# Top 10 PyTorch Alternatives & Competitors **Average Rating:** 4.5/5 **Total Number of Reviews:** 23 Research alternative solutions to PyTorch on G2, with real user reviews on competing tools. Other important factors to consider when researching alternatives to PyTorch include tasks. The best overall PyTorch alternative is SAS Viya. Other similar apps like PyTorch are Gemini Enterprise Agent Platform, Automation Anywhere Agentic Process Automation, Demandbase One, and Phrase. PyTorch alternatives can be found in [Machine Learning Software](https://www.g2.com/categories/machine-learning) but may also be in [Analytics Platforms](https://www.g2.com/categories/analytics-platforms) or [Data Science and Machine Learning Platforms](https://www.g2.com/categories/data-science-and-machine-learning-platforms). ## Best Paid & Free Alternatives to PyTorch - [SAS Viya](https://www.g2.com/products/sas-sas-viya/reviews) - [Gemini Enterprise Agent Platform](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews) - [Automation Anywhere Agentic Process Automation](https://www.g2.com/products/automation-anywhere-agentic-process-automation/reviews) - [Demandbase One](https://www.g2.com/products/demandbase-one/reviews) - [Phrase](https://www.g2.com/products/phrase-phrase/reviews) - [Alteryx](https://www.g2.com/products/alteryx/reviews) - [DigitalOcean](https://www.g2.com/products/digitalocean/reviews) - [SAP HANA Cloud](https://www.g2.com/products/sap-hana-cloud-2025-10-01/reviews) - [Spotfire Analytics](https://www.g2.com/products/spotfire-analytics/reviews) - [Aspect Workforce](https://www.g2.com/products/aspect-workforce/reviews) ## Top 10 Alternatives to PyTorch Recently Reviewed By G2 Community Browse options below. Based on reviewer data, you can see how PyTorch stacks up to the competition, check reviews from current & previous users in industries like Computer Software, Automotive, and Financial Services, and find the best product for your business. ### 1. [SAS Viya](https://www.g2.com/products/sas-sas-viya/reviews) By SAS Institute Inc. **Average Rating:** 4.3/5 **Total Reviews:** 818 As a cloud-native AI, analytics and data management platform, SAS Viya enables you to scale cost-effectively, increase productivity and innovate faster, backed by trust and transparency. SAS Viya makes it possible to integrate teams and technology enabling all users to work together successfully to turn critical questions into accurate decisions. Reviewers say compared to PyTorch, SAS Viya is: - More expensive - Better at support Categories in common with PyTorch: [Machine Learning](https://www.g2.com/categories/machine-learning) **Compare:** [PyTorch vs SAS Viya](https://www.g2.com/compare/pytorch-vs-sas-sas-viya) **Compare SAS Viya with other alternatives:** - [SAS Viya vs Gemini Enterprise Agent Platform](https://www.g2.com/compare/gemini-enterprise-agent-platform-vs-sas-sas-viya) - [SAS Viya vs Automation Anywhere Agentic Process Automation](https://www.g2.com/compare/automation-anywhere-agentic-process-automation-vs-sas-sas-viya) - [SAS Viya vs Demandbase One](https://www.g2.com/compare/demandbase-one-vs-sas-sas-viya) - [SAS Viya vs Phrase](https://www.g2.com/compare/phrase-phrase-vs-sas-sas-viya) - [SAS Viya vs Alteryx](https://www.g2.com/compare/alteryx-vs-sas-sas-viya) - [SAS Viya vs DigitalOcean](https://www.g2.com/compare/digitalocean-vs-sas-sas-viya) - [SAS Viya vs SAP HANA Cloud](https://www.g2.com/compare/sap-hana-cloud-2025-10-01-vs-sas-sas-viya) - [SAS Viya vs Spotfire Analytics](https://www.g2.com/compare/sas-sas-viya-vs-spotfire-analytics) - [SAS Viya vs Aspect Workforce](https://www.g2.com/compare/aspect-workforce-vs-sas-sas-viya) ### 2. [Gemini Enterprise Agent Platform](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews) By Google **Average Rating:** 4.3/5 **Total Reviews:** 744 Gemini Enterprise Agent Platform is a managed machine learning (ML) platform that helps you build, train, and deploy ML models faster and easier. It includes a unified UI for the entire ML workflow, as well as a variety of tools and services to help you with every step of the process. Gemini Enterprise Agent Platform Workbench is a cloud-based IDE that is included with Gemini Enterprise Agent Platform. It makes it easy to develop and debug ML code. It provides a variety of features to help you with your ML workflow, such as code completion, linting, and debugging. Gemini Enterprise Agent Platform and Gemini Enterprise Agent Platform Workbench are a powerful combination that can help you accelerate your ML development. With Gemini Enterprise Agent Platform, you can focus on building and training your models, while Gemini Enterprise Agent Platform Workbench takes care of the rest. This frees you up to be more productive and creative, and it helps you get your models into production faster. If you're looking for a powerful and easy-to-use ML platform, then Gemini Enterprise Agent Platform is a great option. With Gemini Enterprise Agent Platform, you can build, train, and deploy ML models faster and easier than ever before. Reviewers say compared to PyTorch, Gemini Enterprise Agent Platform is: - More expensive - Better at support Categories in common with PyTorch: [Machine Learning](https://www.g2.com/categories/machine-learning) **Compare:** [PyTorch vs Gemini Enterprise Agent Platform](https://www.g2.com/compare/gemini-enterprise-agent-platform-vs-pytorch) **Compare Gemini Enterprise Agent Platform with other alternatives:** - [Gemini Enterprise Agent Platform vs SAS Viya](https://www.g2.com/compare/gemini-enterprise-agent-platform-vs-sas-sas-viya) - [Gemini Enterprise Agent Platform vs Automation Anywhere Agentic Process Automation](https://www.g2.com/compare/automation-anywhere-agentic-process-automation-vs-gemini-enterprise-agent-platform) - [Gemini Enterprise Agent Platform vs Demandbase One](https://www.g2.com/compare/demandbase-one-vs-gemini-enterprise-agent-platform) - [Gemini Enterprise Agent Platform vs Phrase](https://www.g2.com/compare/gemini-enterprise-agent-platform-vs-phrase-phrase) - [Gemini Enterprise Agent Platform vs Alteryx](https://www.g2.com/compare/alteryx-vs-gemini-enterprise-agent-platform) - [Gemini Enterprise Agent Platform vs DigitalOcean](https://www.g2.com/compare/digitalocean-vs-gemini-enterprise-agent-platform) - [Gemini Enterprise Agent Platform vs SAP HANA Cloud](https://www.g2.com/compare/gemini-enterprise-agent-platform-vs-sap-hana-cloud-2025-10-01) - [Gemini Enterprise Agent Platform vs Spotfire Analytics](https://www.g2.com/compare/gemini-enterprise-agent-platform-vs-spotfire-analytics) - [Gemini Enterprise Agent Platform vs Aspect Workforce](https://www.g2.com/compare/aspect-workforce-vs-gemini-enterprise-agent-platform) ### 3. [Automation Anywhere Agentic Process Automation](https://www.g2.com/products/automation-anywhere-agentic-process-automation/reviews) By Automation Anywhere **Average Rating:** 4.5/5 **Total Reviews:** 5,626 Automation Anywhere Enterprise is an RPA platform architected for the digital enterprise. Reviewers say compared to PyTorch, Automation Anywhere Agentic Process Automation is: - More expensive - Better at support - More usable Categories in common with PyTorch: [Machine Learning](https://www.g2.com/categories/machine-learning) **Compare:** [PyTorch vs Automation Anywhere Agentic Process Automation](https://www.g2.com/compare/automation-anywhere-agentic-process-automation-vs-pytorch) **Compare Automation Anywhere Agentic Process Automation with other alternatives:** - [Automation Anywhere Agentic Process Automation vs SAS Viya](https://www.g2.com/compare/automation-anywhere-agentic-process-automation-vs-sas-sas-viya) - [Automation Anywhere Agentic Process Automation vs Gemini Enterprise Agent Platform](https://www.g2.com/compare/automation-anywhere-agentic-process-automation-vs-gemini-enterprise-agent-platform) - [Automation Anywhere Agentic Process Automation vs Demandbase One](https://www.g2.com/compare/automation-anywhere-agentic-process-automation-vs-demandbase-one) - [Automation Anywhere Agentic Process Automation vs Phrase](https://www.g2.com/compare/automation-anywhere-agentic-process-automation-vs-phrase-phrase) - [Automation Anywhere Agentic Process Automation vs Alteryx](https://www.g2.com/compare/alteryx-vs-automation-anywhere-agentic-process-automation) - [Automation Anywhere Agentic Process Automation vs DigitalOcean](https://www.g2.com/compare/automation-anywhere-agentic-process-automation-vs-digitalocean) - [Automation Anywhere Agentic Process Automation vs SAP HANA Cloud](https://www.g2.com/compare/automation-anywhere-agentic-process-automation-vs-sap-hana-cloud-2025-10-01) - [Automation Anywhere Agentic Process Automation vs Spotfire Analytics](https://www.g2.com/compare/automation-anywhere-agentic-process-automation-vs-spotfire-analytics) - [Automation Anywhere Agentic Process Automation vs Aspect Workforce](https://www.g2.com/compare/aspect-workforce-vs-automation-anywhere-agentic-process-automation) ### 4. [Demandbase One](https://www.g2.com/products/demandbase-one/reviews) By Demandbase **Average Rating:** 4.4/5 **Total Reviews:** 1,988 The biggest and fastest growing companies in the world rely on Demandbase to drive their ABM and ABX strategies and to maximize their go-to-market performance. With the Demandbase ABX Cloud, fueled by our Account Intelligence, you have one platform to connect your 1st and 3rd party data for one view of the account, making it easy for revenue teams to stay coordinated across the entire buying journey, from prospect to customer. Reviewers say compared to PyTorch, Demandbase One is: - More expensive - Better at support **Compare:** [PyTorch vs Demandbase One](https://www.g2.com/compare/demandbase-one-vs-pytorch) **Compare Demandbase One with other alternatives:** - [Demandbase One vs SAS Viya](https://www.g2.com/compare/demandbase-one-vs-sas-sas-viya) - [Demandbase One vs Gemini Enterprise Agent Platform](https://www.g2.com/compare/demandbase-one-vs-gemini-enterprise-agent-platform) - [Demandbase One vs Automation Anywhere Agentic Process Automation](https://www.g2.com/compare/automation-anywhere-agentic-process-automation-vs-demandbase-one) - [Demandbase One vs Phrase](https://www.g2.com/compare/demandbase-one-vs-phrase-phrase) - [Demandbase One vs Alteryx](https://www.g2.com/compare/alteryx-vs-demandbase-one) - [Demandbase One vs DigitalOcean](https://www.g2.com/compare/demandbase-one-vs-digitalocean) - [Demandbase One vs SAP HANA Cloud](https://www.g2.com/compare/demandbase-one-vs-sap-hana-cloud-2025-10-01) - [Demandbase One vs Spotfire Analytics](https://www.g2.com/compare/demandbase-one-vs-spotfire-analytics) - [Demandbase One vs Aspect Workforce](https://www.g2.com/compare/aspect-workforce-vs-demandbase-one) ### 5. [Phrase](https://www.g2.com/products/phrase-phrase/reviews) By Phrase **Average Rating:** 4.5/5 **Total Reviews:** 1,309 Phrase is the translation management system for global companies wanting to improve localization efficiency. Reviewers say compared to PyTorch, Phrase is: - More expensive - Better at support - More usable Categories in common with PyTorch: [Machine Learning](https://www.g2.com/categories/machine-learning) **Compare:** [PyTorch vs Phrase](https://www.g2.com/compare/phrase-phrase-vs-pytorch) **Compare Phrase with other alternatives:** - [Phrase vs SAS Viya](https://www.g2.com/compare/phrase-phrase-vs-sas-sas-viya) - [Phrase vs Gemini Enterprise Agent Platform](https://www.g2.com/compare/gemini-enterprise-agent-platform-vs-phrase-phrase) - [Phrase vs Automation Anywhere Agentic Process Automation](https://www.g2.com/compare/automation-anywhere-agentic-process-automation-vs-phrase-phrase) - [Phrase vs Demandbase One](https://www.g2.com/compare/demandbase-one-vs-phrase-phrase) - [Phrase vs Alteryx](https://www.g2.com/compare/alteryx-vs-phrase-phrase) - [Phrase vs DigitalOcean](https://www.g2.com/compare/digitalocean-vs-phrase-phrase) - [Phrase vs SAP HANA Cloud](https://www.g2.com/compare/phrase-phrase-vs-sap-hana-cloud-2025-10-01) - [Phrase vs Spotfire Analytics](https://www.g2.com/compare/phrase-phrase-vs-spotfire-analytics) - [Phrase vs Aspect Workforce](https://www.g2.com/compare/aspect-workforce-vs-phrase-phrase) ### 6. [Alteryx](https://www.g2.com/products/alteryx/reviews) By Alteryx **Average Rating:** 4.6/5 **Total Reviews:** 894 Alteryx drives transformational business outcomes through unified analytics, data science, and process automation. Reviewers say compared to PyTorch, Alteryx is: - More expensive - Better at support Categories in common with PyTorch: [Machine Learning](https://www.g2.com/categories/machine-learning) **Compare:** [PyTorch vs Alteryx](https://www.g2.com/compare/alteryx-vs-pytorch) **Compare Alteryx with other alternatives:** - [Alteryx vs SAS Viya](https://www.g2.com/compare/alteryx-vs-sas-sas-viya) - [Alteryx vs Gemini Enterprise Agent Platform](https://www.g2.com/compare/alteryx-vs-gemini-enterprise-agent-platform) - [Alteryx vs Automation Anywhere Agentic Process Automation](https://www.g2.com/compare/alteryx-vs-automation-anywhere-agentic-process-automation) - [Alteryx vs Demandbase One](https://www.g2.com/compare/alteryx-vs-demandbase-one) - [Alteryx vs Phrase](https://www.g2.com/compare/alteryx-vs-phrase-phrase) - [Alteryx vs DigitalOcean](https://www.g2.com/compare/alteryx-vs-digitalocean) - [Alteryx vs SAP HANA Cloud](https://www.g2.com/compare/alteryx-vs-sap-hana-cloud-2025-10-01) - [Alteryx vs Spotfire Analytics](https://www.g2.com/compare/alteryx-vs-spotfire-analytics) - [Alteryx vs Aspect Workforce](https://www.g2.com/compare/alteryx-vs-aspect-workforce) ### 7. [DigitalOcean](https://www.g2.com/products/digitalocean/reviews) By DigitalOcean **Average Rating:** 4.6/5 **Total Reviews:** 756 DigitalOcean provides the best tools to control your virtual server in the cloud. Learn how we deliver the most intuitive interface and features so you can start building your web infrastructure today. Reviewers say compared to PyTorch, DigitalOcean is: - More expensive - More usable - Better at support Categories in common with PyTorch: [Machine Learning](https://www.g2.com/categories/machine-learning) **Compare:** [PyTorch vs DigitalOcean](https://www.g2.com/compare/digitalocean-vs-pytorch) **Compare DigitalOcean with other alternatives:** - [DigitalOcean vs SAS Viya](https://www.g2.com/compare/digitalocean-vs-sas-sas-viya) - [DigitalOcean vs Gemini Enterprise Agent Platform](https://www.g2.com/compare/digitalocean-vs-gemini-enterprise-agent-platform) - [DigitalOcean vs Automation Anywhere Agentic Process Automation](https://www.g2.com/compare/automation-anywhere-agentic-process-automation-vs-digitalocean) - [DigitalOcean vs Demandbase One](https://www.g2.com/compare/demandbase-one-vs-digitalocean) - [DigitalOcean vs Phrase](https://www.g2.com/compare/digitalocean-vs-phrase-phrase) - [DigitalOcean vs Alteryx](https://www.g2.com/compare/alteryx-vs-digitalocean) - [DigitalOcean vs SAP HANA Cloud](https://www.g2.com/compare/digitalocean-vs-sap-hana-cloud-2025-10-01) - [DigitalOcean vs Spotfire Analytics](https://www.g2.com/compare/digitalocean-vs-spotfire-analytics) - [DigitalOcean vs Aspect Workforce](https://www.g2.com/compare/aspect-workforce-vs-digitalocean) ### 8. [SAP HANA Cloud](https://www.g2.com/products/sap-hana-cloud-2025-10-01/reviews) By SAP **Average Rating:** 4.3/5 **Total Reviews:** 620 SAP HANA Cloud is the cloud-native data foundation of SAP Business Technology Platform, it stores, processes and analyzes data in real time at petabyte scale and converges multiple data types in a single system while managing it more efficiently with integrated multitier storage. Reviewers say compared to PyTorch, SAP HANA Cloud is: - More expensive - Better at support Categories in common with PyTorch: [Machine Learning](https://www.g2.com/categories/machine-learning) **Compare:** [PyTorch vs SAP HANA Cloud](https://www.g2.com/compare/pytorch-vs-sap-hana-cloud-2025-10-01) **Compare SAP HANA Cloud with other alternatives:** - [SAP HANA Cloud vs SAS Viya](https://www.g2.com/compare/sap-hana-cloud-2025-10-01-vs-sas-sas-viya) - [SAP HANA Cloud vs Gemini Enterprise Agent Platform](https://www.g2.com/compare/gemini-enterprise-agent-platform-vs-sap-hana-cloud-2025-10-01) - [SAP HANA Cloud vs Automation Anywhere Agentic Process Automation](https://www.g2.com/compare/automation-anywhere-agentic-process-automation-vs-sap-hana-cloud-2025-10-01) - [SAP HANA Cloud vs Demandbase One](https://www.g2.com/compare/demandbase-one-vs-sap-hana-cloud-2025-10-01) - [SAP HANA Cloud vs Phrase](https://www.g2.com/compare/phrase-phrase-vs-sap-hana-cloud-2025-10-01) - [SAP HANA Cloud vs Alteryx](https://www.g2.com/compare/alteryx-vs-sap-hana-cloud-2025-10-01) - [SAP HANA Cloud vs DigitalOcean](https://www.g2.com/compare/digitalocean-vs-sap-hana-cloud-2025-10-01) - [SAP HANA Cloud vs Spotfire Analytics](https://www.g2.com/compare/sap-hana-cloud-2025-10-01-vs-spotfire-analytics) - [SAP HANA Cloud vs Aspect Workforce](https://www.g2.com/compare/aspect-workforce-vs-sap-hana-cloud-2025-10-01) ### 9. [Spotfire Analytics](https://www.g2.com/products/spotfire-analytics/reviews) By Spotfire **Average Rating:** 4.2/5 **Total Reviews:** 362 Self-service data discovery. Fastest to actionable insight. Collaborative, predictive, event-driven data analysis - free from IT. Reviewers say compared to PyTorch, Spotfire Analytics is: - More expensive Categories in common with PyTorch: [Machine Learning](https://www.g2.com/categories/machine-learning) **Compare:** [PyTorch vs Spotfire Analytics](https://www.g2.com/compare/pytorch-vs-spotfire-analytics) **Compare Spotfire Analytics with other alternatives:** - [Spotfire Analytics vs SAS Viya](https://www.g2.com/compare/sas-sas-viya-vs-spotfire-analytics) - [Spotfire Analytics vs Gemini Enterprise Agent Platform](https://www.g2.com/compare/gemini-enterprise-agent-platform-vs-spotfire-analytics) - [Spotfire Analytics vs Automation Anywhere Agentic Process Automation](https://www.g2.com/compare/automation-anywhere-agentic-process-automation-vs-spotfire-analytics) - [Spotfire Analytics vs Demandbase One](https://www.g2.com/compare/demandbase-one-vs-spotfire-analytics) - [Spotfire Analytics vs Phrase](https://www.g2.com/compare/phrase-phrase-vs-spotfire-analytics) - [Spotfire Analytics vs Alteryx](https://www.g2.com/compare/alteryx-vs-spotfire-analytics) - [Spotfire Analytics vs DigitalOcean](https://www.g2.com/compare/digitalocean-vs-spotfire-analytics) - [Spotfire Analytics vs SAP HANA Cloud](https://www.g2.com/compare/sap-hana-cloud-2025-10-01-vs-spotfire-analytics) - [Spotfire Analytics vs Aspect Workforce](https://www.g2.com/compare/aspect-workforce-vs-spotfire-analytics) ### 10. [Aspect Workforce](https://www.g2.com/products/aspect-workforce/reviews) By Aspect Software **Average Rating:** 4.2/5 **Total Reviews:** 315 Aspect Workforce is a high-performance contact center software solution that provides the forecasting, planning, scheduling, employee self-service and real-time agent tracking to ensure that all agents and supervisors are productive, engaged in their work and delivering an exceptional customer experience. Reviewers say compared to PyTorch, Aspect Workforce is: - More expensive **Compare:** [PyTorch vs Aspect Workforce](https://www.g2.com/compare/aspect-workforce-vs-pytorch) **Compare Aspect Workforce with other alternatives:** - [Aspect Workforce vs SAS Viya](https://www.g2.com/compare/aspect-workforce-vs-sas-sas-viya) - [Aspect Workforce vs Gemini Enterprise Agent Platform](https://www.g2.com/compare/aspect-workforce-vs-gemini-enterprise-agent-platform) - [Aspect Workforce vs Automation Anywhere Agentic Process Automation](https://www.g2.com/compare/aspect-workforce-vs-automation-anywhere-agentic-process-automation) - [Aspect Workforce vs Demandbase One](https://www.g2.com/compare/aspect-workforce-vs-demandbase-one) - [Aspect Workforce vs Phrase](https://www.g2.com/compare/aspect-workforce-vs-phrase-phrase) - [Aspect Workforce vs Alteryx](https://www.g2.com/compare/alteryx-vs-aspect-workforce) - [Aspect Workforce vs DigitalOcean](https://www.g2.com/compare/aspect-workforce-vs-digitalocean) - [Aspect Workforce vs SAP HANA Cloud](https://www.g2.com/compare/aspect-workforce-vs-sap-hana-cloud-2025-10-01) - [Aspect Workforce vs Spotfire Analytics](https://www.g2.com/compare/aspect-workforce-vs-spotfire-analytics) --- ## PyTorch Alternatives FAQs ### How does PyTorch compare to SAS Viya? [PyTorch](https://www.g2.com/products/pytorch/reviews) and [SAS Viya](https://www.g2.com/products/sas-sas-viya/reviews) both serve advanced analytics and machine learning needs but cater to different user bases and use cases. PyTorch holds a higher average rating of 4.5/5 from 22 reviews compared to SAS Viya's 4.3/5 from 800 reviews, indicating strong user satisfaction especially in research and prototyping contexts. PyTorch excels in developer-friendliness, dynamic computation graphs, GPU acceleration, and integration with Python workflows, making it highly intuitive for experimentation and debugging. SAS Viya, with extensive feedback from 800 reviews, is praised for its comprehensive analytics suite, ease of use for both technical and non-technical users, cloud-native architecture, scalability, and strong integration with multiple programming languages including Python and R. It offers powerful in-memory processing, advanced AI/ML capabilities, and enterprise-grade governance. SAS Viya scores higher in dimensions such as Ease of Admin (8.0 vs. no direct PyTorch score), Better at Support (8.4 vs. 7.9), and Easier to Do Business With (8.2), reflecting its enterprise readiness and support infrastructure. Users highlight its drag-and-drop interfaces, visual analytics, and seamless workflow from data preparation to model deployment. While PyTorch is favored for research flexibility and Pythonic design, SAS Viya is chosen for its all-in-one platform capabilities, scalability, and suitability for large-scale, regulated environments. SAS Viya’s complexity and cost are noted drawbacks, whereas PyTorch’s deployment and production scaling require more manual configuration. Overall, PyTorch suits research and development with a 4.5-star rating across 22 reviews, while SAS Viya supports enterprise analytics with a 4.3-star rating from 800 reviews, emphasizing usability and comprehensive features. ### What are the best alternatives to PyTorch? The best alternatives to PyTorch include [SAS Viya](https://www.g2.com/products/sas-sas-viya/reviews) (4.3/5 with 800 reviews), [Gemini Enterprise Agent Platform](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews) (4.3/5 with 658 reviews), [Automation Anywhere Agentic Process Automation](https://www.g2.com/products/automation-anywhere-agentic-process-automation/reviews) (4.5/5 with 5569 reviews), and [Demandbase One](https://www.g2.com/products/demandbase-one/reviews) (4.4/5 with 1961 reviews). These platforms excel in areas such as ease of use, integrated AI and machine learning workflows, automation capabilities, and comprehensive account-based marketing solutions. ### What features do alternatives offer that PyTorch does not? Alternatives to PyTorch offer features such as integrated AI lifecycle management, enterprise-grade governance, low-code/no-code interfaces, advanced automation with AI-driven decision-making, unified account-based marketing platforms, and seamless cloud-native scalability that PyTorch does not natively provide. ### Which Machine Learning tools do reviewers recommend instead of PyTorch? Reviewers recommend [SAS Viya](https://www.g2.com/products/sas-sas-viya/reviews) for its cloud-native AI and analytics platform that integrates data management and advanced analytics with ease of use and scalability. [Gemini Enterprise Agent Platform](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews) is favored for its managed ML platform with unified UI, model management, and enterprise-grade governance. [Automation Anywhere Agentic Process Automation](https://www.g2.com/products/automation-anywhere-agentic-process-automation/reviews) is recommended for its AI-powered intelligent automation, low-code development, and autonomous decision-making bots that enhance operational efficiency. [Demandbase One](https://www.g2.com/products/demandbase-one/reviews) is preferred for its unified ABM platform combining intent data, account intelligence, and sales-marketing alignment to drive targeted engagement and revenue growth. ### Why do users choose SAS Viya over PyTorch? Users choose [SAS Viya](https://www.g2.com/products/sas-sas-viya/reviews) over [PyTorch](https://www.g2.com/products/pytorch/reviews) primarily for its comprehensive, enterprise-grade analytics platform that integrates data preparation, advanced analytics, AI, and visualization in a single cloud-native environment. SAS Viya’s 800 reviews highlight its ease of use for both coders and non-coders, with 234 mentions praising its user-friendliness and 175 noting its rich feature set. Its scalability and performance efficiency enable handling of large datasets and complex models, which is critical for regulated industries and large organizations. SAS Viya supports multiple programming languages (Python, R, SAS) with seamless integration, enabling collaboration across diverse teams. It offers strong governance, model management, and deployment capabilities, which are essential for enterprise compliance and operational efficiency. The platform’s drag-and-drop interfaces and automated machine learning features reduce coding requirements, making it accessible to users with varying technical skills. Additionally, SAS Viya’s cloud-native architecture and in-memory processing provide faster analytics and model deployment compared to traditional SAS environments. Users value SAS Viya’s robust support (8.4 vs. PyTorch’s 7.9 in support dimension), easier administration (8.0 Ease of Admin score), and overall business friendliness (8.2 Easier to Do Business With score). 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