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    Overview
    ProductRatingMost Used ByProduct SummaryStarting Price

    Dataiku

    Score8.6 out of 10
    N/AThe Dataiku platform unifies data work from analytics to Generative AI. It supports enterprise analytics with visual, cloud-based tooling for data preparation, visualization, and workflow automation.N/A

    Vertex

    Score8.8 out of 10
    N/AVertex is global indirect tax compliance software for enterprise tax and finance teams. Indirect tax covers transaction-based obligations, such as sales and use tax, value-added tax (VAT), and goods and services tax (GST). Vertex supports tax determination, electronic invoicing (e-invoicing), reporting, filing, and audit-readiness workflows. Vertex’s official website Key Capabilities Tax determination: Calculates applicable indirect taxes…N/A
    Pricing
    DataikuVertex
    Editions & Modules
    Discover
    Contact sales team
    Business
    Contact sales team
    Enterprise
    Contact sales team
    No answers on this topic
    Offerings
    Pricing Offerings
    DataikuVertex
    Free Trial
    YesNo
    Free/Freemium Version
    YesNo
    Premium Consulting/Integration Services
    NoNo
    Entry-level Setup FeeNo setup feeNo setup fee
    Additional Details——
    More Pricing Information
    Community Pulse
    DataikuVertex
    Considered Both Products
    Dataiku
    No answer on this topic
    Vertex Inc.
    No answer on this topic
    Key User Insights
    Would buy again
    100%
    Would buy again
    5 Answers
    96%
    Would buy again
    69 Answers
    Delivers good value for the price
    No answers on this topic
    93%
    Delivers good value for the price
    54 Answers
    Happy with the feature set
    100%
    Happy with the feature set
    5 Answers
    96%
    Happy with the feature set
    69 Answers
    Lived up to sales and marketing promises
    No answers on this topic
    88%
    Lived up to sales and marketing promises
    38 Answers
    Implementation went as expected
    No answers on this topic
    86%
    Implementation went as expected
    50 Answers
    Features
    DataikuVertex
    Platform Connectivity
    Comparison of Platform Connectivity features of Dataiku and Vertex
    Feature
    Dataiku
    8.6
    5 Ratings
    3% above category average
    Vertex
    -
    Ratings
    Connect to Multiple Data Sources8.05 Ratings00 Ratings
    Extend Existing Data Sources10.04 Ratings00 Ratings
    Automatic Data Format Detection10.05 Ratings00 Ratings
    MDM Integration6.52 Ratings00 Ratings
    Data Exploration
    Comparison of Data Exploration features of Dataiku and Vertex
    Feature
    Dataiku
    10.0
    5 Ratings
    17% above category average
    Vertex
    -
    Ratings
    Visualization10.05 Ratings00 Ratings
    Interactive Data Analysis10.05 Ratings00 Ratings
    Data Preparation
    Comparison of Data Preparation features of Dataiku and Vertex
    Feature
    Dataiku
    9.5
    5 Ratings
    15% above category average
    Vertex
    -
    Ratings
    Interactive Data Cleaning and Enrichment9.05 Ratings00 Ratings
    Data Transformations9.05 Ratings00 Ratings
    Data Encryption10.04 Ratings00 Ratings
    Built-in Processors10.04 Ratings00 Ratings
    Platform Data Modeling
    Comparison of Platform Data Modeling features of Dataiku and Vertex
    Feature
    Dataiku
    8.5
    5 Ratings
    0% above category average
    Vertex
    -
    Ratings
    Multiple Model Development Languages and Tools8.05 Ratings00 Ratings
    Automated Machine Learning8.05 Ratings00 Ratings
    Single platform for multiple model development8.05 Ratings00 Ratings
    Self-Service Model Delivery10.04 Ratings00 Ratings
    Model Deployment
    Comparison of Model Deployment features of Dataiku and Vertex
    Feature
    Dataiku
    8.0
    5 Ratings
    6% below category average
    Vertex
    -
    Ratings
    Flexible Model Publishing Options8.05 Ratings00 Ratings
    Security, Governance, and Cost Controls8.05 Ratings00 Ratings
    Type of tax
    Comparison of Type of tax features of Dataiku and Vertex
    Feature
    Dataiku
    -
    Ratings
    Vertex
    8.2
    142 Ratings
    7% above category average
    Sales and Use Taxes00 Ratings9.3139 Ratings
    Cross-border Taxes00 Ratings7.945 Ratings
    VAT / GST Taxes00 Ratings8.568 Ratings
    Energy and Fuel Taxes00 Ratings7.311 Ratings
    Tax Reporting & Compliance
    Comparison of Tax Reporting & Compliance features of Dataiku and Vertex
    Feature
    Dataiku
    -
    Ratings
    Vertex
    8.6
    136 Ratings
    10% above category average
    Geolocation for Tax Assessment00 Ratings8.6103 Ratings
    3rd-Party Software Integrations00 Ratings8.795 Ratings
    Tax Data Reporting00 Ratings8.7122 Ratings
    Compliance Administration Management00 Ratings8.786 Ratings
    Tax Exemption Processing00 Ratings8.7100 Ratings
    Tax Document Management00 Ratings8.783 Ratings
    Complex Tax Scenario Management00 Ratings8.096 Ratings
    Best Alternatives
    DataikuVertex
    Small Businesses
    RapidMiner
    Score8.9 out of 10
    Intuit Lacerte
    Score9.4 out of 10
    Medium-sized Companies
    Anaconda
    Score8.8 out of 10
    Lappa
    Score8.8 out of 10
    Enterprises
    IBM Watson Studio
    Score10 out of 10
    ADP SmartCompliance
    Score8.2 out of 10
    All AlternativesView all alternativesView all alternatives
    User Ratings
    DataikuVertex
    Likelihood to Recommend
    10.0
    (4 ratings)
    9.0
    (167 ratings)
    Likelihood to Renew
    -
    (0 ratings)
    8.0
    (20 ratings)
    Usability
    10.0
    (1 ratings)
    8.6
    (63 ratings)
    Availability
    -
    (0 ratings)
    8.5
    (10 ratings)
    Performance
    -
    (0 ratings)
    8.5
    (10 ratings)
    Support Rating
    9.4
    (3 ratings)
    7.5
    (25 ratings)
    In-Person Training
    -
    (0 ratings)
    8.7
    (3 ratings)
    Online Training
    -
    (0 ratings)
    8.6
    (5 ratings)
    Implementation Rating
    -
    (0 ratings)
    9.9
    (17 ratings)
    Configurability
    -
    (0 ratings)
    9.0
    (80 ratings)
    Ease of integration
    -
    (0 ratings)
    9.9
    (7 ratings)
    Product Scalability
    -
    (0 ratings)
    8.7
    (57 ratings)
    Vendor post-sale
    -
    (0 ratings)
    8.9
    (20 ratings)
    Vendor pre-sale
    -
    (0 ratings)
    8.0
    (13 ratings)
    User Testimonials
    DataikuVertex
    Likelihood to Recommend
    Dataiku
    Dataiku is an awesome tool for data scientists. It really makes our lives easier. It is also really good for non technical users to see and follow along with the process. I do think that people can fall into the trap of using it without any knowledge at all because so much is automated, but I dont think that is the fault of Dataiku.
    Incentivized
    Read full review
    Vertex Inc.
    I have used Vertex since the very beginning of my career. I have always found the information clear, and easy to use. The documentation to use the product was thorough. We file returns in all 45 states that have sales / use taxes and having the ability to import data, key additional data in and print out a signature ready return has made life easy. I've never wanted to look at any other return preparation software as none of them come close to the product that Vertex created.
    Incentivized
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    Pros
    Dataiku
    • Allows users to collaborate and monitor individual tasks
    • Caters to both types of analysts, coders and non-coders, alike
    • Integrate graphs and plots with visualization tools such as Tableau
    Incentivized
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    Vertex Inc.
    • Vertex does a great job of building in-house industry expertise (leasing in our case) so they truly understand the tax technical and compliance obstacles we face day to day.
    • Vertex actively solicits for and responds to customer feedback on development and product roadmap suggestions. The Leasing users group is an example where Vertex takes an active role in communicating with and taking feedback from our industry.
    • Vertex tax updates are very timely and thorough, which makes the compliance process less stressful for our team.
    Incentivized
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    Cons
    Dataiku
    • The integrated windows of frontend and backend in web applications make it cumbersome for the developer.
    • When dealing with multiple data flows, it becomes really confusing, though they have introduced a feature (Zones) to cater to this issue.
    • Bundling, exporting, and importing projects sometimes create issues related to code environment. If the code environment is not available, at least the schema of the flow we should be able to import should be.
    Incentivized
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    Vertex Inc.
    • Reporting: Vertex VAT Compliance is not fully ready to support all EU country's requirements.
    • Data storage.
    • Online reporting in VVC: many countries require to report VAT Declaration in an electronic way. This function is still missing for some of the countries from VVC.
    Incentivized
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    Likelihood to Renew
    Dataiku
    No answers on this topic
    Vertex Inc.
    We are satisfied with the overall performance of Vertex. The software has provided my company with many efficiencies. We have shorted our audits and found that many audits are happy that we are using Vertex to calculate our taxes. We no longer need to worry about updating our rates each month since Vertex sends us a file to upload
    Incentivized
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    Usability
    Dataiku
    The user experience is very good. Everything feels intuitive and "flows" (sorry excuse the pun) so nicely, and the customization level is also appropriate to the tool. Even as a newer data scientist, it felt easy to use and the explanations/tutorials were very good. The documentation is also at a good level
    Incentivized
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    Vertex Inc.
    Vertex itself is very good software. Its tax calculation is very accurate, and there should be no doubt whether Vertex is calculating the tax. Customer support is also good, and the response is quick. The updates are also good and easy to understand, making this an excellent application.
    Incentivized
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    Reliability and Availability
    Dataiku
    No answers on this topic
    Vertex Inc.
    I have always felt VERTEX support was available when needed, and I have felt comfortable calling in some heavy hitters when needed
    Incentivized
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    Performance
    Dataiku
    No answers on this topic
    Vertex Inc.
    Our Vertex performance is good, although we are now experiencing Error 502 when adding additional data points to our transaction tester single tests. At Exchange, I was told to reach out to support....that most likely the On Demand system needed some additional CPU resource added. I have a currently open ticket, that has not yet been fixed on this matter
    Incentivized
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    Support Rating
    Dataiku
    The open source user community is friendly, helpful, and responsive, at times even outdoing commercial software vendors. Documentation is also top notch, and usually resolves issues without the need for human interactions. Great product design, with a focus on user experience, also makes platform use intuitive, thus reducing the need for explicit support.
    Incentivized
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    Vertex Inc.
    Level 1 support has always been kind and understanding but times they do not always provided the technical help sometimes their response or protocol is not related. I feel that I have to beg for a developer to look over my issue. On the other hand, there have been times a Level 1 support person has taken the time to research my issue and provide valid feedback & solution
    Incentivized
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    In-Person Training
    Dataiku
    No answers on this topic
    Vertex Inc.
    By training I'm referring to our engagement with Vertex Consulting's professional services group. Each person on the engagement had prior leasing industry tax experience and most if not all used O Series before joining Vertex. Consultants with industry specific tax experience provide so much more than just "training". They are able to engage in deep tax technical discussions with actual experience while in private practice. This coupled with having visibility to how numerous other leasing peers approach similar tax issues is a huge plus on top of the standard training.
    Incentivized
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    Online Training
    Dataiku
    No answers on this topic
    Vertex Inc.
    Vertex has offered multiple webinars for the products we have purchased that are informative and helpful. I've also attended a few of the Vertex annual conferences where I was able to strength my knowledge of Vertex. I also found that their online library and videos can be helpful in resolving issues and answering questions.
    Incentivized
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    Implementation Rating
    Dataiku
    No answers on this topic
    Vertex Inc.
    The implementation is challenging, make no mistake but will provide much value over time. Make sure you have full support of IT and your major stakeholders in your company. I found that while many people claimed to understand tax was important, they had no idea how deep tax in entrenched throughout the lease life cycle.
    Incentivized
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    Alternatives Considered
    Dataiku
    Anaconda is mainly used by professional data scientists who have profound knowledge of Python coding, mainly used for building some new algorithm block or some optimization, then the module will be integrated into the Dataiku pipeline/workflow. While Dataiku can be used by even other kinds of users.
    Incentivized
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    Vertex Inc.
    In comparison specifically with Avalara, Vertex is better in every way. It is much more customizable and allows us to change the way our tax software is set up for our business needs. Avalara is much more constricted, and is using the SST system which can allow for simplified returns, but in our case was causing more problems. Avalara is also much more expensive than Vertex, for less capabilities. Vertex' customer support is much stronger than Avalara's, as they are focused on obtaining and retaining customers whereas Avalara was continually trying to find ways to get money from us
    Incentivized
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    Scalability
    Dataiku
    No answers on this topic
    Vertex Inc.
    There needs to be a time-consuming setup both in the Enterprise Resource Platform and in Vertex and the related tools as well but once this is all established, Vertex is very proficient at calculating Sales and Use Tax in the USA and in Canada with GST/HST, as well as several of the provinces where we are located. As we added plants in different jurisdictions via greenfield expansion and aquisition, Vertex was able to integrate those as long as the tax department is fully informed of the system.
    Incentivized
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    Return on Investment
    Dataiku
    • Customer satisfaction
    • Timely project delivery
    Incentivized
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    Vertex Inc.
    • We use Vertex on a monthly basis to see if tax has been over-accrued or over-charged on invoices. We do save tax every month using the tool. Not at liberty to share too much more - the technology does assist the human efforts.
    Incentivized
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    ScreenShots

    Vertex Screenshots

    Screenshot of Vertex dashboard