# Alteryx vs SAS Viya Comparison - What are their main differences? At a Glance Star Rating **Alteryx** [ 4.6/5(895) ](https://www.g2.com/products/alteryx/reviews#reviews) **SAS Viya** [ 4.3/5(817) ](https://www.g2.com/products/sas-sas-viya/reviews#reviews) Market Segments **Alteryx** Enterprise (63.5% of reviews) **SAS Viya** Small-Business (34.7% of reviews) Pros & Cons **Alteryx** [ Ease of Use (332) ](https://www.g2.com/products/alteryx/reviews?filters%5Bsentiment_snippet%5D=1839067&qs=pros-and-cons#reviews)[ Automation (147) ](https://www.g2.com/products/alteryx/reviews?filters%5Bsentiment_snippet%5D=1839671&qs=pros-and-cons#reviews)[ Expensive (88) ](https://www.g2.com/products/alteryx/reviews?filters%5Bsentiment_snippet%5D=1839564&qs=pros-and-cons#reviews)[ Learning Curve (80) ](https://www.g2.com/products/alteryx/reviews?filters%5Bsentiment_snippet%5D=1838047&qs=pros-and-cons#reviews) **SAS Viya** [ Ease of Use (234) ](https://www.g2.com/products/sas-sas-viya/reviews?filters%5Bsentiment_snippet%5D=1466553&qs=pros-and-cons#reviews)[ Features (218) ](https://www.g2.com/products/sas-sas-viya/reviews?filters%5Bsentiment_snippet%5D=1460329&qs=pros-and-cons#reviews)[ Learning Difficulty (151) ](https://www.g2.com/products/sas-sas-viya/reviews?filters%5Bsentiment_snippet%5D=1464801&qs=pros-and-cons#reviews)[ Learning Curve (144) ](https://www.g2.com/products/sas-sas-viya/reviews?filters%5Bsentiment_snippet%5D=1466154&qs=pros-and-cons#reviews) Entry-Level Pricing **Alteryx** **$3,000.00** 1 User Per Year **SAS Viya** No pricing available Summary AI Generated Summary AI-generated. Powered by real user reviews. - **G2 reviewers report** that Alteryx excels in **data preparation** , with users highlighting its ability to automate complex workflows and blend data from multiple sources effortlessly. Many appreciate the platform's user-friendly interface, which allows for quick data preparation without extensive coding knowledge. - **Users say** SAS Viya stands out for its **powerful analytics and machine learning capabilities**. Reviewers commend its intuitive interface that simplifies the processing of large datasets and the building of predictive models, making it a strong choice for organizations looking to leverage advanced analytics. - **According to verified reviews** , Alteryx has a significant advantage in **ease of use** , with many users noting that it saves time and enhances productivity. The platform's focus on innovation and community support is frequently mentioned as a key benefit for users seeking to streamline their data workflows. - **Reviewers mention** that SAS Viya offers a well-structured **support system** , which is particularly beneficial for businesses needing reliable assistance. Users appreciate the ease of integration with existing systems, which helps in maintaining real-time visibility and informed decision-making. - **G2 reviewers highlight** that while Alteryx is favored for its **data blending and cleansing capabilities** , some users feel it could improve in areas like advanced analytics compared to SAS Viya. This suggests that while Alteryx is great for data preparation, users looking for comprehensive analytics might find SAS Viya more suitable. - **Users report** that both platforms have their strengths, but SAS Viya's **modern analytics approach** and integration of AI and machine learning techniques provide a competitive edge for organizations focused on advanced data analysis. This makes it a compelling option for those prioritizing cutting-edge analytics capabilities. Pricing Entry-Level Pricing **Alteryx** Alteryx Starter Edition $3,000.00 1 User Per Year For Small Teams That Need to Perform Basic Business Analytics Prepare and analyze data with code-free software on flat files. - Essential drag-and-drop data preparation (Blend, Transform, Join, Aggregate, etc.) - Create code-free data analytics workflows - Share data analytics workflows [Browse all 3 pricing plans](/products/alteryx/pricing) **SAS Viya** SAS Viya No pricing available Free Trial **Alteryx** Alteryx Free Trial is available **SAS Viya** SAS Viya Free Trial is available Ratings Meets Requirements 8.8 410 8.5 562 Ease of Use 8.7 682 8.2 651 Ease of Setup 8.5 471 8.1 501 Ease of Admin 8.3 100 7.6 159 Quality of Support 8.5 383 8.4 532 Has the product been a good partner in doing business? 8.8 103 8.2 162 Product Direction (% positive) 9.0 376 8.9 557 Features by Category Business Intelligence[Hide 85 FeaturesShow 85 Features](javascript:void(0);) 7.9 424 Not enough data Reports Reports Interface 8.0 245 | Verified 8.5(won by 0.5) 268 Steps to Answer 8.6(won by 0.5) 186 8.1 244 Graphs and Charts 7.0 197 | Verified 8.5(won by 1.5) 249 Score Cards 7.9 123 8.1(won by 0.2) 239 Dashboards 7.3 173 | Verified 8.5(won by 1.2) 245 Customizable Reports Not enough data Not enough data Marketing Reports Not enough data Not enough data Sales Reports Not enough data Not enough data Activity Dashboard Not enough data Not enough data Interactive Reports Not enough data Not enough data Customizable Reports Not enough data Not enough data Customizable Reports Not enough data Not enough data Activity Dashboard Not enough data Not enough data Customizable Dashboard Not enough data Not enough data Self Service Calculated Fields 8.9(won by 0.6) 211 | Verified 8.3 237 Data Column Filtering 9.1(won by 0.7) 208 | Verified 8.4 237 Data Discovery 9.0(won by 0.5) 202 | Verified 8.5 240 Search 8.4(won by 0.3) 192 | Verified 8.1 234 Collaboration / Workflow 8.5(won by 0.3) 214 | Verified 8.2 239 Automodeling 8.1 156 | Verified 8.3(won by 0.2) 232 Natural Language Search Not enough data Not enough data Visual Discovery Not enough data Not enough data Data Blending Not enough data Not enough data Data Blending Not enough data Not enough data Advanced Analytics Predictive Analytics 8.2 179 | Verified 8.5(won by 0.3) 244 Data Visualization 7.4 192 | Verified 8.8(won by 1.4) 245 Big Data Services 8.4 216 | Verified 8.6(won by 0.2) 251 Real-Time Analytics Not enough data Not enough data Reporting/Analytics Not enough data Not enough data Real-Time Analytics Not enough data Not enough data Reporting/Analytics Not enough data Not enough data Visual Analytics Not enough data Not enough data Building Reports Data Transformation 9.2(won by 0.7) 211 | Verified 8.5 204 Data Modeling 8.9(won by 0.4) 152 | Verified 8.5 198 WYSIWYG Report Design 7.6 115 | Verified 7.8(won by 0.2) 195 Integration APIs 7.9 121 | Verified 8.0(won by 0.1) 198 Real-Time Data Not enough data Not enough data Real-Time Data Not enough data Not enough data Third-Party Integrations Not enough data Not enough data Third-Party Integrations Not enough data Not enough data Platform Mobile User Support Not enough data Not enough data Customization Not enough data Not enough data User, Role, and Access Management Not enough data Not enough data Internationalization Not enough data Not enough data Sandbox / Test Environments Not enough data Not enough data Performance and Reliability Not enough data Not enough data Breadth of Partner Applications Not enough data Not enough data Mobile Access Not enough data Not enough data Metadata Management Not enough data Not enough data Additional Functionality Customizable Branding Not enough data Not enough data Natural Language Processing Not enough data Not enough data Data Extraction Not enough data Not enough data AI Copilot Not enough data Not enough data Ad hoc Reporting Not enough data Not enough data Real-Time Reporting Not enough data Not enough data Publishing/Sharing Not enough data Not enough data Collaboration Tools Not enough data Not enough data Strategic Planning Not enough data Not enough data Self Service Data Preparation Not enough data Not enough data Trend Analysis Not enough data Not enough data Text Analysis Not enough data Not enough data Real-Time Monitoring Not enough data Not enough data Data Synchronization Not enough data Not enough data Widgets Not enough data Not enough data Benchmarking Not enough data Not enough data Performance Metrics Not enough data Not enough data Data Mapping Not enough data Not enough data Generative AI Not enough data Not enough data Trend/Problem Indicators Not enough data Not enough data Customizable Templates Not enough data Not enough data Access Controls/Permissions Not enough data Not enough data Data Import/Export Not enough data Not enough data Profitability Analysis Not enough data Not enough data OLAP Not enough data Not enough data Alerts/Notifications Not enough data Not enough data Search/Filter Not enough data Not enough data Drag & Drop Not enough data Not enough data Data Connectors Not enough data Not enough data Multiple Data Sources Not enough data Not enough data Key Performance Indicators Not enough data Not enough data Dashboard Creation Not enough data Not enough data Role-Based Permissions Not enough data Not enough data Data Mining Not enough data Not enough data Forecasting Not enough data Not enough data Ad hoc Query Not enough data Not enough data Analytics Platforms[Hide 136 FeaturesShow 136 Features](javascript:void(0);) 8.4 460 8.3 342 Reports Reports Interface 8.0 245 | Verified 8.5(won by 0.5) 268 Steps to Answer 8.6(won by 0.5) 186 8.1 244 Graphs and Charts 7.0 197 | Verified 8.5(won by 1.5) 249 Score Cards 7.9 123 8.1(won by 0.2) 239 Dashboards 7.3 173 | Verified 8.5(won by 1.2) 245 Customizable Reports Not enough data Not enough data Marketing Reports Not enough data Not enough data Sales Reports Not enough data Not enough data Activity Dashboard Not enough data Not enough data Interactive Reports Not enough data Not enough data Customizable Reports Not enough data Not enough data Customizable Reports Not enough data Not enough data Activity Dashboard Not enough data Not enough data Customizable Dashboard Not enough data Not enough data Data Preparation Connectors 8.8(won by 0.4) 149 | Verified 8.4 219 Data Governance 8.6(won by 0.2) 106 | Verified 8.4 219 Data Modeling and Blending Data Querying 9.0(won by 0.5) 121 | Verified 8.5 215 Data Filtering 9.2(won by 0.5) 123 | Verified 8.7 215 Data Blending 9.3(won by 0.8) 164 | Verified 8.5 219 Data Capture and Transfer Not enough data Not enough data Generative AI Generative AI Not enough data Not enough data AI Text Generation 7.6(won by default) 40 Feature Not Available AI Text Summarization 8.0(won by default) 39 Feature Not Available Agentic AI - Analytics Platforms Autonomous Task Execution 8.7(won by 0.8) 24 7.9 100 Multi-step Planning 8.3(won by 0.4) 15 7.9 98 Cross-system Integration 8.1(tied score) 22 8.1(tied score) 99 Adaptive Learning 8.1(tied score) 15 8.1(tied score) 97 Natural Language Interaction 8.3(won by 0.4) 14 7.9 98 Proactive Assistance 8.0(won by 0.2) 15 7.8 97 Decision Making 8.0 14 8.1(won by 0.1) 97 Third-Party Integrations Not enough data Not enough data Self Service Calculated Fields 8.9(won by 0.6) 211 | Verified 8.3 237 Data Column Filtering 9.1(won by 0.7) 208 | Verified 8.4 237 Data Discovery 9.0(won by 0.5) 202 | Verified 8.5 240 Search 8.4(won by 0.3) 192 | Verified 8.1 234 Collaboration / Workflow 8.5(won by 0.3) 214 | Verified 8.2 239 Automodeling 8.1 156 | Verified 8.3(won by 0.2) 232 Natural Language Search Not enough data Not enough data Visual Discovery Not enough data Not enough data Data Blending Not enough data Not enough data Data Blending Not enough data Not enough data Deployment & Integration - Analytics Platforms No-code Dashboard Builder 9.1(won by 0.7) 52 8.4 101 Report Scheduling and Automation 9.2(won by 0.8) 51 8.4 100 Embedded Analytics and White-labeling 8.2(tied score) 12 8.2(tied score) 95 Data Source Connectivity 8.8(won by 0.4) 50 8.4 101 Multiple Data Sources Not enough data Not enough data Query Builder Not enough data Not enough data Advanced Analytics Predictive Analytics 8.2 179 | Verified 8.5(won by 0.3) 244 Data Visualization 7.4 192 | Verified 8.8(won by 1.4) 245 Big Data Services 8.4 216 | Verified 8.6(won by 0.2) 251 Real-Time Analytics Not enough data Not enough data Reporting/Analytics Not enough data Not enough data Real-Time Analytics Not enough data Not enough data Reporting/Analytics Not enough data Not enough data Visual Analytics Not enough data Not enough data Performance & Scalability - Analytics Platforms Large data handling and Query Speed 7.2 85 8.6(won by 1.4) 126 Concurrent User Support 8.7(won by 0.3) 13 8.4 100 Database Support Not enough data Not enough data Advanced Analytics & Modeling - Analytics Platforms Data Modeling and Governance 8.5(tied score) 13 8.5(tied score) 105 Notebook and Script Integration 8.2 23 8.5(won by 0.3) 108 Built-in Predictive and Statistical Models 8.7(won by 0.1) 19 8.6 105 Agentic AI Capabilities - Analytics Platforms Auto-generated Insights and Narratives 8.5(won by 0.6) 14 7.9 97 Natural Language Queries 7.7 14 8.0(won by 0.3) 95 Proactive KPI Monitoring and Alerts 8.7(won by 0.6) 13 8.1 94 AI Agents for Analytical Follow-ups 8.0(won by 0.1) 11 7.9 94 Personalized Intelligence - Analytics Platforms Behavioral Learning for Contextual Query Refinement 8.6(won by 0.5) 12 8.1 95 Role-based Insight Personalization 8.6(won by 0.6) 11 8.0 94 Conversational and Prompt-based Analytics 8.3(won by 0.4) 13 7.9 96 Ad hoc Query Not enough data Not enough data Visual Analytics Not enough data Not enough data Building Reports Data Transformation 9.2(won by 0.7) 211 | Verified 8.5 204 Data Modeling 8.9(won by 0.4) 152 | Verified 8.5 198 WYSIWYG Report Design 7.6 115 | Verified 7.8(won by 0.2) 195 Integration APIs 7.9 121 | Verified 8.0(won by 0.1) 198 Real-Time Data Not enough data Not enough data Real-Time Data Not enough data Not enough data Third-Party Integrations Not enough data Not enough data Third-Party Integrations Not enough data Not enough data Additional Functionality Drag & Drop Not enough data Not enough data Secure Data Storage Not enough data Not enough data Data Import/Export Not enough data Not enough data Customizable Branding Not enough data Not enough data Dashboard Creation Not enough data Not enough data Access Controls/Permissions Not enough data Not enough data Real-Time Reporting Not enough data Not enough data Metadata Management Not enough data Not enough data Forecasting Not enough data Not enough data Data Storage Management Not enough data Not enough data Ad hoc Analysis Not enough data Not enough data Ad hoc Reporting Not enough data Not enough data Data Migration Not enough data Not enough data AI Copilot Not enough data Not enough data Self Service Data Preparation Not enough data Not enough data Search/Filter Not enough data Not enough data Data Mapping Not enough data Not enough data Monitoring Not enough data Not enough data Sentiment Analysis Not enough data Not enough data User Management Not enough data Not enough data Sales Trend Analysis Not enough data Not enough data Charting Not enough data Not enough data Reporting & Statistics Not enough data Not enough data Performance Metrics Not enough data Not enough data Alerts/Notifications Not enough data Not enough data Data Extraction Not enough data Not enough data Widgets Not enough data Not enough data Storytelling Not enough data Not enough data Trend Analysis Not enough data Not enough data Collaboration Tools Not enough data Not enough data Financing Management Not enough data Not enough data Self-service Analytics Not enough data Not enough data KPI Monitoring Not enough data Not enough data Dashboard Not enough data Not enough data API Not enough data Not enough data Data Integration Not enough data Not enough data Scorecards Not enough data Not enough data Data Management Not enough data Not enough data Task Management Not enough data Not enough data Progress Tracking Not enough data Not enough data Data Connectors Not enough data Not enough data Data Visualization Not enough data Not enough data Profitability Analysis Not enough data Not enough data Project Tracking Not enough data Not enough data Strategic Planning Not enough data Not enough data Goal Setting/Tracking Not enough data Not enough data Publishing/Sharing Not enough data Not enough data Predictive Analytics Not enough data Not enough data Real-Time Monitoring Not enough data Not enough data Templates Not enough data Not enough data Mobile Access Not enough data Not enough data Customizable Templates Not enough data Not enough data Workflow Management Not enough data Not enough data Financial Reporting Not enough data Not enough data Audit Management Not enough data Not enough data OLAP Not enough data Not enough data Single Sign On Not enough data Not enough data Data Synchronization Not enough data Not enough data Data Preparation[Hide 25 FeaturesShow 25 Features](javascript:void(0);) 8.7 249 8.5 131 Data Source Access Breadth of Data Sources 8.9(won by 0.4) 167 8.5 118 Ease of Data Connectivity 8.7(won by 0.3) 181 8.4 120 API Connectivity 8.2(tied score) 136 8.2(tied score) 115 Data Interaction Profiling and Classification 8.4 138 8.5(won by 0.1) 116 Metadata Management 8.4(won by 0.2) 137 8.2 115 Data Modeling 8.7(won by 0.3) 153 8.4 115 Data Joining 9.1(won by 0.3) 173 8.8 114 Data Blending 9.3(won by 0.5) 176 8.8 115 Data Quality and Cleansing 9.2(won by 0.4) 185 8.8 116 Data Sharing 8.7(won by 0.3) 158 8.4 113 Data Governance 8.5 139 8.6(won by 0.1) 114 Data Exporting Breadth of Integrations 8.9(won by 0.5) 161 8.4 115 Ease of Integrations 8.8(won by 0.5) 166 8.3 116 Data Workflows 9.2(won by 0.7) 200 8.5 112 Generative AI Generative AI Not enough data Not enough data AI Text Generation 6.9(won by default) 32 Feature Not Available Additional Functionality Data Analysis Tools Not enough data Not enough data AI/Machine Learning Not enough data Not enough data Data Extraction Not enough data Not enough data Reporting/Analytics Not enough data Not enough data AI Copilot Not enough data Not enough data Data Mapping Not enough data Not enough data ETL Not enough data Not enough data Big Data Analytics Not enough data Not enough data Data Quality Control Not enough data Not enough data Data Science and Machine Learning Platforms[Hide 75 FeaturesShow 75 Features](javascript:void(0);) 8.0 68 8.0 103 System Data Ingestion & Wrangling 9.1(won by 0.7) 52 8.4 81 Real-Time Data Not enough data Not enough data Model Development Language Support 7.9 43 8.1(won by 0.2) 96 Drag and Drop 8.9(won by 0.3) 55 8.6 89 Pre-Built Algorithms 8.1 49 8.3(won by 0.2) 89 Model Training 8.2 46 8.7(won by 0.5) 89 Database Support Not enough data Not enough data Multi-Language Not enough data Not enough data Model Development Feature Engineering 8.4(tied score) 49 8.4(tied score) 78 Machine/Deep Learning Services Computer Vision 8.0(won by 0.5) 37 7.5 83 Natural Language Processing 8.0(won by 0.3) 35 7.7 85 Natural Language Generation 8.0(won by 0.7) 33 7.3 83 Artificial Neural Networks 7.9 33 8.1(won by 0.2) 85 Machine/Deep Learning Services Natural Language Understanding 7.9(won by 0.1) 34 7.8 77 Deep Learning 7.8 31 8.0(won by 0.2) 79 Deployment Application 8.5(won by 0.5) 44 8.0 84 Scalability 8.5(won by 0.3) 46 8.2 89 Managed Service Feature Not Available 8.2(won by default) 87 Additional Functionality Customizable Reports Not enough data Not enough data Collaboration Tools Not enough data Not enough data Data Extraction Not enough data Not enough data Semantic Search Not enough data Not enough data Data Storage Management Not enough data Not enough data Ad hoc Reporting Not enough data Not enough data Reporting/Analytics Not enough data Not enough data Predictive Analytics Not enough data Not enough data Activity Dashboard Not enough data Not enough data Access Controls/Permissions Not enough data Not enough data Visual Analytics Not enough data Not enough data Data Mapping Not enough data Not enough data Data Synchronization Not enough data Not enough data Statistical Analysis Not enough data Not enough data Categorization/Grouping Not enough data Not enough data Trend Analysis Not enough data Not enough data Data Profiling Not enough data Not enough data Linked Data Management Not enough data Not enough data Data Visualization Not enough data Not enough data API Not enough data Not enough data Multiple Data Sources Not enough data Not enough data Sentiment Analysis Not enough data Not enough data Search/Filter Not enough data Not enough data Data Import/Export Not enough data Not enough data Data Capture and Transfer Not enough data Not enough data AI Copilot Not enough data Not enough data Monitoring Not enough data Not enough data Data Connectors Not enough data Not enough data Ad hoc Analysis Not enough data Not enough data Text Mining Not enough data Not enough data Reporting & Statistics Not enough data Not enough data Predictive Modeling Not enough data Not enough data Real-Time Analytics Not enough data Not enough data Configurable Workflow Not enough data Not enough data Tagging Not enough data Not enough data Endpoint Management Not enough data Not enough data No-Code Not enough data Not enough data Data Preparation Not enough data Not enough data Auditing Not enough data Not enough data Big Data Analytics Not enough data Not enough data ML Algorithm Library Not enough data Not enough data Data Management Not enough data Not enough data Activity Tracking Not enough data Not enough data Data Security Not enough data Not enough data Workflow Management Not enough data Not enough data Generative AI Generative AI Not enough data Not enough data AI Text Generation 6.8(won by default) 10 Feature Not Available AI Text Summarization 6.3(won by default) 9 Feature Not Available AI Text-to-Image 7.2(won by default) 10 Feature Not Available Agentic AI - Data Science and Machine Learning Platforms Autonomous Task Execution Not enough data 7.9(won by default) 33 Multi-step Planning Not enough data 7.5(won by default) 33 Cross-system Integration Not enough data 7.8(won by default) 33 Adaptive Learning Not enough data 7.3(won by default) 33 Natural Language Interaction Not enough data 7.5(won by default) 33 Proactive Assistance Not enough data 7.5(won by default) 33 Decision Making Not enough data 7.7(won by default) 33 Third-Party Integrations Not enough data Not enough data Machine Learning[Hide 30 FeaturesShow 30 Features](javascript:void(0);) Not enough data 8.5 47 Integration - Machine Learning Integration Not enough data 8.3(won by default) 41 Third-Party Integrations Not enough data Not enough data Learning - Machine Learning Training Data Not enough data 8.6(won by default) 43 Actionable Insights Not enough data 8.4(won by default) 44 Algorithm Not enough data 8.7(won by default) 42 Additional Functionality Predictive Modeling Not enough data Not enough data Configurable Workflow Not enough data Not enough data Tagging Not enough data Not enough data Data Import/Export Not enough data Not enough data API Not enough data Not enough data Predictive Analytics Not enough data Not enough data Data Visualization Not enough data Not enough data Endpoint Management Not enough data Not enough data Multiple Data Sources Not enough data Not enough data No-Code Not enough data Not enough data Data Preparation Not enough data Not enough data Auditing Not enough data Not enough data Collaboration Tools Not enough data Not enough data Big Data Analytics Not enough data Not enough data ML Algorithm Library Not enough data Not enough data Data Management Not enough data Not enough data Activity Dashboard Not enough data Not enough data Data Capture and Transfer Not enough data Not enough data Activity Tracking Not enough data Not enough data Data Connectors Not enough data Not enough data Data Security Not enough data Not enough data Data Extraction Not enough data Not enough data Reporting & Statistics Not enough data Not enough data Workflow Management Not enough data Not enough data AI Copilot Not enough data Not enough data Low-Code Machine Learning Platforms[Hide 6 FeaturesShow 6 Features](javascript:void(0);) Not enough data 8.7 14 Data Ingestion & Preparation - Low-Code Machine Learning Platforms Automatic Data Profiling & Quality Assessment Not enough data 8.6(won by default) 14 Multi‑Source Connector Support Not enough data 8.6(won by default) 14 Schema Drift / Change Detection Not enough data 8.9(won by default) 14 Model Construction & Automation - Low-Code Machine Learning Platforms Guided Algorithm & Hyperparameter Recommendation Not enough data 8.9(won by default) 14 Code Extensibility Not enough data 8.7(won by default) 14 Automated Feature Engineering Not enough data 8.6(won by default) 14 Predictive Analytics[Hide 42 FeaturesShow 42 Features](javascript:void(0);) 8.3 88 8.8 90 Statistical Tool Scripting 8.5(tied score) 60 8.5(tied score) 77 Data Mining 8.6 60 8.7(won by 0.1) 76 Algorithms 8.3 60 8.6(won by 0.3) 76 Data Analysis Analysis 9.1(won by 0.2) 68 8.9 76 Data Interaction 9.1(won by 0.3) 65 8.8 76 Time Series Analysis Not enough data Not enough data Trend Analysis Not enough data Not enough data Decision Making Modeling 8.6 63 8.7(won by 0.1) 81 Data Visualizations 7.4 67 9.1(won by 1.7) 81 Report Generation 8.3 69 8.9(won by 0.6) 80 Data Unification 9.1(won by 0.4) 64 8.7 78 Customizable Reports Not enough data Not enough data Generative AI Generative AI Not enough data Not enough data AI Text Generation 7.0(won by default) 14 Feature Not Available AI Text Summarization 7.2(won by default) 15 Feature Not Available Additional Functionality Demand Forecasting Not enough data Not enough data AI/Machine Learning Not enough data Not enough data Drag & Drop Not enough data Not enough data For Healthcare Not enough data Not enough data Forecasting Not enough data Not enough data Data Extraction Not enough data Not enough data Third-Party Integrations Not enough data Not enough data Decision Support Not enough data Not enough data Modeling & Simulation Not enough data Not enough data Alerts/Notifications Not enough data Not enough data Reporting/Analytics Not enough data Not enough data Multiple Data Sources Not enough data Not enough data For Retail Not enough data Not enough data For Education Not enough data Not enough data Data Discovery Not enough data Not enough data Graphical Workflow Editor Not enough data Not enough data Performance Metrics Not enough data Not enough data Business Rules Management Not enough data Not enough data AI Copilot Not enough data Not enough data Natural Language Processing Not enough data Not enough data Data Transformation Not enough data Not enough data Data Clustering Not enough data Not enough data API Not enough data Not enough data Data Blending Not enough data Not enough data Data Classification Not enough data Not enough data Workflow Management Not enough data Not enough data Workflow Automation Not enough data Not enough data Big Data[Hide 17 FeaturesShow 17 Features](javascript:void(0);) 8.4 243 7.8 225 Building Reports Data Transformation 9.2(won by 0.7) 211 | Verified 8.5 204 Data Modeling 8.9(won by 0.4) 152 | Verified 8.5 198 WYSIWYG Report Design 7.6 115 | Verified 7.8(won by 0.2) 195 Integration APIs 7.9 121 | Verified 8.0(won by 0.1) 198 Real-Time Data Not enough data Not enough data Real-Time Data Not enough data Not enough data Third-Party Integrations Not enough data Not enough data Third-Party Integrations Not enough data Not enough data Platform Mobile User Support Not enough data Not enough data Customization Not enough data Not enough data User, Role, and Access Management Not enough data Not enough data Internationalization Not enough data Not enough data Sandbox / Test Environments Not enough data Not enough data Performance and Reliability Not enough data Not enough data Breadth of Partner Applications Not enough data Not enough data Mobile Access Not enough data Not enough data Metadata Management Not enough data Not enough data Location Intelligence[Hide 50 FeaturesShow 50 Features](javascript:void(0);) 8.6 35 Not enough data Cartography Geographic Maps 8.1(won by default) 26 Not enough data Vector Mapping 7.9(won by default) 22 Not enough data Data Visualization 7.6(won by default) 26 Not enough data Overlaying 7.8(won by default) 24 Not enough data Data Mapping Not enough data Not enough data Analysis Predictive Analytics 8.8(won by default) 24 Not enough data Distance Analysis 9.3(won by default) 25 Not enough data Spatial Analysis 9.3(won by default) 26 Not enough data Data Stream 9.2(won by default) 25 Not enough data Demographic Data Not enough data Not enough data Trend Analysis Not enough data Not enough data Trade Area Analysis Not enough data Not enough data Reporting Data Transformation 9.3(won by default) 26 Not enough data WYSIWYG Design 8.2(won by default) 19 Not enough data API Integrations 9.1(won by default) 23 Not enough data Third-Party Integrations Not enough data Not enough data Additional Functionality Customizable Reports Not enough data Not enough data Geotargeting Not enough data Not enough data Ad hoc Reporting Not enough data Not enough data Search/Filter Not enough data Not enough data Role-Based Permissions Not enough data Not enough data Alerts/Notifications Not enough data Not enough data Real-Time Analytics Not enough data Not enough data Reporting & Statistics Not enough data Not enough data Activity Tracking Not enough data Not enough data Geocoding Not enough data Not enough data Widgets Not enough data Not enough data Communication Management Not enough data Not enough data Behavioral Analytics Not enough data Not enough data Data Synchronization Not enough data Not enough data Data Import/Export Not enough data Not enough data Multi-Location Not enough data Not enough data Database Support Not enough data Not enough data 2D/3D Designing Not enough data Not enough data Customer Segmentation Not enough data Not enough data Geofencing Not enough data Not enough data Collaboration Tools Not enough data Not enough data Single Sign On Not enough data Not enough data CAD Tools Not enough data Not enough data Activity Dashboard Not enough data Not enough data AI Copilot Not enough data Not enough data Generative AI Not enough data Not enough data Location Tracking Not enough data Not enough data Reporting/Analytics Not enough data Not enough data Mobile Access Not enough data Not enough data Access Controls/Permissions Not enough data Not enough data User Management Not enough data Not enough data Real-Time Notifications Not enough data Not enough data Heatmaps Not enough data Not enough data Route Optimization Not enough data Not enough data Event Stream Processing[Hide 5 FeaturesShow 5 Features](javascript:void(0);) Not enough data 8.3 17 Data Data Processing Not enough data 8.6(won by default) 12 Data Sources Not enough data 8.6(won by default) 12 Integration Not enough data 8.2(won by default) 13 Real-Time Processing Not enough data 8.5(won by default) 12 Analytics Reporting & Analytics Not enough data 7.9(won by default) 12 Data Governance[Hide 70 FeaturesShow 70 Features](javascript:void(0);) Not enough data 8.6 36 Administration Data Modelling Not enough data 8.5(won by default) 29 Recommendations Not enough data 8.6(won by default) 28 Workflow Management Not enough data 8.3(won by default) 28 Dashboards and Visualizations Not enough data 8.9(won by default) 30 Configurable Workflow Not enough data Not enough data Rules-Based Workflow Not enough data Not enough data Management Business Glossary Not enough data 8.2(won by default) 29 Data Discovery Not enough data 8.5(won by default) 29 Data Profililng Not enough data 8.7(won by default) 29 Reporting and Visualization Not enough data 9.0(won by default) 27 Data Lineage Not enough data 8.0(won by default) 29 Data Visualization Not enough data Not enough data Compliance Sensitive Data Compliance Not enough data 8.4(won by default) 28 Policy Enforcement Not enough data 8.5(won by default) 28 Compliance Monitoring Not enough data 8.6(won by default) 28 Real-Time Monitoring Not enough data Not enough data Training and Guidelines Not enough data Feature Not Available Security Access Control Not enough data 8.7(won by default) 29 Roles Management Not enough data 8.4(won by default) 26 Deletion Management Not enough data Not enough data Access Controls/Permissions Not enough data Not enough data User Management Not enough data Not enough data Process Management Not enough data Not enough data Audit Management Not enough data Not enough data Metadata Management Not enough data Not enough data Compliance Management Not enough data Feature Not Available Data Quality Data Preparation Not enough data 8.7(won by default) 30 Data Distribution Not enough data 8.7(won by default) 28 Data Unification Not enough data 8.4(won by default) 29 Maintainence Data Quality Management Not enough data 8.5(won by default) 27 Data Storage Management Not enough data Not enough data Policy Management Not enough data Feature Not Available Generative AI AI Text Generation Not enough data 8.2(won by default) 28 AI Text Summarization Not enough data 8.1(won by default) 28 Generative AI Not enough data Not enough data Agentic AI - Data Governance Autonomous Task Execution Not enough data 9.2(won by default) 10 Multi-step Planning Not enough data 9.3(won by default) 10 Cross-system Integration Not enough data 9.3(won by default) 10 Adaptive Learning Not enough data 9.3(won by default) 10 Natural Language Interaction Not enough data 9.2(won by default) 10 Decision Making Not enough data 9.2(won by default) 10 Third-Party Integrations Not enough data Not enough data Active Directory Integration Not enough data Not enough data Additional Functionality AI Copilot Not enough data Not enough data Reporting & Statistics Not enough data Not enough data Data Migration Not enough data Not enough data Archiving & Retention Not enough data Not enough data Data Capture and Transfer Not enough data Not enough data Audit Trail Not enough data Not enough data Data Synchronization Not enough data Not enough data Single Sign On Not enough data Not enough data Customizable Reports Not enough data Not enough data Data Profiling Not enough data Not enough data Authentication Not enough data Not enough data Role-Based Permissions Not enough data Not enough data Tagging Not enough data Not enough data Secure Data Storage Not enough data Not enough data Data Security Not enough data Not enough data HIPAA Compliant Not enough data Not enough data SSL Security Not enough data Not enough data Risk Assessment Not enough data Not enough data Data Mapping Not enough data Not enough data Search/Filter Not enough data Not enough data Self Service Portal Not enough data Not enough data Multiple Data Sources Not enough data Not enough data Document Storage Not enough data Not enough data API Not enough data Not enough data Activity Tracking Not enough data Not enough data Automatic Backup Not enough data Not enough data Visual Analytics Not enough data Not enough data Statistical Analysis[Hide 54 FeaturesShow 54 Features](javascript:void(0);) Not enough data 8.9 150 Administration Quality Control Not enough data 8.9(won by default) 138 Data Sampling Not enough data 8.9(won by default) 141 Collaboration Not enough data 8.8(won by default) 139 Multiple Data Sources Not enough data Not enough data Real-Time Data Not enough data Not enough data Statistical Process Control Not enough data Not enough data Capabilities Data Visualization Not enough data 9.3(won by default) 147 Survival Analysis Not enough data 8.9(won by default) 141 Risk Data Attributes Not enough data 8.7(won by default) 138 Cost Analysis Not enough data 8.6(won by default) 135 Multivariate Analysis Not enough data Not enough data What-if Analysis Not enough data Not enough data Statistical Analysis Not enough data Not enough data Bayesian Analysis Not enough data Not enough data Trend Analysis Not enough data Not enough data Regression Analysis Not enough data Not enough data Methodology ANOVA Support Not enough data 8.9(won by default) 141 Regression Not enough data 9.2(won by default) 143 Time Series Analysis Not enough data 9.1(won by default) 141 Generative AI Generative AI Not enough data Not enough data AI Text Generation Not enough data Feature Not Available AI Text Summarization Not enough data Feature Not Available Additional Functionality Compliance Tracking Not enough data Not enough data Real-Time Reporting Not enough data Not enough data Statistical Simulation Not enough data Not enough data Forecasting Not enough data Not enough data Neural Network Modeling Not enough data Not enough data Visual Analytics Not enough data Not enough data Access Controls/Permissions Not enough data Not enough data Data Connectors Not enough data Not enough data Customizable Reports Not enough data Not enough data Drag & Drop Not enough data Not enough data Self Service Data Preparation Not enough data Not enough data Performance Metrics Not enough data Not enough data Data Transformation Not enough data Not enough data Activity Dashboard Not enough data Not enough data Data Extraction Not enough data Not enough data Reporting/Analytics Not enough data Not enough data Predictive Analytics Not enough data Not enough data API Not enough data Not enough data AI Copilot Not enough data Not enough data Association Discovery Not enough data Not enough data Ad hoc Reporting Not enough data Not enough data Reporting & Statistics Not enough data Not enough data Third-Party Integrations Not enough data Not enough data Customization Not enough data Not enough data Search/Filter Not enough data Not enough data Monitoring Not enough data Not enough data Data Clustering Not enough data Not enough data Data Import/Export Not enough data Not enough data SSL Security Not enough data Not enough data File Storage Not enough data Not enough data Decision Tree Not enough data Not enough data Multiple Scoring Models Not enough data Not enough data ETL Tools[Hide 57 FeaturesShow 57 Features](javascript:void(0);) 9.3 31 Not enough data Management Reporting Not enough data Not enough data Auditing Not enough data Not enough data Functionality Extraction Not enough data Not enough data Transformation 9.7(won by default) 17 Not enough data Loading Not enough data Not enough data Automation 9.7(won by default) 18 Not enough data Scalability 8.6(won by default) 7 Not enough data Non-Relational Transformations Not enough data Not enough data Data Extraction Not enough data Not enough data Additional Functionality Data Mapping Not enough data Not enough data Monitoring Not enough data Not enough data Charting Not enough data Not enough data Integration Management Not enough data Not enough data Reporting/Analytics Not enough data Not enough data Ad hoc Analysis Not enough data Not enough data Access Controls/Permissions Not enough data Not enough data API Not enough data Not enough data Match & Merge Not enough data Not enough data Real-Time Monitoring Not enough data Not enough data Metadata Management Not enough data Not enough data Pipeline Management Not enough data Not enough data Job Scheduling Not enough data Not enough data Dashboard Creation Not enough data Not enough data Data Storage Management Not enough data Not enough data Multiple Data Sources Not enough data Not enough data Data Import/Export Not enough data Not enough data Generative AI Not enough data Not enough data Data Quality Control Not enough data Not enough data Data Connectors Not enough data Not enough data Customizable Reports Not enough data Not enough data Single Sign On Not enough data Not enough data Version Control Not enough data Not enough data Visual Analytics Not enough data Not enough data Accounting Integration Not enough data Not enough data Real-Time Data Not enough data Not enough data eCommerce Management Not enough data Not enough data AI Copilot Not enough data Not enough data CRM Not enough data Not enough data Data Visualization Not enough data Not enough data SSL Security Not enough data Not enough data Search/Filter Not enough data Not enough data Real-Time Analytics Not enough data Not enough data Data Capture and Transfer Not enough data Not enough data Collaboration Tools Not enough data Not enough data Performance Management Not enough data Not enough data Data Synchronization Not enough data Not enough data Drag & Drop Not enough data Not enough data Data Replication Not enough data Not enough data Activity Dashboard Not enough data Not enough data Database Support Not enough data Not enough data Workflow Management Not enough data Not enough data Alerts/Notifications Not enough data Not enough data Predictive Analytics Not enough data Not enough data Data Migration Not enough data Not enough data Third-Party Integrations Not enough data Not enough data Reporting & Statistics Not enough data Not enough data Data Analysis Tools Not enough data Not enough data MLOps Platforms[Hide 22 FeaturesShow 22 Features](javascript:void(0);) Not enough data 8.3 16 Deployment Language Flexibility Not enough data 8.2(won by default) 14 Framework Flexibility Not enough data 8.1(won by default) 15 Versioning Not enough data 8.2(won by default) 14 Ease of Deployment Not enough data 8.6(won by default) 15 Scalability Not enough data 8.2(won by default) 15 Deployment Language Flexibility Not enough data 8.2(won by default) 15 Framework Flexibility Not enough data 8.5(won by default) 14 Versioning Not enough data 8.3(won by default) 14 Ease of Deployment Not enough data 8.2(won by default) 15 Scalability Not enough data 8.8(won by default) 14 Management Cataloging Not enough data 7.7(won by default) 14 Monitoring Not enough data 8.5(won by default) 14 Governing Not enough data 8.6(won by default) 14 Model Registry Not enough data 8.4(won by default) 15 Operations Metrics Not enough data 8.7(won by default) 15 Infrastructure management Not enough data 8.0(won by default) 15 Collaboration Not enough data 8.8(won by default) 15 Management Cataloging Not enough data 8.1(won by default) 14 Monitoring Not enough data 8.2(won by default) 15 Governing Not enough data 8.1(won by default) 14 Generative AI AI Text Generation Not enough data Feature Not Available AI Text Summarization Not enough data Feature Not Available FP&A (Financial Planning & Analysis)[Hide 73 FeaturesShow 73 Features](javascript:void(0);) Not enough data 8.2 12 Financial Planning Extended Planning Not enough data 7.8(won by default) 10 Reporting Not enough data 8.2(won by default) 10 Integration Not enough data 8.5(won by default) 10 Self-Service Reporting Not enough data Not enough data Agentic AI - FP&A (Financial Planning & Analysis) Proactive Assistance Not enough data Not enough data Decision Making Not enough data Not enough data Financial Insight Budgeting Not enough data 8.0(won by default) 10 Forecasting Not enough data 8.8(won by default) 10 Planning Not enough data 7.9(won by default) 11 Budgeting/Forecasting Not enough data Not enough data Data Data Visualization Not enough data 8.6(won by default) 11 Data Analysis Not enough data 8.5(won by default) 10 Custom Reporting Not enough data 8.2(won by default) 10 Reporting Templates Not enough data 8.5(won by default) 10 Real-Time Data Not enough data Not enough data Status Communication Collaboration Not enough data 7.8(won by default) 10 Version Control Not enough data 8.3(won by default) 11 Real-Time Data Updates Not enough data 8.2(won by default) 11 Scorecards Not enough data 8.5(won by default) 11 Approval Process Control Not enough data Not enough data Additional Functionality Predictive Analytics Not enough data Not enough data Multi-Language Not enough data Not enough data Generative AI Not enough data Not enough data Currency Management Not enough data Not enough data AI Copilot Not enough data Not enough data User Management Not enough data Not enough data Project Management Not enough data Not enough data Risk Management Not enough data Not enough data Real-Time Analytics Not enough data Not enough data Audit Trail Not enough data Not enough data Tax Management Not enough data Not enough data Investment Management Not enough data Not enough data Transaction History Not enough data Not enough data Data Import/Export Not enough data Not enough data Fixed Asset Management Not enough data Not enough data Mobile Access Not enough data Not enough data Transaction Monitoring Not enough data Not enough data API Not enough data Not enough data Project Time Tracking Not enough data Not enough data Projections Not enough data Not enough data Consolidation/Roll-Up Not enough data Not enough data General Ledger Not enough data Not enough data Purchasing & Receiving Not enough data Not enough data Real-Time Monitoring Not enough data Not enough data Configurable Workflow Not enough data Not enough data Dashboard Creation Not enough data Not enough data Accounting Not enough data Not enough data Electronic Payments Not enough data Not enough data Revenue Recognition Not enough data Not enough data Invoice Management Not enough data Not enough data Compliance Management Not enough data Not enough data "What If" Scenarios Not enough data Not enough data Workflow Management Not enough data Not enough data Multi-Currency Not enough data Not enough data Planning Tools Not enough data Not enough data Visual Analytics Not enough data Not enough data Cash Management Not enough data Not enough data Customizable Reports Not enough data Not enough data Bank Reconciliation Not enough data Not enough data Invoice Processing Not enough data Not enough data Multi-Company Not enough data Not enough data For Investors & Traders Not enough data Not enough data Expense Tracking Not enough data Not enough data Purchase Order Management Not enough data Not enough data Access Controls/Permissions Not enough data Not enough data Activity Dashboard Not enough data Not enough data Reporting/Analytics Not enough data Not enough data Alerts/Notifications Not enough data Not enough data Billing & Invoicing Not enough data Not enough data Receipt Management Not enough data Not enough data Profit/Loss Statement Not enough data Not enough data Income & Balance Sheet Not enough data Not enough data Cash Flow Management Not enough data Not enough data Database Management Systems (DBMS)[Hide 48 FeaturesShow 48 Features](javascript:void(0);) Not enough data 8.9 31 Management Data dictionary Not enough data 8.8(won by default) 28 Data Replication Not enough data 9.0(won by default) 29 Query Language Not enough data 9.4(won by default) 29 Data Modeling Not enough data 8.9(won by default) 29 Performance Analysis Not enough data 8.9(won by default) 28 Data Synchronization Not enough data Not enough data Real-Time Data Not enough data Not enough data Data Storage Management Not enough data Not enough data Maintenance Data Migration Not enough data 8.6(won by default) 27 Backup and Recovery Not enough data 8.9(won by default) 28 Multi-User Environment Not enough data 9.0(won by default) 27 Automatic Backup Not enough data Not enough data Database Conversion Not enough data Not enough data Security Data Encryption Not enough data 8.9(won by default) 29 User Access Control Not enough data 8.6(won by default) 29 Mobile Access Not enough data Not enough data Additional Functionality Workflow Management Not enough data Not enough data Third-Party Integrations Not enough data Not enough data Data Extraction Not enough data Not enough data Relational Database Management Not enough data Not enough data SSL Security Not enough data Not enough data API Not enough data Not enough data Data Connectors Not enough data Not enough data Search/Filter Not enough data Not enough data Reporting & Statistics Not enough data Not enough data Customizable Templates Not enough data Not enough data AI Copilot Not enough data Not enough data Full Text Search Not enough data Not enough data Data Virtualization Not enough data Not enough data Data Import/Export Not enough data Not enough data Generative AI Not enough data Not enough data Drag & Drop Not enough data Not enough data Customizable Fields Not enough data Not enough data Authentication Not enough data Not enough data Data Visualization Not enough data Not enough data Secure Data Storage Not enough data Not enough data Activity Dashboard Not enough data Not enough data Data Mapping Not enough data Not enough data Multiple Programming Languages Supported Not enough data Not enough data Data Capture and Transfer Not enough data Not enough data User Management Not enough data Not enough data NOSQL Database Management Not enough data Not enough data Access Controls/Permissions Not enough data Not enough data Calendar Management Not enough data Not enough data Real-Time Monitoring Not enough data Not enough data Document Storage Not enough data Not enough data Audit Management Not enough data Not enough data Charting Not enough data Not enough data Decision Management Platforms[Hide 20 FeaturesShow 20 Features](javascript:void(0);) Not enough data 7.6 25 Integration Data Not enough data 8.0(won by default) 21 Applications Not enough data 8.3(won by default) 20 Business Logic Authoring Business Logic Not enough data 7.6(won by default) 20 Testing Business Logic Not enough data 7.4(won by default) 20 Model Development Not enough data 8.2(won by default) 20 Management Catalog Not enough data 7.8(won by default) 19 Collaboration Not enough data 7.6(won by default) 20 Analytics Impact analysis Not enough data 8.4(won by default) 21 Simulation Not enough data 7.8(won by default) 20 Deployment Application Development Not enough data 8.1(won by default) 20 Integration Not enough data 7.8(won by default) 18 Generative AI AI Text Generation Not enough data Feature Not Available AI Text Summarization Not enough data Feature Not Available Agentic AI - Decision Management Platforms Autonomous Task Execution Not enough data 7.9(won by default) 7 Multi-step Planning Not enough data 6.7(won by default) 7 Cross-system Integration Not enough data 6.9(won by default) 7 Adaptive Learning Not enough data 6.9(won by default) 7 Natural Language Interaction Not enough data 6.7(won by default) 7 Proactive Assistance Not enough data 6.7(won by default) 7 Decision Making Not enough data 7.9(won by default) 7 Text Analysis[Hide 58 FeaturesShow 58 Features](javascript:void(0);) Not enough data 7.9 22 Setup Integration Not enough data 7.8(won by default) 20 Maintenance Not enough data 7.5(won by default) 20 No-Code Not enough data 8.1(won by default) 20 Third-Party Integrations Not enough data Not enough data Data Security Not enough data 8.3(won by default) 21 Data Visualization Not enough data 8.7(won by default) 20 Real-Time Data Not enough data Not enough data Visual Analytics Not enough data Not enough data Analysis Automation Not enough data 8.4(won by default) 20 Named entity recognition Not enough data 8.0(won by default) 20 Keyphrase Extraction Not enough data 7.9(won by default) 19 Topic Analysis Not enough data 8.0(won by default) 20 Sentiment Analysis Not enough data 7.9(won by default) 19 Language Identification Not enough data 7.5(won by default) 19 Syntax/Part of Speech Parsing Not enough data 7.7(won by default) 19 Multi-Language Not enough data Not enough data Trend Analysis Not enough data Not enough data Text Analysis Not enough data Not enough data Qualitative Comparative Analysis Not enough data Not enough data Statistical Analysis Not enough data Not enough data User Research Analysis Not enough data Not enough data Ad hoc Analysis Not enough data Not enough data Quantitative Analysis Not enough data Not enough data Customization Pre-Built Parameterization Not enough data 7.7(won by default) 19 Custom Extension Not enough data 7.4(won by default) 20 Compositionality Not enough data 8.2(won by default) 20 Generative AI Generative AI Not enough data Not enough data AI Text Generation Not enough data Feature Not Available AI Text Summarization Not enough data Feature Not Available Additional Functionality Monitoring Not enough data Not enough data Activity Tracking Not enough data Not enough data Data Collection Not enough data Not enough data Access Controls/Permissions Not enough data Not enough data Predictive Analytics Not enough data Not enough data Computer Assisted Coding Not enough data Not enough data Activity Dashboard Not enough data Not enough data Real-Time Analytics Not enough data Not enough data AI Copilot Not enough data Not enough data Reporting & Statistics Not enough data Not enough data Data Import/Export Not enough data Not enough data Mixed Methods Research Not enough data Not enough data Website Analytics Not enough data Not enough data Multimedia Support Not enough data Not enough data Media Analytics Not enough data Not enough data Categorization/Grouping Not enough data Not enough data Data Storage Management Not enough data Not enough data Feedback Management Not enough data Not enough data Tagging Not enough data Not enough data Collaboration Tools Not enough data Not enough data Single Sign On Not enough data Not enough data Drag & Drop Not enough data Not enough data Annotations Not enough data Not enough data Customizable Branding Not enough data Not enough data Data Coding Not enough data Not enough data Multiple Data Sources Not enough data Not enough data API Not enough data Not enough data Search/Filter Not enough data Not enough data Customizable Reports Not enough data Not enough data Big Data Analytics[Hide 49 FeaturesShow 49 Features](javascript:void(0);) 8.5 107 Not enough data Data Transformation Real-Time Analytics 8.4(won by default) 67 | Verified Not enough data Data Querying 8.8(won by default) 76 | Verified Not enough data Reporting/Analytics Not enough data Not enough data Predictive Analytics Not enough data Not enough data Visual Analytics Not enough data Not enough data Connectivity Hadoop Integration 8.4(won by default) 49 | Verified Not enough data Spark Integration 8.3(won by default) 45 | Verified Not enough data Multi-Source Analysis 9.0(won by default) 72 | Verified Not enough data Real-Time Data Not enough data Not enough data Data Capture and Transfer Not enough data Not enough data Trend Analysis Not enough data Not enough data What-if Analysis Not enough data Not enough data Statistical Analysis Not enough data Not enough data Data Blending Not enough data Not enough data Ad hoc Analysis Not enough data Not enough data Third-Party Integrations Not enough data Not enough data Data Lake Feature Not Available Not enough data Operations Data Visualization 7.7(won by default) 74 | Verified Not enough data Data Workflow 9.2(won by default) 87 | Verified Not enough data Governed Discovery 8.4(won by default) 60 | Verified Not enough data Embedded Analytics 8.7(won by default) 62 | Verified Not enough data Notebooks 8.1(won by default) 56 | Verified Not enough data Data Discovery Not enough data Not enough data Additional Functionality Data Warehousing Not enough data Not enough data Drag & Drop Not enough data Not enough data Activity Dashboard Not enough data Not enough data Data Connectors Not enough data Not enough data Ad hoc Reporting Not enough data Not enough data Customizable Reports Not enough data Not enough data Alerts/Escalation Not enough data Not enough data Templates Not enough data Not enough data Forecasting Not enough data Not enough data Data Migration Not enough data Not enough data Data Transformation Not enough data Not enough data Access Controls/Permissions Not enough data Not enough data API Not enough data Not enough data Data Cleansing Not enough data Not enough data Data Synchronization Not enough data Not enough data AI Copilot Not enough data Not enough data Dashboard Creation Not enough data Not enough data Data Extraction Not enough data Not enough data Data Security Not enough data Not enough data SSL Security Not enough data Not enough data Collaboration Tools Not enough data Not enough data No-Code Not enough data Not enough data High Volume Processing Not enough data Not enough data Database Support Not enough data Not enough data Search/Filter Not enough data Not enough data Generative AI Not enough data Not enough data Data Quality[Hide 49 FeaturesShow 49 Features](javascript:void(0);) Not enough data 8.8 71 Functionality Identification Not enough data 8.7(won by default) 66 Correction Not enough data 8.8(won by default) 65 Normalization Not enough data 9.0(won by default) 63 Preventative Cleaning Not enough data 8.8(won by default) 62 Data Matching Not enough data 8.9(won by default) 61 Real-Time Data Not enough data Not enough data Management Reporting Not enough data 9.2(won by default) 65 Automation Not enough data 9.0(won by default) 60 Quality Audits Not enough data 8.9(won by default) 62 Dashboard Not enough data 9.0(won by default) 60 Governance Not enough data Feature Not Available Generative AI AI Text Generation Not enough data 8.3(won by default) 58 AI Text Summarization Not enough data 8.2(won by default) 59 Generative AI Not enough data Not enough data Additional Functionality Metadata Management Not enough data Not enough data Collaboration Tools Not enough data Not enough data Search/Filter Not enough data Not enough data Workflow Management Not enough data Not enough data AI Copilot Not enough data Not enough data Third-Party Integrations Not enough data Not enough data Data Synchronization Not enough data Not enough data Data Import/Export Not enough data Not enough data Customizable Rules Not enough data Not enough data Master Data Management Not enough data Not enough data Monitoring Not enough data Not enough data Data Transformation Not enough data Not enough data Multiple Data Sources Not enough data Not enough data Self Service Portal Not enough data Not enough data Customer Database Not enough data Not enough data Data Verification Not enough data Not enough data Data Migration Not enough data Not enough data Multi-Language Not enough data Not enough data Single Sign On Not enough data Not enough data Duplicate Detection Not enough data Not enough data Email Address Extraction Not enough data Not enough data Reporting/Analytics Not enough data Not enough data Data Profiling Not enough data Not enough data Data Extraction Not enough data Not enough data Data Mapping Not enough data Not enough data Address Validation Not enough data Not enough data Match & Merge Not enough data Not enough data Performance Metrics Not enough data Not enough data Visual Analytics Not enough data Not enough data Version Control Not enough data Not enough data API Not enough data Not enough data Data Capture and Transfer Not enough data Not enough data Access Controls/Permissions Not enough data Not enough data Compliance Management Not enough data Not enough data Data Discovery Not enough data Not enough data Show 5 feature categories with incomplete data Emerging AI Software[Hide 3 FeaturesShow 3 Features](javascript:void(0);) Not enough data Not enough data Additional Functionality Specialized or Emerging Capabilities Not enough data Not enough data Distinct AI Functionality Not enough data Not enough data Niche Application Not enough data Not enough data Natural Language Generation (NLG)[Hide 11 FeaturesShow 11 Features](javascript:void(0);) Not enough data Not enough data Data Ingestion Big Data Processing Not enough data Not enough data Unstructed Data Processing Not enough data Not enough data Processing of Various File Types Not enough data Not enough data Presentation Report Creation Not enough data Not enough data Charts and Graphs Not enough data Not enough data Tailored Content Not enough data Not enough data System Programming Language Support Not enough data Not enough data Drag and Drop Not enough data Not enough data Pre-Built Algorithms Not enough data Not enough data Customizable Models Not enough data Not enough data Generative AI AI Text Generation Not enough data Not enough data Agentic Analytics[Hide 10 FeaturesShow 10 Features](javascript:void(0);) Not enough data Not enough data Data Connectivity and Prep - Agentic Analytics Data Source Connectivity Not enough data Not enough data Automated Data Preparation Not enough data Not enough data Autonomous Insight Generation - Agentic Analytics Continuous Pattern Detection Not enough data Not enough data Multi‑Step Reasoning Not enough data Not enough data Predictive & Prescriptive Analytics Not enough data Not enough data Interaction and Workflow - Agentic Analytics Natural Language Query and Conversational Analytics Not enough data Not enough data Action Triggering & Workflow Orchestration Not enough data Not enough data Explainability & Audit Trails Not enough data Not enough data AI Agent Management - Agentic Analytics Agent Configuration & Goals Not enough data Not enough data Continuous Learning & Feedback Not enough data Not enough data Artificial Intelligence[Hide 37 FeaturesShow 37 Features](javascript:void(0);) Not enough data Not enough data Additional Functionality Tagging Not enough data Not enough data Natural Language Processing Not enough data Not enough data Data Extraction Not enough data Not enough data Multi-Language Not enough data Not enough data Predictive Analytics Not enough data Not enough data Drag & Drop Not enough data Not enough data Speech Recognition Not enough data Not enough data Reporting/Analytics Not enough data Not enough data Data Storage Management Not enough data Not enough data Virtual Personal Assistant (VPA) Not enough data Not enough data AI Copilot Not enough data Not enough data Customer Segmentation Not enough data Not enough data Collaboration Tools Not enough data Not enough data Data Import/Export Not enough data Not enough data Generative AI Not enough data Not enough data For eCommerce Not enough data Not enough data Role-Based Permissions Not enough data Not enough data Customizable Branding Not enough data Not enough data Search/Filter Not enough data Not enough data Monitoring Not enough data Not enough data Document Management Not enough data Not enough data API Not enough data Not enough data Data Visualization Not enough data Not enough data Trend Analysis Not enough data Not enough data Machine Learning Not enough data Not enough data Access Controls/Permissions Not enough data Not enough data Alerts/Escalation Not enough data Not enough data Performance Metrics Not enough data Not enough data Real-Time Data Not enough data Not enough data Third-Party Integrations Not enough data Not enough data Mobile App Not enough data Not enough data Multiple Data Sources Not enough data Not enough data For Sales Teams/Organizations Not enough data Not enough data Sentiment Analysis Not enough data Not enough data Activity Dashboard Not enough data Not enough data Chatbot Not enough data Not enough data Workflow Automation Not enough data Not enough data Accounting & Finance[Hide 1 FeatureShow 1 Feature](javascript:void(0);) Not enough data Not enough data Agentic AI - Accounting & Finance Autonomous Task Execution Not enough data Not enough data Reviews Reviewers' Company Size [![Alteryx](https://images.g2crowd.com/uploads/product/hd_favicon/5200f776b24b5976b8f7d151d1d2e8fd/alteryx.svg "Alteryx")](https://www.g2.com/products/alteryx/reviews) Alteryx Small-Business(50 or fewer emp.) 16.0% Mid-Market(51-1000 emp.) 20.5% Enterprise(\> 1000 emp.) 63.5% [![SAS Viya](https://images.g2crowd.com/uploads/product/hd_favicon/bd7a361df879327ee92c1d048aada28e/sas-sas-viya.svg "SAS Viya")](https://www.g2.com/products/sas-sas-viya/reviews) SAS Viya Small-Business(50 or fewer emp.) 34.7% Mid-Market(51-1000 emp.) 31.4% Enterprise(\> 1000 emp.) 33.9% Small-Business (50 or fewer emp.) 16.0% 34.7% Mid-Market (51-1000 emp.) 20.5% 31.4% Enterprise (\> 1000 emp.) 63.5% 33.9% Reviewers' Industry [![Alteryx](https://images.g2crowd.com/uploads/product/hd_favicon/5200f776b24b5976b8f7d151d1d2e8fd/alteryx.svg "Alteryx")](https://www.g2.com/products/alteryx/reviews) Alteryx Financial Services 11.6% Accounting 10.9% Information Technology and Services 8.1% Banking 5.5% Insurance 4.3% Other 59.6% [![SAS Viya](https://images.g2crowd.com/uploads/product/hd_favicon/bd7a361df879327ee92c1d048aada28e/sas-sas-viya.svg "SAS Viya")](https://www.g2.com/products/sas-sas-viya/reviews) SAS Viya Pharmaceuticals 12.2% Banking 8.9% Computer Software 7.8% Higher Education 7.8% 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