{"id":9607,"date":"2025-12-01T12:44:16","date_gmt":"2025-12-01T17:44:16","guid":{"rendered":"https:\/\/solutionsreview.com\/business-intelligence\/?p=9607"},"modified":"2026-02-12T17:27:25","modified_gmt":"2026-02-12T22:27:25","slug":"the-best-ai-tools-for-data-science","status":"publish","type":"post","link":"https:\/\/solutionsreview.com\/business-intelligence\/the-best-ai-tools-for-data-science\/","title":{"rendered":"The 11 Best AI Tools for Data Science to Consider in 2026"},"content":{"rendered":"<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-10527\" src=\"https:\/\/solutionsreview.com\/business-intelligence\/files\/2025\/12\/Best-of-2026-4-1.jpg\" alt=\"\" width=\"800\" height=\"400\" srcset=\"https:\/\/solutionsreview.com\/business-intelligence\/files\/2025\/12\/Best-of-2026-4-1.jpg 800w, https:\/\/solutionsreview.com\/business-intelligence\/files\/2025\/12\/Best-of-2026-4-1-406x203.jpg 406w, https:\/\/solutionsreview.com\/business-intelligence\/files\/2025\/12\/Best-of-2026-4-1-768x384.jpg 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><\/p>\n<p style=\"text-align: justify;\"><em><b>Solutions Review&#8217;s listing of the best AI tools for data science is an annual sneak peek of the top tools included in our <a href=\"https:\/\/solutionsreview.com\/business-intelligence\/free-data-science-machine-learning-buyers-guide\/\" target=\"_blank\" rel=\"noopener\"><span style=\"text-decoration: underline;\">Buyer&#8217;s Guide for Data Science and Machine Learning Platforms<\/span><\/a>. <\/b><\/em><em><b>Information was gathered via online materials and reports, conversations with vendor representatives, and <\/b><span style=\"color: #333333;\"><b>examinations<\/b><\/span><b> of product <\/b><span style=\"color: #333333;\"><b>demonstrations<\/b><\/span><b> and free trials.<\/b><\/em><\/p>\n<p style=\"text-align: justify;\">The editors at Solutions Review have developed this resource to assist buyers in search of the best AI tools for data science to fit the needs of their organization. Choosing the right vendor and solution can be a complicated process \u2014 one that requires in-depth research and often comes down to more than just the solution and its technical capabilities. To make your search a little easier, we&#8217;ve profiled the best AI tools for data science all in one place. We&#8217;ve also included platform and product line names and introductory software tutorials straight from the source so you can see each solution in action.<\/p>\n<p><strong>Note:<\/strong> The best AI tools for data science are listed in alphabetical order.<\/p>\n<div class=\"widget\"><div class=\"aside-card\">\t\t\t<div class=\"textwidget\"><p><a class=\"speedbump\" href=\"https:\/\/solutionsreview.com\/business-intelligence\/get-a-free-business-intelligence-software-buyers-guide\/\" target=\"_blank\" rel=\"noopener\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-2880 size-full\" src=\"https:\/\/solutionsreview.com\/business-intelligence\/files\/2020\/02\/BI_BG_SB_800.gif\" alt=\"Download Link to Business Intelligence &amp; Data Analytics Buyer's Guide\" width=\"800\" height=\"100\" \/><\/a><\/p>\n<\/div>\n\t\t<\/div><\/div>\n<h2><strong>The Best AI Tools for Data Science<\/strong><\/h2>\n<div class=\"hr hr\"><\/div>\n<h3><a href=\"https:\/\/www.datarobot.com\/\" target=\"_blank\" rel=\"noopener noreferrer\"><strong>DataRobot<\/strong><\/a><\/h3>\n<p><a href=\"https:\/\/www.datarobot.com\/\" target=\"_blank\" rel=\"noopener noreferrer\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-4765 size-full\" src=\"https:\/\/solutionsreview.com\/business-intelligence\/files\/2019\/08\/waffle.png\" alt=\"DataRobot Logo\" width=\"100\" height=\"50\" \/><\/a><\/p>\n<p><strong>Platform:<\/strong> DataRobot Enterprise AI Platform<\/p>\n<p><strong>Related products:<\/strong> Paxata Data Preparation, Automated Machine Learning, Automated Time Series, MLOps<\/p>\n<p style=\"text-align: justify;\"><strong>Description:<\/strong> <span class=\"TextRun Highlight SCXW48238543 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SpellingErrorV2 SCXW48238543 BCX0\">DataRobot<\/span><span class=\"NormalTextRun SCXW48238543 BCX0\"> offers an enterprise AI platform that automates the end-to-end process for building, deploying, and maintaining AI. The product is powered by open-source algorithms and can be leveraged on-prem, in the cloud or as a fully-managed AI service.\u00a0<\/span><span class=\"NormalTextRun SpellingErrorV2 SCXW48238543 BCX0\">DataRobot<\/span><span class=\"NormalTextRun SCXW48238543 BCX0\">\u00a0includes\u00a0<\/span><\/span><span class=\"TextRun Highlight SCXW48238543 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW48238543 BCX0\">several<\/span><\/span><span class=\"TextRun Highlight SCXW48238543 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW48238543 BCX0\">\u00a0independent but fully integrated tools (<\/span><\/span><span class=\"TextRun Highlight SCXW48238543 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SpellingErrorV2 SCXW48238543 BCX0\">Paxata<\/span><span class=\"NormalTextRun SCXW48238543 BCX0\">\u00a0Data Preparation,\u00a0<\/span><\/span><span class=\"TextRun Highlight SCXW48238543 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW48238543 BCX0\">Automated Machine Learning, Automated Time Series,\u00a0<\/span><span class=\"NormalTextRun SpellingErrorV2 SCXW48238543 BCX0\">MLOps<\/span><\/span><span class=\"TextRun Highlight SCXW48238543 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW48238543 BCX0\">, and AI applications<\/span><\/span><span class=\"TextRun Highlight SCXW48238543 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW48238543 BCX0\">), and each can be deployed in multiple ways to match business needs and IT requirements.<\/span><\/span><\/p>\n<p><iframe loading=\"lazy\" title=\"DataRobot AI Platform [2018 Version - Update Available]\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/RrbJLm6atwc?feature=oembed&#038;enablejsapi=1&#038;origin=https:\/\/solutionsreview.com\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/p>\n<div class=\"box box3\">Learn more and compare products with the Solutions Review <strong><a href=\"https:\/\/solutionsreview.com\/business-intelligence\/free-data-science-machine-learning-buyers-guide\/\" target=\"_blank\" rel=\"noopener\"><em><span style=\"text-decoration: underline;\">Buyer&#8217;s Guide for Data Science and Machine Learning Platforms<\/span><\/em><\/a><\/strong>.<\/div>\n<div class=\"hr hr\"><\/div>\n<h3><a href=\"https:\/\/www.h2o.ai\/\" target=\"_blank\" rel=\"noopener noreferrer\"><strong>H2O.ai<\/strong><\/a><\/h3>\n<p><a href=\"https:\/\/www.h2o.ai\/\" target=\"_blank\" rel=\"noopener noreferrer\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-4764\" src=\"https:\/\/solutionsreview.com\/business-intelligence\/files\/2019\/08\/h2o-150.jpg\" alt=\"H2O.ai Logo\" width=\"100\" height=\"50\" \/><\/a><\/p>\n<p><strong>Platform:<\/strong> H2O Driverless AI<\/p>\n<p><strong>Related products:<\/strong> H2O 3, H2O AutoML for ML, H2O Sparkling Water for Spark Integration, H2O Wave<\/p>\n<p style=\"text-align: justify;\"><strong>Description:<\/strong> <span class=\"TextRun Highlight SCXW158688670 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW158688670 BCX0\">H2O.ai offers a number of AI and data science products, headlined by its commercial platform H2O Driverless AI. Driverless AI is a fully open-source, distributed in-memory machine learning platform with linear\u00a0<\/span><\/span><span class=\"TextRun Highlight SCXW158688670 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW158688670 BCX0\">scalability. H2O supports widely used statistical and machine learning algorithms including gradient boosted machines, generalized linear models, deep learning and more. H2O has also developed\u00a0<\/span><span class=\"NormalTextRun SpellingErrorV2 SCXW158688670 BCX0\">AutoML<\/span><span class=\"NormalTextRun SCXW158688670 BCX0\">\u00a0functionality that automatically runs through all the algorithms to produce a leaderboard of the best models.<\/span><\/span><span class=\"EOP SCXW158688670 BCX0\" data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<p><iframe loading=\"lazy\" title=\"H2O Driverless AI Demo\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/ZqCoFp3-rGc?feature=oembed&#038;enablejsapi=1&#038;origin=https:\/\/solutionsreview.com\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/p>\n<div class=\"box box3\">Learn more and compare products with the Solutions Review <strong><a href=\"https:\/\/solutionsreview.com\/business-intelligence\/free-data-science-machine-learning-buyers-guide\/\" target=\"_blank\" rel=\"noopener\"><em><span style=\"text-decoration: underline;\">Buyer&#8217;s Guide for Data Science and Machine Learning Platforms<\/span><\/em><\/a><\/strong>.<\/div>\n<div class=\"hr hr\"><\/div>\n<h3><a href=\"https:\/\/www.ibm.com\/us-en?ar=1\" target=\"_blank\" rel=\"noopener noreferrer\"><strong>IBM<\/strong><\/a><\/h3>\n<p><a href=\"https:\/\/www.ibm.com\/us-en?ar=1\" target=\"_blank\" rel=\"noopener noreferrer\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-1426\" src=\"https:\/\/solutionsreview.com\/business-intelligence\/files\/2015\/11\/IBM_150.png\" alt=\"\" width=\"100\" height=\"50\" \/><\/a><\/p>\n<p><strong>Platform:<\/strong> IBM Watson Studio<\/p>\n<p><strong>Related products:<\/strong> IBM Cloud Pak for Data, IBM SPSS Modeler, IBM Decision Optimization, IBM Watson Machine Learning<\/p>\n<p style=\"text-align: justify;\"><strong>Description:<\/strong> <span class=\"TextRun Highlight SCXW116628176 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW116628176 BCX0\">IBM Watson Studio enables users to build, run, and manage AI models at scale across any cloud. The product is a part of IBM Cloud Pak for Data, the company\u2019s main data and AI platform. The solution lets you automate AI lifecycle management, govern and secure open-source notebooks, prepare and build models visually, deploy and run models through one-click integration, and manage and monitor models with explainable AI. IBM Watson Studio offers a flexible architecture that allows users to utilize open-source frameworks like\u00a0<\/span><span class=\"NormalTextRun SpellingErrorV2 SCXW116628176 BCX0\">PyTorch<\/span><span class=\"NormalTextRun SCXW116628176 BCX0\">, TensorFlow, and scikit-learn.<\/span><\/span><span class=\"EOP SCXW116628176 BCX0\" data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<p>https:\/\/www.youtube.com\/watch?v=rSHDsCTl_c0<\/p>\n<div class=\"box box3\">Learn more and compare products with the Solutions Review <strong><a href=\"https:\/\/solutionsreview.com\/business-intelligence\/free-data-science-machine-learning-buyers-guide\/\" target=\"_blank\" rel=\"noopener\"><em><span style=\"text-decoration: underline;\">Buyer&#8217;s Guide for Data Science and Machine Learning Platforms<\/span><\/em><\/a><\/strong>.<\/div>\n<div class=\"hr hr\"><\/div>\n<h3><a href=\"https:\/\/www.knime.com\/\" target=\"_blank\" rel=\"noopener noreferrer\"><strong>KNIME<\/strong><\/a><\/h3>\n<p><a href=\"https:\/\/www.knime.com\/\" target=\"_blank\" rel=\"noopener noreferrer\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-4760\" src=\"https:\/\/solutionsreview.com\/business-intelligence\/files\/2019\/08\/wolf.jpg\" alt=\"KNIME Logo\" width=\"100\" height=\"50\" \/><\/a><\/p>\n<p><strong>Platform:<\/strong> KNIME Analytics Platform<\/p>\n<p><strong>Related products:<\/strong> KNIME Server<\/p>\n<p style=\"text-align: justify;\"><strong>Description:<\/strong> <span class=\"TextRun Highlight SCXW42060126 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW42060126 BCX0\">KNIME Analytics is an open-source platform for creating data science. It enables the creation of visual workflows via a drag-and-drop-style graphical interface that requires no coding. Users can choose from more than 2000 nodes to build workflows, model each step of analysis, control the flow of data, and ensure work is current. KNIME can blend data from any source and shape data to derive statistics, clean data, and extract and select features. The product leverages AI and machine learning and can visualize data with classic and advanced charts.<\/span><\/span><span class=\"EOP SCXW42060126 BCX0\" data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<p><iframe loading=\"lazy\" title=\"Webinar: Overview of KNIME Software\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/oYHofs9ZHQ4?feature=oembed&#038;enablejsapi=1&#038;origin=https:\/\/solutionsreview.com\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/p>\n<div class=\"box box3\">Learn more and compare products with the Solutions Review <strong><a href=\"https:\/\/solutionsreview.com\/business-intelligence\/free-data-science-machine-learning-buyers-guide\/\" target=\"_blank\" rel=\"noopener\"><em><span style=\"text-decoration: underline;\">Buyer&#8217;s Guide for Data Science and Machine Learning Platforms<\/span><\/em><\/a><\/strong>.<\/div>\n<div class=\"hr hr\"><\/div>\n<h3><a href=\"https:\/\/looker.com\/\" target=\"_blank\" rel=\"noopener noreferrer\"><strong>Looker<\/strong><\/a><\/h3>\n<p><a href=\"https:\/\/looker.com\/\" target=\"_blank\" rel=\"noopener noreferrer\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-5517\" src=\"https:\/\/solutionsreview.com\/business-intelligence\/files\/2020\/08\/looker-150.jpg\" alt=\"\" width=\"100\" height=\"50\" \/><\/a><\/p>\n<p><strong>Platform:<\/strong> Looker<\/p>\n<p><strong>Related products:<\/strong> Powered by Looker<\/p>\n<p style=\"text-align: justify;\"><strong>Description:<\/strong> Looker offers a BI and data analytics platform that is built on LookML, the company\u2019s proprietary modeling language. The product\u2019s application for web analytics touts filtering and drilling capabilities, enabling users to dig into row-level details at will. Embedded analytics in Powered by Looker utilizes modern databases and an agile modeling layer that allows users to define data and control access. Organizations can use Looker\u2019s full RESTful API or the schedule feature to deliver reports by email or webhook.<\/p>\n<p><iframe loading=\"lazy\" title=\"Looker - Database to Dashboard Technical Demo\" width=\"500\" height=\"375\" src=\"https:\/\/www.youtube.com\/embed\/HBgJWCBOOZg?feature=oembed&#038;enablejsapi=1&#038;origin=https:\/\/solutionsreview.com\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/p>\n<div class=\"box box3\">Learn more and compare products with the Solutions Review <strong><span style=\"text-decoration: underline;\"><a href=\"https:\/\/solutionsreview.com\/business-intelligence\/get-a-free-business-intelligence-software-buyers-guide\/\" target=\"_blank\" rel=\"noopener noreferrer\"><em>Buyer&#8217;s Guide for Analytics and Business Intelligence Platforms<\/em><\/a><\/span><\/strong>.<\/div>\n<div class=\"hr hr\"><\/div>\n<h3><a href=\"https:\/\/www.microsoft.com\/en-us\/\" target=\"_blank\" rel=\"noopener noreferrer\"><strong>Microsoft<\/strong><\/a><\/h3>\n<p><a href=\"https:\/\/www.microsoft.com\/en-us\/\" target=\"_blank\" rel=\"noopener noreferrer\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-1431\" src=\"https:\/\/solutionsreview.com\/business-intelligence\/files\/2015\/11\/Microsoft_150.png\" alt=\"\" width=\"100\" height=\"50\" \/><\/a><\/p>\n<p><strong>Platform:<\/strong> Azure Machine Learning<\/p>\n<p><strong>Related products:\u00a0<\/strong>Azure Data Factory, Azure Data Catalog, Azure HDInsight, Azure Databricks, Azure DevOps, Power BI<\/p>\n<p style=\"text-align: justify;\"><strong>Description:<\/strong> <span class=\"TextRun Highlight SCXW265656991 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW265656991 BCX0\">The Azure Machine Learning service lets developers and data scientists build, train, and deploy machine learning models. The product features productivity for all skill levels via a code-first and drag-and-drop designer, and automated machine learning. It also features expansive\u00a0<\/span><span class=\"NormalTextRun SpellingErrorV2 SCXW265656991 BCX0\">MLops<\/span><span class=\"NormalTextRun SCXW265656991 BCX0\">\u00a0capabilities that integrate with existing DevOps processes. The service touts responsible machine learning so users can understand models with interpretability and fairness, as well as protect data with differential privacy and confidential computing. Azure Machine Learning supports open-source frameworks and languages like\u00a0<\/span><span class=\"NormalTextRun SpellingErrorV2 SCXW265656991 BCX0\">MLflow<\/span><span class=\"NormalTextRun SCXW265656991 BCX0\">, Kubeflow, ONNX,\u00a0<\/span><span class=\"NormalTextRun SpellingErrorV2 SCXW265656991 BCX0\">PyTorch<\/span><span class=\"NormalTextRun SCXW265656991 BCX0\">, TensorFlow, Python, and R.<\/span><\/span><span class=\"EOP SCXW265656991 BCX0\" data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<p><iframe loading=\"lazy\" title=\"Get Started with Azure Machine Learning\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/GBDSBInvz08?feature=oembed&#038;enablejsapi=1&#038;origin=https:\/\/solutionsreview.com\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/p>\n<div class=\"box box3\">Learn more and compare products with the Solutions Review <strong><a href=\"https:\/\/solutionsreview.com\/business-intelligence\/free-data-science-machine-learning-buyers-guide\/\" target=\"_blank\" rel=\"noopener\"><em><span style=\"text-decoration: underline;\">Buyer&#8217;s Guide for Data Science and Machine Learning Platforms<\/span><\/em><\/a><\/strong>.<\/div>\n<div class=\"hr hr\"><\/div>\n<h3><a href=\"https:\/\/www.qlik.com\/us\" target=\"_blank\" rel=\"noopener noreferrer\"><strong>Qlik<\/strong><\/a><\/h3>\n<p><a href=\"https:\/\/www.qlik.com\/us\" target=\"_blank\" rel=\"noopener noreferrer\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-1440\" src=\"https:\/\/solutionsreview.com\/business-intelligence\/files\/2015\/11\/Qlik_150.png\" alt=\"Qlik\" width=\"100\" height=\"50\" \/><\/a><\/p>\n<p><strong>Platform:<\/strong> Qlik Analytics Platform<\/p>\n<p><strong>Related products:<\/strong> QlikView, Qlik Sense<\/p>\n<p style=\"text-align: justify;\"><strong>Description:<\/strong> Qlik offers a broad spectrum of BI and analytics tools, which is headlined by the company\u2019s flagship offering, Qlik Sense. The solution enables organizations to combine all their data sources into a single view. The Qlik Analytics Platform allows users to develop, extend and embed visual analytics in existing applications and portals. Embedded functionality is done within a common governance and security framework. Users can build and embed Qlik as simple mashups or integrate within applications, information services or IoT platforms.<\/p>\n<p><iframe loading=\"lazy\" title=\"Qlik Data Analytics September 2020 - Feature Demonstration\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/o8zAiovg-y4?feature=oembed&#038;enablejsapi=1&#038;origin=https:\/\/solutionsreview.com\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/p>\n<div class=\"box box3\">Learn more and compare products with the Solutions Review <strong><span style=\"text-decoration: underline;\"><a href=\"https:\/\/solutionsreview.com\/business-intelligence\/get-a-free-business-intelligence-software-buyers-guide\/\" target=\"_blank\" rel=\"noopener noreferrer\"><em>Buyer&#8217;s Guide for Analytics and Business Intelligence Platforms<\/em><\/a><\/span><\/strong>.<\/div>\n<div class=\"hr hr\"><\/div>\n<h3><a href=\"https:\/\/rapidminer.com\/\" target=\"_blank\" rel=\"noopener noreferrer\"><strong>RapidMiner<\/strong><\/a><\/h3>\n<p><a href=\"https:\/\/rapidminer.com\/\" target=\"_blank\" rel=\"noopener noreferrer\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-4805\" src=\"https:\/\/solutionsreview.com\/business-intelligence\/files\/2019\/09\/rapidminer-150.jpg\" alt=\"\" width=\"100\" height=\"50\" \/><\/a><\/p>\n<p><strong>Platform:<\/strong> RapidMiner Studio<\/p>\n<p><strong>Related products:\u00a0<\/strong>RapidMiner AI Hub, RapidMiner Go, RapidMiner Notebooks, RapidMiner AI Cloud<\/p>\n<p style=\"text-align: justify;\"><strong>Description:<\/strong> <span class=\"TextRun SCXW158431637 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW158431637 BCX0\">RapidMiner offers a data science platform that enables people of all skill levels across the enterprise to build and operate AI solutions. The product covers the full lifecycle of the AI production process, from data exploration and data preparation to model building, model deployment, and model operations. RapidMiner provides the depth that data scientists need<\/span><\/span><span class=\"TextRun SCXW158431637 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW158431637 BCX0\">but simplifies AI for everyone else via a visual user interface that streamlines the process of building and understanding complex models.<\/span><\/span><\/p>\n<p><iframe loading=\"lazy\" title=\"Intro to the RapidMiner Studio GUI | RapidMiner\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/Gg01mmR3j-g?list=PLssWC2d9JhOZLbQNZ80uOxLypglgWqbJA\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/p>\n<div class=\"box box3\">Learn more and compare products with the Solutions Review <strong><a href=\"https:\/\/solutionsreview.com\/business-intelligence\/free-data-science-machine-learning-buyers-guide\/\" target=\"_blank\" rel=\"noopener\"><em><span style=\"text-decoration: underline;\">Buyer&#8217;s Guide for Data Science and Machine Learning Platforms<\/span><\/em><\/a><\/strong>.<\/div>\n<div class=\"hr hr\"><\/div>\n<h3><a href=\"https:\/\/www.sap.com\/index.html\" target=\"_blank\" rel=\"noopener noreferrer\"><strong>SAP<\/strong><\/a><\/h3>\n<p><a href=\"https:\/\/www.sap.com\/index.html\" target=\"_blank\" rel=\"noopener noreferrer\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-1441\" src=\"https:\/\/solutionsreview.com\/business-intelligence\/files\/2015\/11\/SAP_150.png\" alt=\"\" width=\"100\" height=\"50\" \/><\/a><\/p>\n<p><strong>Platform:<\/strong> SAP Analytics Cloud<\/p>\n<p><strong>Related products:\u00a0<\/strong>SAP BusinessObjects BI, SAP Crystal Solutions<\/p>\n<p style=\"text-align: justify;\"><strong>Description:<\/strong> SAP offers a broad range of BI and analytics tools in both enterprise and business-user driven editions. The company\u2019s flagship BI portfolio is delivered via on-prem (BusinessObjects Enterprise), and cloud (BusinessObjects Cloud) deployments atop the SAP HANA Cloud. SAP also offers a suite of traditional BI capabilities for dashboards and reporting. The vendor\u2019s data discovery tools are housed in the BusinessObjects solution, while additional functionality, including self-service visualization, are available through the SAP Lumira tool set.<\/p>\n<p><iframe loading=\"lazy\" title=\"Smart Features in SAP Analytics Cloud\" width=\"500\" height=\"375\" src=\"https:\/\/www.youtube.com\/embed\/fIVpUcSpgfc?feature=oembed&#038;enablejsapi=1&#038;origin=https:\/\/solutionsreview.com\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/p>\n<div class=\"box box3\">Learn more and compare products with the Solutions Review <strong><span style=\"text-decoration: underline;\"><a href=\"https:\/\/solutionsreview.com\/business-intelligence\/get-a-free-business-intelligence-software-buyers-guide\/\" target=\"_blank\" rel=\"noopener noreferrer\"><em>Buyer&#8217;s Guide for Analytics and Business Intelligence Platforms<\/em><\/a><\/span><\/strong>.<\/div>\n<div class=\"hr hr\"><\/div>\n<h3><a href=\"https:\/\/www.sisense.com\/\" target=\"_blank\" rel=\"noopener noreferrer\"><strong>Sisense<\/strong><\/a><\/h3>\n<p><a href=\"https:\/\/www.sisense.com\/\" target=\"_blank\" rel=\"noopener noreferrer\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-6095\" src=\"https:\/\/solutionsreview.com\/business-intelligence\/files\/2021\/02\/sisense2-150.jpg\" alt=\"\" width=\"100\" height=\"50\" \/><\/a><\/p>\n<p><strong>Platform:<\/strong> Sisense<\/p>\n<p style=\"text-align: justify;\"><strong>Description: <\/strong>Sisense makes it easy for organizations to reveal business insight from complex data in any size or format. The product allows users to combine data and uncover insights in a single interface without scripting, coding or assistance from IT. Sisense is sold as a single-stack solution with a back end for preparing and modeling data. It also features expansive analytical capabilities, and a front-end for dashboarding and visualization. Sisense is most appropriate for organizations that want to analyze large amounts of data from multiple sources.<\/p>\n<p><iframe loading=\"lazy\" title=\"What Can You Do With Sisense | Sisense Overview\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/283mYkK_Egk?feature=oembed&#038;enablejsapi=1&#038;origin=https:\/\/solutionsreview.com\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/p>\n<div class=\"box box3\">Learn more and compare products with the Solutions Review <strong><span style=\"text-decoration: underline;\"><a href=\"https:\/\/solutionsreview.com\/business-intelligence\/get-a-free-business-intelligence-software-buyers-guide\/\" target=\"_blank\" rel=\"noopener noreferrer\"><em>Buyer&#8217;s Guide for Analytics and Business Intelligence Platforms<\/em><\/a><\/span><\/strong>.<\/div>\n<div class=\"hr hr\"><\/div>\n<h3><a href=\"https:\/\/www.tableau.com\/\" target=\"_blank\" rel=\"noopener noreferrer\"><strong>Tableau Software<\/strong><\/a><\/h3>\n<p><a href=\"https:\/\/www.tableau.com\/\" target=\"_blank\" rel=\"noopener noreferrer\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-1387\" src=\"https:\/\/solutionsreview.com\/business-intelligence\/files\/2015\/11\/Tableau_Software_100.gif\" alt=\"\" width=\"100\" height=\"50\" \/><\/a><\/p>\n<p><strong>Platform:<\/strong> Tableau Desktop<\/p>\n<p><strong>Related products:\u00a0<\/strong>Tableau Prep, Tableau Server, Tableau Online, Tableau Data Management<\/p>\n<p style=\"text-align: justify;\"><strong>Description:<\/strong> Tableau offers an expansive visual BI and analytics platform, and is widely regarded as the major player in the marketplace. The company\u2019s analytic software portfolio is available through three main channels: Tableau Desktop, Tableau Server, and Tableau Online. Tableau connects to hundreds of data sources and is available on-prem or in the cloud. The vendor also offers embedded analytics capabilities, and users can visualize and share data with Tableau Public.<\/p>\n<p><iframe loading=\"lazy\" title=\"What is Tableau Desktop? | A Tableau Desktop Overview\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/gAruNQGxYMA?feature=oembed&#038;enablejsapi=1&#038;origin=https:\/\/solutionsreview.com\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" allowfullscreen><\/iframe><\/p>\n<div class=\"box box3\">Learn more and compare products with the Solutions Review <strong><span style=\"text-decoration: underline;\"><a href=\"https:\/\/solutionsreview.com\/business-intelligence\/get-a-free-business-intelligence-software-buyers-guide\/\" target=\"_blank\" rel=\"noopener noreferrer\"><em>Buyer&#8217;s Guide for Analytics and Business Intelligence Platforms<\/em><\/a><\/span><\/strong>.<\/div>\n<div class=\"hr hr\"><\/div>\n","protected":false},"excerpt":{"rendered":"<p>Solutions Review&#8217;s listing of the best AI tools for data science is an annual sneak peek of the top tools included in our Buyer&#8217;s Guide for Data Science and Machine Learning Platforms. Information was gathered via online materials and reports, conversations with vendor representatives, and examinations of product demonstrations and free trials. The editors at [&hellip;]<\/p>\n","protected":false},"author":23,"featured_media":10527,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[4],"tags":[],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v23.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>The 11 Best AI Tools for Data Science to Consider in 2026<\/title>\n<meta name=\"description\" content=\"Our editors compiled this list of the best AI tools for data science based on real user reviews and product roadmaps.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/solutionsreview.com\/business-intelligence\/the-best-ai-tools-for-data-science\/\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Tim King\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"9 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/solutionsreview.com\/business-intelligence\/the-best-ai-tools-for-data-science\/\",\"url\":\"https:\/\/solutionsreview.com\/business-intelligence\/the-best-ai-tools-for-data-science\/\",\"name\":\"The 11 Best AI Tools for Data Science to Consider in 2026\",\"isPartOf\":{\"@id\":\"https:\/\/solutionsreview.com\/business-intelligence\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/solutionsreview.com\/business-intelligence\/the-best-ai-tools-for-data-science\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/solutionsreview.com\/business-intelligence\/the-best-ai-tools-for-data-science\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/solutionsreview.com\/business-intelligence\/files\/2025\/12\/Best-of-2026-4-1.jpg\",\"datePublished\":\"2025-12-01T17:44:16+00:00\",\"dateModified\":\"2026-02-12T22:27:25+00:00\",\"author\":{\"@id\":\"https:\/\/solutionsreview.com\/business-intelligence\/#\/schema\/person\/154e152a275103e373e24ada7f2feb5c\"},\"description\":\"Our editors compiled this list of the best AI tools for data science based on real user reviews and product roadmaps.\",\"breadcrumb\":{\"@id\":\"https:\/\/solutionsreview.com\/business-intelligence\/the-best-ai-tools-for-data-science\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/solutionsreview.com\/business-intelligence\/the-best-ai-tools-for-data-science\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/solutionsreview.com\/business-intelligence\/the-best-ai-tools-for-data-science\/#primaryimage\",\"url\":\"https:\/\/solutionsreview.com\/business-intelligence\/files\/2025\/12\/Best-of-2026-4-1.jpg\",\"contentUrl\":\"https:\/\/solutionsreview.com\/business-intelligence\/files\/2025\/12\/Best-of-2026-4-1.jpg\",\"width\":800,\"height\":400},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/solutionsreview.com\/business-intelligence\/the-best-ai-tools-for-data-science\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/solutionsreview.com\/business-intelligence\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"The 11 Best AI Tools for Data Science to Consider in 2026\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/solutionsreview.com\/business-intelligence\/#website\",\"url\":\"https:\/\/solutionsreview.com\/business-intelligence\/\",\"name\":\"Business Intelligence &amp; Data Analytics Platforms | Solutions Review\",\"description\":\"Evaluating Enterprise BI Tools, Visual Dashboards &amp; Embedded Analytics Software.\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/solutionsreview.com\/business-intelligence\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/solutionsreview.com\/business-intelligence\/#\/schema\/person\/154e152a275103e373e24ada7f2feb5c\",\"name\":\"Tim King\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/solutionsreview.com\/business-intelligence\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/solutionsreview.com\/business-intelligence\/files\/2023\/12\/tk.jpg\",\"contentUrl\":\"https:\/\/solutionsreview.com\/business-intelligence\/files\/2023\/12\/tk.jpg\",\"caption\":\"Tim King\"},\"description\":\"Tim is Solutions Review's Executive Editor covering the human impact of AI on the future of work and learning. 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