# PyTorch, Torch vs SAS Viya Comparison | | PyTorch | Torch | SAS Viya | |---|---|---|---| | **Star Rating** | 4.5 out of 5 | 4.4 out of 5 | 4.3 out of 5 | | **Total Reviews** | 22 | 15 | 798 | | **Largest Market Segment** | Small-Business (42.9% of reviews) | Small-Business (42.9% of reviews) | Small-Business (34.3% of reviews) | | **Entry Level Price** | No pricing available | No pricing available | No pricing available | --- ## Top Pros & Cons ### PyTorch Pros: - Cloud Storage (1 reviews) - Documentation (1 reviews) Cons: - Complexity (1 reviews) - Difficult Learning (1 reviews) ### Torch **Not enough data** ### SAS Viya Pros: - Ease of Use (316 reviews) - Features (218 reviews) Cons: - Learning Difficulty (151 reviews) - Learning Curve (144 reviews) --- ## Ratings Comparison | Rating | PyTorch | Torch | SAS Viya | |---|---|---|---| | **Meets Requirements** | 9.2 (17 reviews) | 8.9 (11 reviews) | 8.5 (549 reviews) | | **Ease of Use** | 8.6 (18 reviews) | 8.9 (11 reviews) | 8.2 (637 reviews) | | **Ease of Setup** | Not enough data | 8.1 (9 reviews) | 8.0 (487 reviews) | | **Ease of Admin** | Not enough data | 8.3 (9 reviews) | 7.6 (158 reviews) | | **Quality of Support** | 7.9 (17 reviews) | 8.1 (9 reviews) | 8.3 (519 reviews) | | **Has the product been a good partner in doing business?** | Not enough data | 7.8 (9 reviews) | 8.2 (161 reviews) | | **Product Direction (% positive)** | 10.0 (17 reviews) | 8.8 (10 reviews) | 8.9 (545 reviews) | --- ## Pricing ### PyTorch #### Entry-Level Pricing No pricing available #### Free Trial No information available ### Torch #### Entry-Level Pricing No pricing available #### Free Trial No information available ### SAS Viya #### Entry-Level Pricing No pricing available #### Free Trial Yes --- ## Features Comparison By Category ### Analytics Platforms | Product | Score | Reviews | |---|---|---| | **PyTorch** | N/A | N/A | | **Torch** | N/A | N/A | | **SAS Viya** | 8.2/10 | 329 | #### Reports | Feature | PyTorch | Torch | SAS Viya | |---|---|---|---| | **Reports Interface** | Not enough data | Not enough data | 8.4 (260 reviews) | | **Steps to Answer** | Not enough data | Not enough data | 8.1 (237 reviews) | | **Graphs and Charts** | Not enough data | Not enough data | 8.5 (244 reviews) | | **Score Cards** | Not enough data | Not enough data | 8.1 (234 reviews) | | **Dashboards** | Not enough data | Not enough data | 8.4 (238 reviews) | #### Data Preparation | Feature | PyTorch | Torch | SAS Viya | |---|---|---|---| | **Connectors** | Not enough data | Not enough data | 8.4 (212 reviews) | | **Data Governance** | Not enough data | Not enough data | 8.4 (212 reviews) | #### Data Modeling and Blending | Feature | PyTorch | Torch | SAS Viya | |---|---|---|---| | **Data Querying** | Not enough data | Not enough data | 8.5 (210 reviews) | | **Data Filtering** | Not enough data | Not enough data | 8.7 (209 reviews) | | **Data Blending** | Not enough data | Not enough data | 8.5 (212 reviews) | #### Generative AI | Feature | PyTorch | Torch | SAS Viya | |---|---|---|---| | **AI Text Generation** | Not enough data | Not enough data | Feature Not Available | | **AI Text Summarization** | Not enough data | Not enough data | Feature Not Available | #### Agentic AI - Analytics Platforms | Feature | PyTorch | Torch | SAS Viya | |---|---|---|---| | **Autonomous Task Execution** | Not enough data | Not enough data | 7.9 (94 reviews) | | **Multi-step Planning** | Not enough data | Not enough data | 7.9 (92 reviews) | | **Cross-system Integration** | Not enough data | Not enough data | 8.1 (93 reviews) | | **Adaptive Learning** | Not enough data | Not enough data | 8.0 (91 reviews) | | **Natural Language Interaction** | Not enough data | Not enough data | 8.0 (91 reviews) | | **Proactive Assistance** | Not enough data | Not enough data | 7.7 (91 reviews) | | **Decision Making** | Not enough data | Not enough data | 8.1 (91 reviews) | #### Self Service | Feature | PyTorch | Torch | SAS Viya | |---|---|---|---| | **Calculated Fields** | Not enough data | Not enough data | 8.3 (232 reviews) | | **Data Column Filtering** | Not enough data | Not enough data | 8.4 (232 reviews) | | **Data Discovery** | Not enough data | Not enough data | 8.4 (234 reviews) | | **Search** | Not enough data | Not enough data | 8.1 (229 reviews) | | **Collaboration / Workflow** | Not enough data | Not enough data | 8.1 (231 reviews) | | **Automodeling** | Not enough data | Not enough data | 8.2 (226 reviews) | #### Deployment & Integration - Analytics Platforms | Feature | PyTorch | Torch | SAS Viya | |---|---|---|---| | **No-code Dashboard Builder** | Not enough data | Not enough data | 8.4 (96 reviews) | | **Report Scheduling and Automation** | Not enough data | Not enough data | 8.3 (94 reviews) | | **Embedded Analytics and White-labeling** | Not enough data | Not enough data | 8.1 (90 reviews) | | **Data Source Connectivity** | Not enough data | Not enough data | 8.4 (94 reviews) | #### Advanced Analytics | Feature | PyTorch | Torch | SAS Viya | |---|---|---|---| | **Predictive Analytics** | Not enough data | Not enough data | 8.5 (238 reviews) | | **Data Visualization** | Not enough data | Not enough data | 8.8 (238 reviews) | | **Big Data Services** | Not enough data | Not enough data | 8.6 (242 reviews) | #### Performance & Scalability - Analytics Platforms | Feature | PyTorch | Torch | SAS Viya | |---|---|---|---| | **Large data handling and Query Speed** | Not enough data | Not enough data | 8.5 (117 reviews) | | **Concurrent User Support** | Not enough data | Not enough data | 8.4 (95 reviews) | #### Advanced Analytics & Modeling - Analytics Platforms | Feature | PyTorch | Torch | SAS Viya | |---|---|---|---| | **Data Modeling and Governance** | Not enough data | Not enough data | 8.5 (98 reviews) | | **Notebook and Script Integration** | Not enough data | Not enough data | 8.4 (102 reviews) | | **Built-in Predictive and Statistical Models** | Not enough data | Not enough data | 8.6 (100 reviews) | #### Agentic AI Capabilities - Analytics Platforms | Feature | PyTorch | Torch | SAS Viya | |---|---|---|---| | **Auto-generated Insights and Narratives** | Not enough data | Not enough data | 7.8 (92 reviews) | | **Natural Language Queries** | Not enough data | Not enough data | 8.0 (90 reviews) | | **Proactive KPI Monitoring and Alerts** | Not enough data | Not enough data | 8.0 (89 reviews) | | **AI Agents for Analytical Follow-ups** | Not enough data | Not enough data | 7.8 (89 reviews) | #### Personalized Intelligence - Analytics Platforms | Feature | PyTorch | Torch | SAS Viya | |---|---|---|---| | **Behavioral Learning for Contextual Query Refinement** | Not enough data | Not enough data | 8.1 (90 reviews) | | **Role-based Insight Personalization** | Not enough data | Not enough data | 8.0 (89 reviews) | | **Conversational and Prompt-based Analytics** | Not enough data | Not enough data | 7.8 (91 reviews) | #### Building Reports | Feature | PyTorch | Torch | SAS Viya | |---|---|---|---| | **Data Transformation** | Not enough data | Not enough data | 8.5 (206 reviews) | | **Data Modeling** | Not enough data | Not enough data | 8.5 (200 reviews) | | **WYSIWYG Report Design** | Not enough data | Not enough data | 7.8 (196 reviews) | | **Integration APIs** | Not enough data | Not enough data | 8.0 (199 reviews) | ### Data Preparation | Product | Score | Reviews | |---|---|---| | **PyTorch** | N/A | N/A | | **Torch** | N/A | N/A | | **SAS Viya** | 8.5/10 | 130 | #### Data Source Access | Feature | PyTorch | Torch | SAS Viya | |---|---|---|---| | **Breadth of Data Sources** | Not enough data | Not enough data | 8.6 (117 reviews) | | **Ease of Data Connectivity** | Not enough data | Not enough data | 8.4 (119 reviews) | | **API Connectivity** | Not enough data | Not enough data | 8.2 (114 reviews) | #### Data Interaction | Feature | PyTorch | Torch | SAS Viya | |---|---|---|---| | **Profiling and Classification** | Not enough data | Not enough data | 8.5 (115 reviews) | | **Metadata Management** | Not enough data | Not enough data | 8.2 (114 reviews) | | **Data Modeling** | Not enough data | Not enough data | 8.5 (114 reviews) | | **Data Joining** | Not enough data | Not enough data | 8.8 (113 reviews) | | **Data Blending** | Not enough data | Not enough data | 8.8 (114 reviews) | | **Data Quality and Cleansing** | Not enough data | Not enough data | 8.8 (115 reviews) | | **Data Sharing** | Not enough data | Not enough data | 8.4 (112 reviews) | | **Data Governance** | Not enough data | Not enough data | 8.5 (113 reviews) | #### Data Exporting | Feature | PyTorch | Torch | SAS Viya | |---|---|---|---| | **Breadth of Integrations** | Not enough data | Not enough data | 8.4 (114 reviews) | | **Ease of Integrations** | Not enough data | Not enough data | 8.3 (115 reviews) | | **Data Workflows** | Not enough data | Not enough data | 8.5 (111 reviews) | #### Generative AI | Feature | PyTorch | Torch | SAS Viya | |---|---|---|---| | **AI Text Generation** | Not enough data | Not enough data | Feature Not Available | ### Event Stream Processing | Product | Score | Reviews | |---|---|---| | **PyTorch** | N/A | N/A | | **Torch** | N/A | N/A | | **SAS Viya** | 8.4/10 | 18 | #### Data | Feature | PyTorch | Torch | SAS Viya | |---|---|---|---| | **Data Processing** | Not enough data | Not enough data | 8.7 (13 reviews) | | **Data Sources** | Not enough data | Not enough data | 8.7 (13 reviews) | | **Integration** | Not enough data | Not enough data | 8.2 (14 reviews) | | **Real-Time Processing** | Not enough data | Not enough data | 8.5 (13 reviews) | #### Analytics | Feature | PyTorch | Torch | SAS Viya | |---|---|---|---| | **Reporting & Analytics** | Not enough data | Not enough data | 7.9 (13 reviews) | ### Data Governance | Product | Score | Reviews | |---|---|---| | **PyTorch** | N/A | N/A | | **Torch** | N/A | N/A | | **SAS Viya** | 8.6/10 | 33 | #### Administration | Feature | PyTorch | Torch | SAS Viya | |---|---|---|---| | **Data Modelling** | Not enough data | Not enough data | 8.5 (26 reviews) | | **Recommendations** | Not enough data | Not enough data | 8.5 (25 reviews) | | **Workflow Management** | Not enough data | Not enough data | 8.3 (25 reviews) | | **Dashboards and Visualizations** | Not enough data | Not enough data | 8.8 (27 reviews) | #### Management | Feature | PyTorch | Torch | SAS Viya | |---|---|---|---| | **Business Glossary** | Not enough data | Not enough data | 8.2 (26 reviews) | | **Data Discovery** | Not enough data | Not enough data | 8.5 (26 reviews) | | **Data Profililng** | Not enough data | Not enough data | 8.7 (26 reviews) | | **Reporting and Visualization** | Not enough data | Not enough data | 9.0 (24 reviews) | | **Data Lineage** | Not enough data | Not enough data | 7.9 (26 reviews) | #### Compliance | Feature | PyTorch | Torch | SAS Viya | |---|---|---|---| | **Sensitive Data Compliance** | Not enough data | Not enough data | 8.5 (25 reviews) | | **Training and Guidelines** | Not enough data | Not enough data | Feature Not Available | | **Policy Enforcement** | Not enough data | Not enough data | 8.4 (25 reviews) | | **Compliance Monitoring** | Not enough data | Not enough data | 8.6 (25 reviews) | #### Security | Feature | PyTorch | Torch | SAS Viya | |---|---|---|---| | **Access Control** | Not enough data | Not enough data | 8.7 (26 reviews) | | **Roles Management** | Not enough data | Not enough data | 8.3 (23 reviews) | | **Compliance Management** | Not enough data | Not enough data | Feature Not Available | #### Data Quality | Feature | PyTorch | Torch | SAS Viya | |---|---|---|---| | **Data Preparation** | Not enough data | Not enough data | 8.6 (27 reviews) | | **Data Distribution** | Not enough data | Not enough data | 8.6 (25 reviews) | | **Data Unification** | Not enough data | Not enough data | 8.5 (26 reviews) | #### Maintainence | Feature | PyTorch | Torch | SAS Viya | |---|---|---|---| | **Data Quality Management** | Not enough data | Not enough data | 8.4 (24 reviews) | | **Policy Management** | Not enough data | Not enough data | Feature Not Available | #### Generative AI | Feature | PyTorch | Torch | SAS Viya | |---|---|---|---| | **AI Text Generation** | Not enough data | Not enough data | 7.9 (25 reviews) | | **AI Text Summarization** | Not enough data | Not enough data | 8.0 (25 reviews) | #### Agentic AI - Data Governance | Feature | PyTorch | Torch | SAS Viya | |---|---|---|---| | **Autonomous Task Execution** | Not enough data | Not enough data | 9.0 (7 reviews) | | **Multi-step Planning** | Not enough data | Not enough data | 9.5 (7 reviews) | | **Cross-system Integration** | Not enough data | Not enough data | 9.5 (7 reviews) | | **Adaptive Learning** | Not enough data | Not enough data | 9.5 (7 reviews) | | **Natural Language Interaction** | Not enough data | Not enough data | 9.0 (7 reviews) | | **Decision Making** | Not enough data | Not enough data | 9.5 (7 reviews) | ### Statistical Analysis | Product | Score | Reviews | |---|---|---| | **PyTorch** | N/A | N/A | | **Torch** | N/A | N/A | | **SAS Viya** | 8.9/10 | 148 | #### Administration | Feature | PyTorch | Torch | SAS Viya | |---|---|---|---| | **Quality Control** | Not enough data | Not enough data | 8.9 (137 reviews) | | **Data Sampling** | Not enough data | Not enough data | 8.9 (141 reviews) | | **Collaboration** | Not enough data | Not enough data | 8.8 (138 reviews) | #### Capabilities | Feature | PyTorch | Torch | SAS Viya | |---|---|---|---| | **Data Visualization** | Not enough data | Not enough data | 9.2 (145 reviews) | | **Survival Analysis** | Not enough data | Not enough data | 8.9 (140 reviews) | | **Risk Data Attributes** | Not enough data | Not enough data | 8.7 (138 reviews) | | **Cost Analysis** | Not enough data | Not enough data | 8.6 (135 reviews) | #### Methodology | Feature | PyTorch | Torch | SAS Viya | |---|---|---|---| | **ANOVA Support** | Not enough data | Not enough data | 8.9 (139 reviews) | | **Regression** | Not enough data | Not enough data | 9.2 (141 reviews) | | **Time Series Analysis** | Not enough data | Not enough data | 9.1 (140 reviews) | #### Generative AI | Feature | PyTorch | Torch | SAS Viya | |---|---|---|---| | **AI Text Generation** | Not enough data | Not enough data | Feature Not Available | | **AI Text Summarization** | Not enough data | Not enough data | Feature Not Available | ### MLOps Platforms | Product | Score | Reviews | |---|---|---| | **PyTorch** | N/A | N/A | | **Torch** | N/A | N/A | | **SAS Viya** | 8.3/10 | 15 | #### Deployment | Feature | PyTorch | Torch | SAS Viya | |---|---|---|---| | **Language Flexibility** | Not enough data | Not enough data | 8.1 (13 reviews) | | **Framework Flexibility** | Not enough data | Not enough data | 8.1 (14 reviews) | | **Versioning** | Not enough data | Not enough data | 8.2 (13 reviews) | | **Ease of Deployment** | Not enough data | Not enough data | 8.5 (14 reviews) | | **Scalability** | Not enough data | Not enough data | 8.3 (14 reviews) | #### Deployment | Feature | PyTorch | Torch | SAS Viya | |---|---|---|---| | **Language Flexibility** | Not enough data | Not enough data | 8.2 (14 reviews) | | **Framework Flexibility** | Not enough data | Not enough data | 8.3 (13 reviews) | | **Versioning** | Not enough data | Not enough data | 8.3 (13 reviews) | | **Ease of Deployment** | Not enough data | Not enough data | 8.2 (14 reviews) | | **Scalability** | Not enough data | Not enough data | 8.7 (13 reviews) | #### Management | Feature | PyTorch | Torch | SAS Viya | |---|---|---|---| | **Cataloging** | Not enough data | Not enough data | 7.6 (13 reviews) | | **Monitoring** | Not enough data | Not enough data | 8.5 (13 reviews) | | **Governing** | Not enough data | Not enough data | 8.5 (13 reviews) | | **Model Registry** | Not enough data | Not enough data | 8.5 (14 reviews) | #### Operations | Feature | PyTorch | Torch | SAS Viya | |---|---|---|---| | **Metrics** | Not enough data | Not enough data | 8.8 (14 reviews) | | **Infrastructure management** | Not enough data | Not enough data | 7.9 (14 reviews) | | **Collaboration** | Not enough data | Not enough data | 8.8 (14 reviews) | #### Management | Feature | PyTorch | Torch | SAS Viya | |---|---|---|---| | **Cataloging** | Not enough data | Not enough data | 7.9 (13 reviews) | | **Monitoring** | Not enough data | Not enough data | 8.2 (14 reviews) | | **Governing** | Not enough data | Not enough data | 8.1 (13 reviews) | #### Generative AI | Feature | PyTorch | Torch | SAS Viya | |---|---|---|---| | **AI Text Generation** | Not enough data | Not enough data | Feature Not Available | | **AI Text Summarization** | Not enough data | Not enough data | Feature Not Available | ### Data Science and Machine Learning Platforms | Product | Score | Reviews | |---|---|---| | **PyTorch** | N/A | N/A | | **Torch** | N/A | N/A | | **SAS Viya** | 7.9/10 | 97 | #### System | Feature | PyTorch | Torch | SAS Viya | |---|---|---|---| | **Data Ingestion & Wrangling** | Not enough data | Not enough data | 8.4 (75 reviews) | #### Model Development | Feature | PyTorch | Torch | SAS Viya | |---|---|---|---| | **Language Support** | Not enough data | Not enough data | 8.1 (90 reviews) | | **Drag and Drop** | Not enough data | Not enough data | 8.6 (83 reviews) | | **Pre-Built Algorithms** | Not enough data | Not enough data | 8.3 (83 reviews) | | **Model Training** | Not enough data | Not enough data | 8.7 (83 reviews) | #### Model Development | Feature | PyTorch | Torch | SAS Viya | |---|---|---|---| | **Feature Engineering** | Not enough data | Not enough data | 8.4 (72 reviews) | #### Machine/Deep Learning Services | Feature | PyTorch | Torch | SAS Viya | |---|---|---|---| | **Computer Vision** | Not enough data | Not enough data | 7.4 (77 reviews) | | **Natural Language Processing** | Not enough data | Not enough data | 7.6 (79 reviews) | | **Natural Language Generation** | Not enough data | Not enough data | 7.3 (77 reviews) | | **Artificial Neural Networks** | Not enough data | Not enough data | 8.0 (79 reviews) | #### Machine/Deep Learning Services | Feature | PyTorch | Torch | SAS Viya | |---|---|---|---| | **Natural Language Understanding** | Not enough data | Not enough data | 7.6 (71 reviews) | | **Deep Learning** | Not enough data | Not enough data | 7.9 (73 reviews) | #### Deployment | Feature | PyTorch | Torch | SAS Viya | |---|---|---|---| | **Managed Service** | Not enough data | Not enough data | 8.2 (81 reviews) | | **Application** | Not enough data | Not enough data | 8.0 (78 reviews) | | **Scalability** | Not enough data | Not enough data | 8.1 (83 reviews) | #### Generative AI | Feature | PyTorch | Torch | SAS Viya | |---|---|---|---| | **AI Text Generation** | Not enough data | Not enough data | Feature Not Available | | **AI Text Summarization** | Not enough data | Not enough data | Feature Not Available | | **AI Text-to-Image** | Not enough data | Not enough data | Feature Not Available | #### Agentic AI - Data Science and Machine Learning Platforms | Feature | PyTorch | Torch | SAS Viya | |---|---|---|---| | **Autonomous Task Execution** | Not enough data | Not enough data | 7.7 (28 reviews) | | **Multi-step Planning** | Not enough data | Not enough data | 7.3 (28 reviews) | | **Cross-system Integration** | Not enough data | Not enough data | 7.6 (28 reviews) | | **Adaptive Learning** | Not enough data | Not enough data | 7.3 (28 reviews) | | **Natural Language Interaction** | Not enough data | Not enough data | 7.1 (28 reviews) | | **Proactive Assistance** | Not enough data | Not enough data | 7.1 (28 reviews) | | **Decision Making** | Not enough data | Not enough data | 7.6 (28 reviews) | ### FP&A (Financial Planning & Analysis) | Product | Score | Reviews | |---|---|---| | **PyTorch** | N/A | N/A | | **Torch** | N/A | N/A | | **SAS Viya** | 8.2/10 | 12 | #### Financial Planning | Feature | PyTorch | Torch | SAS Viya | |---|---|---|---| | **Extended Planning** | Not enough data | Not enough data | 7.8 (10 reviews) | | **Reporting** | Not enough data | Not enough data | 8.2 (10 reviews) | | **Integration** | Not enough data | Not enough data | 8.5 (10 reviews) | #### Agentic AI - FP&A (Financial Planning & Analysis) | Feature | PyTorch | Torch | SAS Viya | |---|---|---|---| | **Proactive Assistance** | Not enough data | Not enough data | Not enough data | | **Decision Making** | Not enough data | Not enough data | Not enough data | #### Financial Insight | Feature | PyTorch | Torch | SAS Viya | |---|---|---|---| | **Budgeting** | Not enough data | Not enough data | 8.0 (10 reviews) | | **Forecasting** | Not enough data | Not enough data | 8.8 (10 reviews) | | **Planning** | Not enough data | Not enough data | 7.9 (11 reviews) | #### Data | Feature | PyTorch | Torch | SAS Viya | |---|---|---|---| | **Data Visualization** | Not enough data | Not enough data | 8.6 (11 reviews) | | **Data Analysis** | Not enough data | Not enough data | 8.5 (10 reviews) | | **Custom Reporting** | Not enough data | Not enough data | 8.2 (10 reviews) | | **Reporting Templates** | Not enough data | Not enough data | 8.5 (10 reviews) | #### Status Communication | Feature | PyTorch | Torch | SAS Viya | |---|---|---|---| | **Collaboration** | Not enough data | Not enough data | 7.8 (10 reviews) | | **Version Control** | Not enough data | Not enough data | 8.3 (11 reviews) | | **Real-Time Data Updates** | Not enough data | Not enough data | 8.2 (11 reviews) | | **Scorecards** | Not enough data | Not enough data | 8.5 (11 reviews) | ### Database Management Systems (DBMS) | Product | Score | Reviews | |---|---|---| | **PyTorch** | N/A | N/A | | **Torch** | N/A | N/A | | **SAS Viya** | 8.9/10 | 30 | #### Management | Feature | PyTorch | Torch | SAS Viya | |---|---|---|---| | **Data dictionary** | Not enough data | Not enough data | 8.8 (27 reviews) | | **Data Replication** | Not enough data | Not enough data | 9.0 (28 reviews) | | **Query Language** | Not enough data | Not enough data | 9.3 (28 reviews) | | **Data Modeling** | Not enough data | Not enough data | 8.9 (28 reviews) | | **Performance Analysis** | Not enough data | Not enough data | 8.8 (27 reviews) | #### Maintenance | Feature | PyTorch | Torch | SAS Viya | |---|---|---|---| | **Data Migration** | Not enough data | Not enough data | 8.7 (26 reviews) | | **Backup and Recovery** | Not enough data | Not enough data | 8.9 (27 reviews) | | **Multi-User Environment** | Not enough data | Not enough data | 9.0 (26 reviews) | #### Security | Feature | PyTorch | Torch | SAS Viya | |---|---|---|---| | **Data Encryption** | Not enough data | Not enough data | 8.9 (28 reviews) | | **User Access Control** | Not enough data | Not enough data | 8.6 (28 reviews) | ### Decision Management Platforms | Product | Score | Reviews | |---|---|---| | **PyTorch** | N/A | N/A | | **Torch** | N/A | N/A | | **SAS Viya** | 7.6/10 | 25 | #### Integration | Feature | PyTorch | Torch | SAS Viya | |---|---|---|---| | **Data** | Not enough data | Not enough data | 8.0 (21 reviews) | | **Applications** | Not enough data | Not enough data | 8.3 (20 reviews) | #### Business Logic | Feature | PyTorch | Torch | SAS Viya | |---|---|---|---| | **Authoring Business Logic** | Not enough data | Not enough data | 7.5 (20 reviews) | | **Testing Business Logic** | Not enough data | Not enough data | 7.4 (20 reviews) | | **Model Development** | Not enough data | Not enough data | 8.3 (20 reviews) | #### Management | Feature | PyTorch | Torch | SAS Viya | |---|---|---|---| | **Catalog** | Not enough data | Not enough data | 7.7 (19 reviews) | | **Collaboration** | Not enough data | Not enough data | 7.6 (20 reviews) | #### Analytics | Feature | PyTorch | Torch | SAS Viya | |---|---|---|---| | **Impact analysis** | Not enough data | Not enough data | 8.5 (21 reviews) | | **Simulation** | Not enough data | Not enough data | 7.8 (20 reviews) | #### Deployment | Feature | PyTorch | Torch | SAS Viya | |---|---|---|---| | **Application Development** | Not enough data | Not enough data | 8.1 (20 reviews) | | **Integration** | Not enough data | Not enough data | 7.8 (18 reviews) | #### Generative AI | Feature | PyTorch | Torch | SAS Viya | |---|---|---|---| | **AI Text Generation** | Not enough data | Not enough data | Feature Not Available | | **AI Text Summarization** | Not enough data | Not enough data | Feature Not Available | #### Agentic AI - Decision Management Platforms | Feature | PyTorch | Torch | SAS Viya | |---|---|---|---| | **Autonomous Task Execution** | Not enough data | Not enough data | 7.9 (7 reviews) | | **Multi-step Planning** | Not enough data | Not enough data | 6.9 (7 reviews) | | **Cross-system Integration** | Not enough data | Not enough data | 6.7 (7 reviews) | | **Adaptive Learning** | Not enough data | Not enough data | 6.9 (7 reviews) | | **Natural Language Interaction** | Not enough data | Not enough data | 6.7 (7 reviews) | | **Proactive Assistance** | Not enough data | Not enough data | 7.1 (7 reviews) | | **Decision Making** | Not enough data | Not enough data | 7.9 (7 reviews) | ### Text Analysis | Product | Score | Reviews | |---|---|---| | **PyTorch** | N/A | N/A | | **Torch** | N/A | N/A | | **SAS Viya** | 7.9/10 | 21 | #### Setup | Feature | PyTorch | Torch | SAS Viya | |---|---|---|---| | **Integration** | Not enough data | Not enough data | 7.7 (19 reviews) | | **Maintenance** | Not enough data | Not enough data | 7.5 (19 reviews) | | **No-Code** | Not enough data | Not enough data | 8.0 (19 reviews) | #### Data | Feature | PyTorch | Torch | SAS Viya | |---|---|---|---| | **Security** | Not enough data | Not enough data | 8.3 (20 reviews) | | **Data Visualization** | Not enough data | Not enough data | 8.6 (19 reviews) | #### Analysis | Feature | PyTorch | Torch | SAS Viya | |---|---|---|---| | **Automation** | Not enough data | Not enough data | 8.4 (19 reviews) | | **Named entity recognition** | Not enough data | Not enough data | 7.9 (19 reviews) | | **Keyphrase Extraction** | Not enough data | Not enough data | 7.9 (18 reviews) | | **Topic Analysis** | Not enough data | Not enough data | 8.0 (19 reviews) | | **Sentiment Analysis** | Not enough data | Not enough data | 7.9 (18 reviews) | | **Language Identification** | Not enough data | Not enough data | 7.4 (18 reviews) | | **Syntax/Part of Speech Parsing** | Not enough data | Not enough data | 7.8 (18 reviews) | #### Customization | Feature | PyTorch | Torch | SAS Viya | |---|---|---|---| | **Pre-Built Parameterization** | Not enough data | Not enough data | 7.6 (18 reviews) | | **Custom Extension** | Not enough data | Not enough data | 7.5 (19 reviews) | | **Compositionality** | Not enough data | Not enough data | 8.1 (19 reviews) | #### Generative AI | Feature | PyTorch | Torch | SAS Viya | |---|---|---|---| | **AI Text Generation** | Not enough data | Not enough data | Feature Not Available | | **AI Text Summarization** | Not enough data | Not enough data | Feature Not Available | ### Artificial Neural Network | Product | Score | Reviews | |---|---|---| | **PyTorch** | N/A | N/A | | **Torch** | N/A | N/A | | **SAS Viya** | N/A | N/A | #### Core Functionality - Artificial Neural Network | Feature | PyTorch | Torch | SAS Viya | |---|---|---|---| | **Neural Network Training** | Not enough data | Not enough data | Not enough data | | **Neural Network Testing** | Not enough data | Not enough data | Not enough data | | **Model Evaluation** | Not enough data | Not enough data | Not enough data | | **Compliance** | Not enough data | Not enough data | Not enough data | #### Data Handling - Artificial Neural Network | Feature | PyTorch | Torch | SAS Viya | |---|---|---|---| | **Data Integration** | Not enough data | Not enough data | Not enough data | | **Data Preprocessing** | Not enough data | Not enough data | Not enough data | #### Performance - Artificial Neural Network | Feature | PyTorch | Torch | SAS Viya | |---|---|---|---| | **Model Optimization** | Not enough data | Not enough data | Not enough data | | **Scalability** | Not enough data | Not enough data | Not enough data | #### Usability - Artificial Neural Network | Feature | PyTorch | Torch | SAS Viya | |---|---|---|---| | **User Interface** | Not enough data | Not enough data | Not enough data | | **Documentation & Support** | Not enough data | Not enough data | Not enough data | | **Customizability** | Not enough data | Not enough data | Not enough data | #### Advanced Features - Artificial Neural Network | Feature | PyTorch | Torch | SAS Viya | |---|---|---|---| | **Deep Learning Capabilities** | Not enough data | Not enough data | Not enough data | | **Transfer Learning** | Not enough data | Not enough data | Not enough data | | **Real-Time Processing** | Not enough data | Not enough data | Not enough data | | **Automated Model Tuning** | Not enough data | Not enough data | Not enough data | | **Visualization Tools** | Not enough data | Not enough data | Not enough data | #### Agentic AI - Artificial Neural Network | Feature | PyTorch | Torch | SAS Viya | |---|---|---|---| | **Autonomous Task Execution** | Not enough data | Not enough data | Not enough data | | **Multi-step Planning** | Not enough data | Not enough data | Not enough data | | **Cross-system Integration** | Not enough data | Not enough data | Not enough data | | **Adaptive Learning** | Not enough data | Not enough data | Not enough data | | **Natural Language Interaction** | Not enough data | Not enough data | Not enough data | | **Proactive Assistance** | Not enough data | Not enough data | Not enough data | | **Decision Making** | Not enough data | Not enough data | Not enough data | ### Machine Learning | Product | Score | Reviews | |---|---|---| | **PyTorch** | N/A | N/A | | **Torch** | N/A | N/A | | **SAS Viya** | 8.4/10 | 43 | #### Integration - Machine Learning | Feature | PyTorch | Torch | SAS Viya | |---|---|---|---| | **Integration** | Not enough data | Not enough data | 8.3 (37 reviews) | #### Learning - Machine Learning | Feature | PyTorch | Torch | SAS Viya | |---|---|---|---| | **Training Data** | Not enough data | Not enough data | 8.5 (39 reviews) | | **Actionable Insights** | Not enough data | Not enough data | 8.5 (40 reviews) | | **Algorithm** | Not enough data | Not enough data | 8.6 (38 reviews) | ### Accounting & Finance | Product | Score | Reviews | |---|---|---| | **PyTorch** | N/A | N/A | | **Torch** | N/A | N/A | | **SAS Viya** | N/A | N/A | #### Agentic AI - Accounting & Finance | Feature | PyTorch | Torch | SAS Viya | |---|---|---|---| | **Autonomous Task Execution** | Not enough data | Not enough data | Not enough data | ### Low-Code Machine Learning Platforms | Product | Score | Reviews | |---|---|---| | **PyTorch** | N/A | N/A | | **Torch** | N/A | N/A | | **SAS Viya** | 8.9/10 | 16 | #### Data Ingestion & Preparation - Low-Code Machine Learning Platforms | Feature | PyTorch | Torch | SAS Viya | |---|---|---|---| | **Automatic Data Profiling & Quality Assessment** | Not enough data | Not enough data | 8.8 (16 reviews) | | **Multi‑Source Connector Support** | Not enough data | Not enough data | 8.6 (16 reviews) | | **Schema Drift / Change Detection** | Not enough data | Not enough data | 9.1 (16 reviews) | #### Model Construction & Automation - Low-Code Machine Learning Platforms | Feature | PyTorch | Torch | SAS Viya | |---|---|---|---| | **Guided Algorithm & Hyperparameter Recommendation** | Not enough data | Not enough data | 9.1 (16 reviews) | | **Code Extensibility** | Not enough data | Not enough data | 8.9 (16 reviews) | | **Automated Feature Engineering** | Not enough data | Not enough data | 8.8 (16 reviews) | ### Predictive Analytics | Product | Score | Reviews | |---|---|---| | **PyTorch** | N/A | N/A | | **Torch** | N/A | N/A | | **SAS Viya** | 8.8/10 | 88 | #### Statistical Tool | Feature | PyTorch | Torch | SAS Viya | |---|---|---|---| | **Scripting** | Not enough data | Not enough data | 8.6 (75 reviews) | | **Data Mining** | Not enough data | Not enough data | 8.7 (74 reviews) | | **Algorithms** | Not enough data | Not enough data | 8.6 (74 reviews) | #### Data Analysis | Feature | PyTorch | Torch | SAS Viya | |---|---|---|---| | **Analysis** | Not enough data | Not enough data | 8.9 (74 reviews) | | **Data Interaction** | Not enough data | Not enough data | 8.8 (74 reviews) | #### Decision Making | Feature | PyTorch | Torch | SAS Viya | |---|---|---|---| | **Modeling** | Not enough data | Not enough data | 8.8 (79 reviews) | | **Data Visualizations** | Not enough data | Not enough data | 9.1 (79 reviews) | | **Report Generation** | Not enough data | Not enough data | 8.9 (78 reviews) | | **Data Unification** | Not enough data | Not enough data | 8.7 (76 reviews) | #### Generative AI | Feature | PyTorch | Torch | SAS Viya | |---|---|---|---| | **AI Text Generation** | Not enough data | Not enough data | Feature Not Available | | **AI Text Summarization** | Not enough data | Not enough data | Feature Not Available | ### Data Quality | Product | Score | Reviews | |---|---|---| | **PyTorch** | N/A | N/A | | **Torch** | N/A | N/A | | **SAS Viya** | 8.9/10 | 71 | #### Functionality | Feature | PyTorch | Torch | SAS Viya | |---|---|---|---| | **Identification** | Not enough data | Not enough data | 8.7 (66 reviews) | | **Correction** | Not enough data | Not enough data | 8.8 (65 reviews) | | **Normalization** | Not enough data | Not enough data | 9.0 (63 reviews) | | **Preventative Cleaning** | Not enough data | Not enough data | 8.8 (63 reviews) | | **Data Matching** | Not enough data | Not enough data | 8.9 (62 reviews) | #### Management | Feature | PyTorch | Torch | SAS Viya | |---|---|---|---| | **Reporting** | Not enough data | Not enough data | 9.2 (65 reviews) | | **Automation** | Not enough data | Not enough data | 9.0 (61 reviews) | | **Quality Audits** | Not enough data | Not enough data | 8.9 (63 reviews) | | **Dashboard** | Not enough data | Not enough data | 9.0 (61 reviews) | | **Governance** | Not enough data | Not enough data | Feature Not Available | #### Generative AI | Feature | PyTorch | Torch | SAS Viya | |---|---|---|---| | **AI Text Generation** | Not enough data | Not enough data | 8.3 (59 reviews) | | **AI Text Summarization** | Not enough data | Not enough data | 8.3 (60 reviews) | ### Big Data | Product | Score | Reviews | |---|---|---| | **PyTorch** | N/A | N/A | | **Torch** | N/A | N/A | | **SAS Viya** | 7.9/10 | 225 | #### Building Reports | Feature | PyTorch | Torch | SAS Viya | |---|---|---|---| | **Data Transformation** | Not enough data | Not enough data | 8.5 (206 reviews) | | **Data Modeling** | Not enough data | Not enough data | 8.5 (200 reviews) | | **WYSIWYG Report Design** | Not enough data | Not enough data | 7.8 (196 reviews) | | **Integration APIs** | Not enough data | Not enough data | 8.0 (199 reviews) | #### Platform | Feature | PyTorch | Torch | SAS Viya | |---|---|---|---| | **Mobile User Support** | Not enough data | Not enough data | Not enough data | | **Customization ** | Not enough data | Not enough data | Not enough data | | **User, Role, and Access Management** | Not enough data | Not enough data | Not enough data | | **Internationalization** | Not enough data | Not enough data | Not enough data | | **Sandbox / Test Environments** | Not enough data | Not enough data | Not enough data | | **Performance and Reliability** | Not enough data | Not enough data | Not enough data | | **Breadth of Partner Applications** | Not enough data | Not enough data | Not enough data | --- ## Categories **Shared Categories (1):** [Machine Learning Software](https://www.g2.com/categories/machine-learning) **Unique to PyTorch (1):** [Artificial Neural Network Software](https://www.g2.com/categories/artificial-neural-network) **Unique to Torch (1):** [Artificial Neural Network Software](https://www.g2.com/categories/artificial-neural-network) **Unique to SAS Viya (14):** [MLOps Platforms](https://www.g2.com/categories/mlops-platforms), [Statistical Analysis Software](https://www.g2.com/categories/statistical-analysis), [Data Governance Tools](https://www.g2.com/categories/data-governance-tools), [Event Stream Processing Software](https://www.g2.com/categories/event-stream-processing), [Data Preparation Software](https://www.g2.com/categories/data-preparation), [Text Analysis Software](https://www.g2.com/categories/text-analysis), [Data Science and Machine Learning Platforms](https://www.g2.com/categories/data-science-and-machine-learning-platforms), [Analytics Platforms](https://www.g2.com/categories/analytics-platforms), [Predictive Analytics Software](https://www.g2.com/categories/predictive-analytics), [Database Management Systems (DBMS)](https://www.g2.com/categories/database-management-systems-dbms), [FP&A Software](https://www.g2.com/categories/fp-a-financial-planning-analysis), [Data Quality Tools](https://www.g2.com/categories/data-quality), [Decision Management Software](https://www.g2.com/categories/decision-management-platforms), [ Low-Code Machine Learning Platforms Software](https://www.g2.com/categories/low-code-machine-learning-platforms) --- ## Reviewer Demographics ### By Company Size | Segment | PyTorch | Torch | SAS Viya | |---|---|---|---| | **Small-Business** | 42.9% | 42.9% | 34.3% | | **Mid-Market** | 38.1% | 14.3% | 31.5% | | **Enterprise** | 19.0% | 42.9% | 34.2% | ### By Industry #### PyTorch - **Computer Software:** 28.6% - **Research:** 14.3% - **Telecommunications:** 9.5% - **Information Technology and Services:** 9.5% - **Automotive:** 9.5% - **Medical Devices:** 4.8% - **Higher Education:** 4.8% - **Financial Services:** 4.8% - **Electrical/Electronic Manufacturing:** 4.8% - **Education Management:** 4.8% - **Other:** 4.8% #### Torch - **Computer Software:** 42.9% - **Information Technology and Services:** 14.3% - **Telecommunications:** 7.1% - **Research:** 7.1% - **Mental Health Care:** 7.1% - **Higher Education:** 7.1% - **Entertainment:** 7.1% - **Computer Games:** 7.1% #### SAS Viya - **Pharmaceuticals:** 12.3% - **Banking:** 8.9% - **Computer Software:** 7.9% - **Higher Education:** 7.9% - **Financial Services:** 6.1% - **Information Technology and Services:** 5.4% - **Hospital & Health Care:** 4.0% - **Consulting:** 3.7% - **Education Management:** 3.4% - **Insurance:** 3.4% - **Other:** 36.9% --- ## Alternatives ### Alternatives to PyTorch - [Gemini Enterprise Agent Platform](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews) — 4.3/5 stars (656 reviews) - [Automation Anywhere Agentic Process Automation](https://www.g2.com/products/automation-anywhere-agentic-process-automation/reviews) — 4.5/5 stars (5561 reviews) - [Demandbase One](https://www.g2.com/products/demandbase-one/reviews) — 4.4/5 stars (1943 reviews) - [Phrase](https://www.g2.com/products/phrase-phrase/reviews) — 4.5/5 stars (1277 reviews) - [DigitalOcean](https://www.g2.com/products/digitalocean/reviews) — 4.6/5 stars (746 reviews) - [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (809 reviews) - [SAP HANA Cloud](https://www.g2.com/products/sap-hana-cloud-2025-10-01/reviews) — 4.3/5 stars (621 reviews) - [Spotfire Analytics](https://www.g2.com/products/spotfire-analytics/reviews) — 4.2/5 stars (362 reviews) - [Aspect Workforce](https://www.g2.com/products/aspect-workforce/reviews) — 4.2/5 stars (315 reviews) - [Prolific](https://www.g2.com/products/prolific/reviews) — 4.6/5 stars (237 reviews) ### Alternatives to Torch - [Automation Anywhere Agentic Process Automation](https://www.g2.com/products/automation-anywhere-agentic-process-automation/reviews) — 4.5/5 stars (5561 reviews) - [Demandbase One](https://www.g2.com/products/demandbase-one/reviews) — 4.4/5 stars (1943 reviews) - [Phrase](https://www.g2.com/products/phrase-phrase/reviews) — 4.5/5 stars (1277 reviews) - [DigitalOcean](https://www.g2.com/products/digitalocean/reviews) — 4.6/5 stars (746 reviews) - [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (809 reviews) - [Gemini Enterprise Agent Platform](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews) — 4.3/5 stars (656 reviews) - [SAP HANA Cloud](https://www.g2.com/products/sap-hana-cloud-2025-10-01/reviews) — 4.3/5 stars (621 reviews) - [Spotfire Analytics](https://www.g2.com/products/spotfire-analytics/reviews) — 4.2/5 stars (362 reviews) - [Aspect Workforce](https://www.g2.com/products/aspect-workforce/reviews) — 4.2/5 stars (315 reviews) - [Prolific](https://www.g2.com/products/prolific/reviews) — 4.6/5 stars (237 reviews) ### Alternatives to SAS Viya - [Databricks](https://www.g2.com/products/databricks/reviews) — 4.6/5 stars (769 reviews) - [Snowflake](https://www.g2.com/products/snowflake/reviews) — 4.6/5 stars (740 reviews) - [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (809 reviews) - [Gemini Enterprise Agent Platform](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews) — 4.3/5 stars (656 reviews) - [SAP HANA Cloud](https://www.g2.com/products/sap-hana-cloud-2025-10-01/reviews) — 4.3/5 stars (621 reviews) - [Altair AI Studio](https://www.g2.com/products/rapidminer-studio/reviews) — 4.6/5 stars (516 reviews) - [IBM SPSS Statistics](https://www.g2.com/products/ibm-spss-statistics/reviews) — 4.2/5 stars (927 reviews) - [Posit](https://www.g2.com/products/posit-posit/reviews) — 4.5/5 stars (570 reviews) - [Microsoft Power BI](https://www.g2.com/products/microsoft-microsoft-power-bi/reviews) — 4.5/5 stars (1622 reviews) - [Tableau](https://www.g2.com/products/tableau/reviews) — 4.4/5 stars (3649 reviews) --- ## Top Discussions ### PyTorch - Title: [What can you do with PyTorch?](https://www.g2.com/discussions/what-can-you-do-with-pytorch) — 1 comment > **Top comment:** "PyTorch is mostly used to train large ML/DL models." - Title: [Do you use Pytorch for? (e.g. NLP, computer vision, reinforcement learning, etc)](https://www.g2.com/discussions/do-you-use-pytorch-for-e-g-nlp-computer-vision-reinforcement-learning-etc) — 1 comment, 1 upvote > **Top comment:** "All of the paradigms for DeepLearning are supported for development by PyTorch " ### Torch No discussions available for this product. ### SAS Viya - Title: [What is SAS Visual Data Mining and Machine Learning used for?](https://www.g2.com/discussions/what-is-sas-visual-data-mining-and-machine-learning-used-for) — 2 comments > **Top comment:** "SAS Visual Data Mining and Machine Learning is mainly used to analyze large data, find patterns, and build predictive models to support better business..." --- **Source:** [G2.com](https://www.g2.com) | [Comparison Page](https://www.g2.com/compare/pytorch-vs-torch-vs-sas-sas-viya)