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    Overview
    ProductRatingMost Used ByProduct SummaryStarting Price

    H2O.ai

    Score6.4 out of 10
    N/AAn open-source end-to-end GenAI platform for air-gapped, on-premises or cloud VPC deployments. Users can Query and summarize documents or just chat with local private GPT LLMs using h2oGPT, an Apache V2 open-source project. And the commercially available Enterprise h2oGPTe provides information retrieval on internal data, privately hosts LLMs, and secures data.N/A

    ThoughtSpot

    Score8.4 out of 10
    N/AThoughtSpot is an Agentic Analytics Platform for enterprises where users ask data questions using natural language and get answers with AI. Code-first for data teams and code-free for business users, ThoughtSpot can handle large, complex cloud data at scale.

    $1,500

    per year (5 users)

    Pricing
    H2O.aiThoughtSpot
    Editions & Modules
    No answers on this topic
    Thoughtspot Analytics - Pro
    $50
    per month (billed annually) per user (25-1000 users)
    Thoughtspot Analytics - Enterprise
    Custom
    Offerings
    Pricing Offerings
    H2O.aiThoughtSpot
    Free Trial
    NoYes
    Free/Freemium Version
    YesYes
    Premium Consulting/Integration Services
    NoYes
    Entry-level Setup FeeNo setup feeOptional
    Additional Details——
    More Pricing Information
    Community Pulse
    H2O.aiThoughtSpot
    Considered Both Products
    H2O.ai
    No answer on this topic
    ThoughtSpot
    No answer on this topic
    Key User Insights
    Would buy again
    No answers on this topic
    86%
    Would buy again
    37 Answers
    Delivers good value for the price
    No answers on this topic
    91%
    Delivers good value for the price
    29 Answers
    Happy with the feature set
    No answers on this topic
    86%
    Happy with the feature set
    37 Answers
    Lived up to sales and marketing promises
    No answers on this topic
    80%
    Lived up to sales and marketing promises
    24 Answers
    Implementation went as expected
    No answers on this topic
    91%
    Implementation went as expected
    29 Answers
    Features
    H2O.aiThoughtSpot
    BI Standard Reporting
    Comparison of BI Standard Reporting features of H2O.ai and ThoughtSpot
    Feature
    H2O.ai
    -
    Ratings
    ThoughtSpot
    7.3
    89 Ratings
    11% below category average
    Pixel Perfect reports00 Ratings6.021 Ratings
    Customizable dashboards00 Ratings8.189 Ratings
    Report Formatting Templates00 Ratings7.725 Ratings
    Ad-hoc Reporting
    Comparison of Ad-hoc Reporting features of H2O.ai and ThoughtSpot
    Feature
    H2O.ai
    -
    Ratings
    ThoughtSpot
    7.5
    91 Ratings
    6% below category average
    Drill-down analysis00 Ratings8.390 Ratings
    Formatting capabilities00 Ratings7.090 Ratings
    Integration with R or other statistical packages00 Ratings5.949 Ratings
    Report sharing and collaboration00 Ratings8.888 Ratings
    Report Output and Scheduling
    Comparison of Report Output and Scheduling features of H2O.ai and ThoughtSpot
    Feature
    H2O.ai
    -
    Ratings
    ThoughtSpot
    8.1
    84 Ratings
    1% below category average
    Publish to Web00 Ratings8.155 Ratings
    Publish to PDF00 Ratings8.478 Ratings
    Report Versioning00 Ratings7.918 Ratings
    Report Delivery Scheduling00 Ratings8.364 Ratings
    Delivery to Remote Servers00 Ratings7.935 Ratings
    Data Discovery and Visualization
    Comparison of Data Discovery and Visualization features of H2O.ai and ThoughtSpot
    Feature
    H2O.ai
    -
    Ratings
    ThoughtSpot
    7.2
    86 Ratings
    10% below category average
    Pre-built visualization formats (heatmaps, scatter plots etc.)00 Ratings7.585 Ratings
    Location Analytics / Geographic Visualization00 Ratings7.079 Ratings
    Predictive Analytics00 Ratings7.565 Ratings
    Pattern Recognition and Data Mining00 Ratings6.913 Ratings
    Access Control and Security
    Comparison of Access Control and Security features of H2O.ai and ThoughtSpot
    Feature
    H2O.ai
    -
    Ratings
    ThoughtSpot
    8.1
    86 Ratings
    5% below category average
    Multi-User Support (named login)00 Ratings8.282 Ratings
    Role-Based Security Model00 Ratings7.974 Ratings
    Multiple Access Permission Levels (Create, Read, Delete)00 Ratings7.678 Ratings
    Report-Level Access Control00 Ratings7.816 Ratings
    Single Sign-On (SSO)00 Ratings8.772 Ratings
    Mobile Capabilities
    Comparison of Mobile Capabilities features of H2O.ai and ThoughtSpot
    Feature
    H2O.ai
    -
    Ratings
    ThoughtSpot
    7.3
    53 Ratings
    6% below category average
    Responsive Design for Web Access00 Ratings7.051 Ratings
    Mobile Application00 Ratings6.734 Ratings
    Dashboard / Report / Visualization Interactivity on Mobile00 Ratings6.746 Ratings
    Application Program Interfaces (APIs) / Embedding
    Comparison of Application Program Interfaces (APIs) / Embedding features of H2O.ai and ThoughtSpot
    Feature
    H2O.ai
    -
    Ratings
    ThoughtSpot
    7.2
    51 Ratings
    7% below category average
    REST API00 Ratings7.342 Ratings
    Javascript API00 Ratings6.835 Ratings
    iFrames00 Ratings8.134 Ratings
    Java API00 Ratings7.013 Ratings
    Themeable User Interface (UI)00 Ratings7.235 Ratings
    Customizable Platform (Open Source)00 Ratings7.115 Ratings
    Best Alternatives
    H2O.aiThoughtSpot
    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
    Jaspersoft Community Edition
    Score7 out of 10
    All AlternativesView all alternativesView all alternatives
    User Ratings
    H2O.aiThoughtSpot
    Likelihood to Recommend
    8.1
    (3 ratings)
    8.4
    (91 ratings)
    Likelihood to Renew
    -
    (0 ratings)
    10.0
    (6 ratings)
    Usability
    -
    (0 ratings)
    8.2
    (85 ratings)
    Availability
    -
    (0 ratings)
    9.0
    (3 ratings)
    Performance
    -
    (0 ratings)
    8.0
    (3 ratings)
    Support Rating
    9.0
    (1 ratings)
    8.0
    (4 ratings)
    In-Person Training
    -
    (0 ratings)
    5.0
    (1 ratings)
    Online Training
    -
    (0 ratings)
    4.0
    (1 ratings)
    Implementation Rating
    -
    (0 ratings)
    7.0
    (2 ratings)
    Configurability
    -
    (0 ratings)
    8.0
    (1 ratings)
    Data Sharing and Collaboration
    -
    (0 ratings)
    7.8
    (5 ratings)
    Data Sources
    -
    (0 ratings)
    8.4
    (5 ratings)
    Ease of integration
    -
    (0 ratings)
    9.0
    (1 ratings)
    Product Scalability
    -
    (0 ratings)
    8.0
    (3 ratings)
    Vendor post-sale
    -
    (0 ratings)
    8.0
    (1 ratings)
    Vendor pre-sale
    -
    (0 ratings)
    9.0
    (1 ratings)
    User Testimonials
    H2O.aiThoughtSpot
    Likelihood to Recommend
    H2O.ai
    Most suited if in little time you wanted to build and train a model. Then, H2O makes life very simple. It has support with R, Python and Java, so no programming dependency is required to use it. It's very simple to use. If you want to modify or tweak your ML algorithm then H2O is not suitable. You can't develop a model from scratch.
    Incentivized
    Read full review
    ThoughtSpot
    It is well suited when the same data is consumed by many different people with different analytics and visualization requirements because, if you have the data available in ThoughtSpot, every user can prepare different views. Also, it is a good reporting tool, you can get rid of slides if you have a good dashboard prepared, gaining flexibility and agility.
    Incentivized
    Read full review
    Pros
    H2O.ai
    • Excellent analytical and prediction tool
    • In the beginning, usage of H20 Flow in Web UI enables quick development and sharing of the analytical model
    • Readily available algorithms, easy to use in your analytical projects
    • Faster than Python scikit learn (in machine learning supervised learning area)
    • It can be accessed (run) from Python, not only JAVA etc.
    • Well documented and suitable for fast training or self studying
    • In the beginning, one can use the clickable Flow interface (WEB UI) and later move to a Python console. There is then no need to click in H20 Flow
    • It can be used as open source
    Incentivized
    Read full review
    ThoughtSpot
    • Beautiful visualizations. The visuals are distinct, clean, and easy to discern from one another.
    • Intelligent querying functionality. When looking to manipulate the data, the search function makes it easy to manipulate the features in the data, along with aggregating them in the way you'd like.
    • Embedding! It has been a smooth process thus far for our product & technical teams to work with ThoughtSpot and bring it into our product.
    Incentivized
    Read full review
    Cons
    H2O.ai
    • Better documentation
    • Improve the Visual presentations including charting etc
    Incentivized
    Read full review
    ThoughtSpot
    • It would be great if ThoughtSpot can add the feature to filter by clicking on visualizations. i.e if I click on a particular data point in the chart if the full dashboard can filter just for that particular data point.
    • Color coding the heatmap with different colors like green to orange to red.
    Incentivized
    Read full review
    Likelihood to Renew
    H2O.ai
    No answers on this topic
    ThoughtSpot
    I give it just waiting because passport is brilliant and it has helped our organisation In advancing to the next stage in the age of AI. It has allowed or non-tech people to better service and clients in a cost-effective way. George port has allowed us to create new products for us and for our clients increasing our revenue streams and reducing clients churn
    Incentivized
    Read full review
    Usability
    H2O.ai
    No answers on this topic
    ThoughtSpot
    The rating is because of the ease of use of the interface as it has a no code interface that makes it easy to setup data pipelines without extensive programming. Cloud native integration: It integrates seamlessly with cloud based data warehouses. Automated data loading, Scalability, Cost Effective, Transformations, Data Governance and security.
    Incentivized
    Read full review
    Reliability and Availability
    H2O.ai
    No answers on this topic
    ThoughtSpot
    it's available unless there is a server or system update etc. sometimes the timing of this is bad (for example during a month end close)
    Incentivized
    Read full review
    Performance
    H2O.ai
    No answers on this topic
    ThoughtSpot
    It does what it is supposed to. Would be nice to have a bit more insights
    Incentivized
    Read full review
    Support Rating
    H2O.ai
    The overall experience I have with H2O is really awesome, even with its cost effectiveness.
    Incentivized
    Read full review
    ThoughtSpot
    I give it this meeting because the team is not only help able to help us in the current solutions but also amazing and taking feedback and feeding it back to their development team which includes more products and features into ThoughtSpot
    Incentivized
    Read full review
    In-Person Training
    H2O.ai
    No answers on this topic
    ThoughtSpot
    inhouse in-person training. Took a bit to long to get the basics.
    Incentivized
    Read full review
    Online Training
    H2O.ai
    No answers on this topic
    ThoughtSpot
    poor instructions
    Incentivized
    Read full review
    Implementation Rating
    H2O.ai
    No answers on this topic
    ThoughtSpot
    Understand use case and model and design accordingly
    Incentivized
    Read full review
    Alternatives Considered
    H2O.ai
    Both are open source (though H2O only up to some level). Both comprise of deep learning, but H2O is not focused directly on deep learning, while Tensor Flow has a "laser" focus on deep learning. H2O is also more focused on scalability. H2O should be looked at not as a competitor but rather a complementary tool. The use case is usually not only about the algorithms, but also about the data model and data logistics and accessibility. H2O is more accessible due to its UI. Also, both can be accessed from Python. The community around TensorFlow seems larger than that of H2O.
    Incentivized
    Read full review
    ThoughtSpot
    We also explored Tableau Ask Data. Tableau is our standard for BI in our organization. We want to use the smallest amount of tools in our company to have the best adaption. ThoughSpot will fill a few gaps that we have with our current set up and will also enhance out offering for our employees in the transition of being more data driven within in near future
    Incentivized
    Read full review
    Scalability
    H2O.ai
    No answers on this topic
    ThoughtSpot
    Because it is very reliable, inside the situation, we need strong internet connection to access a lot of data but easily never had any downtime except during the upgrades
    Incentivized
    Read full review
    Return on Investment
    H2O.ai
    • Positive impact: saving in infrastructure expenses - compared to other bulky tools this costs a fraction
    • Positive impact: ability to get quick fixes from H2O when problems arise - compared to waiting for several months/years for new releases from other vendors
    • Positive impact: Access to H2O core team and able to get features that are needed for our business quickly added to the core H2O product
    Incentivized
    Read full review
    ThoughtSpot
    • Time to market ROI is massive vs hiring the full-time dedicated team to build and maintain a frontend multi-tenant SaaS data viz product.
    • It will be interesting to see over time how the advanced features play out in terms of usability and end value, such as Natural Search, which we are very excited about, and the machine learning tools.
    Incentivized
    Read full review
    ScreenShots

    ThoughtSpot Screenshots

    Screenshot of the ThoughtSpot home screenScreenshot of SpotIQ, which offers AI-driven insightsScreenshot of the Spotter AI agent that surfaces insights through natural language queriesScreenshot of AI Assist producing SQL in real timeScreenshot of SpotIQ, which offers AI-driven insightsScreenshot of the integration with dbt models and metrics