informing us if a bug was not due for release soon.
    Incentivized
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    Online Training
    IBM
    No answers on this topic
    Hitachi Vantara
    Course Taken: DI1000 Pentaho Data Integration Fundamentals Setup A week before your class started, the instructor will start sending out class material and lab setup instructions. This is helpful so that you understand how the environment is laid out and can start reviewing the content. Ultimately it saved about a 1/2 day trying to setup with 10 other people online which was great! The Course The 3-day course was laid out like many other technical classes with 15-30 minutes instruction and 15-60 minutes of lab exercises. The instructor was very knowledgeable with the functionality from version to version and answered questions as we went along. I was amazed at some of the functionality that was available that I was not using at the time and quickly implemented changes to many existing transformations and jobs. The novice users seemed to catch on quickly and more experienced users explained how some of the functionality was used in their home environments. Towards the end there was enough time so that we were able to ask very directed questions about our own environments. Overall, I really found the class to be informative and deliver enough information to be dangerous. My skills improved and I was able to design better and efficient transformations for the HIE. Course Description: https://training.pentaho.com/instructor-led-training/pentaho-data-integration-fundamentals-di1000
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    Implementation Rating
    IBM
    No answers on this topic
    Hitachi Vantara
    Get the right people in before starting implementation. Start small and build as you go approach is time consuming and involves lot of rework. Evangalize within the organization the capabilities and limitations equally so that correct delivery expectations are set. Set expectations with the Customer that the tool cannot replace proprietary software in terms of stability/usability and that timelines could change given the new ness of the product.
    Incentivized
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    Alternatives Considered
    IBM
    IBM watsonx.ai has been far superior to that of Chat GPT AI. the UI elements prompt responses and overall execution of the AI was much better and more accurate compared to the competition. I can not recommend using this platform enough. Great job IBM. I hope the team behind this project continues to grow and prosper.
    Incentivized
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    Hitachi Vantara
    Since the Pentaho platform offers a range of broad functionality across data preparation and advanced analytics, it also can be easily integrated to support many data sources and machine-learning frameworks. Based on that fact, we selected Pentaho to be used in our internal department. It also supports many of our BI use cases as required by company management or the business user. Last but not least, the Pentaho license is cheaper than their competitor.
    Incentivized
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    Scalability
    IBM
    I still don't have enough experience, but i have seen a lot of demos and i have made some real world scenarios and so far so long every thing looks fine. I was at IBM Think 2025 and IBM TechXchange 2025 and the labs were really usefull and simple to understand.
    Incentivized
    Read full review
    Hitachi Vantara
    No answers on this topic
    Return on Investment
    IBM
    • Time saving to set up the infrastructure - without watsonx.ai we would have had to set up everything individually
    • The first point translates directly into cost savings
    • The compliance aspect was a game changer for us and provided us with the confidence to focus all our efforts only on IBM watsonx.ai
    Incentivized
    Read full review
    Hitachi Vantara
    • Pentaho has improved our overall business process.
    • Pentaho has helped the Managers and Directors to analyze the numbers going up and down from time to time.
    • We have a started a big project using Pentaho that is going to include all the business processes in the organization.
    Incentivized
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    ScreenShots

    IBM watsonx.ai Screenshots

    Screenshot of the foundation models available in watsonx.ai. Clients have access to IBM selected open source models from Hugging Face, as well as other third-party models, and a family of IBM-developed foundation models of different sizes and architectures.Screenshot of the Prompt Lab in watsonx.ai, where AI builders can work with foundation models and build prompts using prompt engineering techniques in watsonx.ai to support a range of Natural Language Processing (NLP) type tasks.Screenshot of the Tuning Studio in watsonx.ai, where AI builders can tune foundation models with labeled data for better performance and accuracy.Screenshot of the data science toolkit in watsonx.ai where AI builders can build machine learning models automatically with model training, development, visual modeling, and synthetic data generation.