# Anaconda Platform, SOLIDWORKS, Amazon SageMaker vs Azure Machine Learning Comparison | | Anaconda Platform | SOLIDWORKS | Amazon SageMaker | Azure Machine Learning | |---|---|---|---|---| | **Star Rating** | 4.5 out of 5 | 4.5 out of 5 | 4.3 out of 5 | 4.3 out of 5 | | **Total Reviews** | 241 | 643 | 54 | 90 | | **Largest Market Segment** | Small-Business (44.4% of reviews) | Small-Business (44.3% of reviews) | Enterprise (35.4% of reviews) | Enterprise (40.2% of reviews) | | **Entry Level Price** | Free 1 User With One-Time Purchase | No pricing available | No pricing available | No pricing available | --- ## Top Pros & Cons ### Anaconda Platform Pros: - Ease of Use (74 reviews) - Setup Ease (39 reviews) Cons: - Data Management Issues (11 reviews) - Slow Performance (11 reviews) ### SOLIDWORKS Pros: - Ease of Use (37 reviews) - Features (29 reviews) Cons: - Performance Issues (17 reviews) - Slow Performance (15 reviews) ### Amazon SageMaker Pros: - Ease of Use (3 reviews) - AI Integration (2 reviews) Cons: - Expensive (3 reviews) - Complexity (2 reviews) ### Azure Machine Learning Pros: - Ease of Use (3 reviews) - Features (3 reviews) Cons: - Learning Curve (3 reviews) - Difficult Navigation (2 reviews) --- ## Ratings Comparison | Rating | Anaconda Platform | SOLIDWORKS | Amazon SageMaker | Azure Machine Learning | |---|---|---|---|---| | **Meets Requirements** | 9.0 (148 reviews) | 8.8 (535 reviews) | 8.7 (43 reviews) | 8.5 (83 reviews) | | **Ease of Use** | 8.7 (156 reviews) | 8.6 (540 reviews) | 8.3 (44 reviews) | 8.5 (82 reviews) | | **Ease of Setup** | 8.4 (83 reviews) | 8.3 (112 reviews) | 8.5 (31 reviews) | 8.3 (59 reviews) | | **Ease of Admin** | 8.7 (23 reviews) | 8.0 (47 reviews) | 8.4 (20 reviews) | 8.3 (49 reviews) | | **Quality of Support** | 8.4 (129 reviews) | 8.2 (475 reviews) | 8.6 (38 reviews) | 8.6 (76 reviews) | | **Has the product been a good partner in doing business?** | 9.1 (21 reviews) | 8.3 (47 reviews) | 9.2 (20 reviews) | 8.6 (47 reviews) | | **Product Direction (% positive)** | 9.2 (139 reviews) | 8.6 (529 reviews) | 9.1 (40 reviews) | 9.0 (81 reviews) | --- ## Pricing ### Anaconda Platform #### Entry-Level Pricing Plan: Free Price: Free 1 User With One-Time Purchase Key Features: - Basic workspace for the student or practitioner - 5GB for shareable, cloud-hosted notebooks - Thousands of curated packages [Browse all 4 editions](https://www.g2.com/products/anaconda-platform/pricing) #### Free Trial Yes ### SOLIDWORKS #### Entry-Level Pricing No pricing available #### Free Trial No information available ### Amazon SageMaker #### Entry-Level Pricing No pricing available #### Free Trial No information available ### Azure Machine Learning #### Entry-Level Pricing No pricing available #### Free Trial No information available --- ## Features Comparison By Category ### Computer-Aided Manufacturing (CAM) | Product | Score | Reviews | |---|---|---| | **Anaconda Platform** | N/A | N/A | | **SOLIDWORKS** | 8.7/10 | 53 | | **Amazon SageMaker** | N/A | N/A | | **Azure Machine Learning** | N/A | N/A | #### CAD to CAM | Feature | Anaconda Platform | SOLIDWORKS | Amazon SageMaker | Azure Machine Learning | |---|---|---|---|---| | **CAD-CAM Import** | Not enough data | 9.0 (42 reviews) | Not enough data | Not enough data | | **CAM Data Exchange** | Not enough data | 8.8 (42 reviews) | Not enough data | Not enough data | | **CAD/CAM Compatibility** | Not enough data | 8.9 (43 reviews) | Not enough data | Not enough data | #### CNC Programming | Feature | Anaconda Platform | SOLIDWORKS | Amazon SageMaker | Azure Machine Learning | |---|---|---|---|---| | **CNC Workflows** | Not enough data | 8.7 (39 reviews) | Not enough data | Not enough data | | **CNC Feature Recognition** | Not enough data | 8.6 (38 reviews) | Not enough data | Not enough data | | **Programming Control** | Not enough data | 8.4 (37 reviews) | Not enough data | Not enough data | #### Machining | Feature | Anaconda Platform | SOLIDWORKS | Amazon SageMaker | Azure Machine Learning | |---|---|---|---|---| | **Job Set-up** | Not enough data | 8.6 (39 reviews) | Not enough data | Not enough data | | **Operations** | Not enough data | 8.7 (39 reviews) | Not enough data | Not enough data | | **Tooling and Toolpaths** | Not enough data | 8.8 (39 reviews) | Not enough data | Not enough data | ### General-Purpose CAD | Product | Score | Reviews | |---|---|---| | **Anaconda Platform** | N/A | N/A | | **SOLIDWORKS** | 8.8/10 | 112 | | **Amazon SageMaker** | N/A | N/A | | **Azure Machine Learning** | N/A | N/A | #### Design | Feature | Anaconda Platform | SOLIDWORKS | Amazon SageMaker | Azure Machine Learning | |---|---|---|---|---| | **Drawing** | Not enough data | 9.5 (107 reviews) | Not enough data | Not enough data | | **Modeling** | Not enough data | 9.4 (107 reviews) | Not enough data | Not enough data | | **Visualize ** | Not enough data | 9.2 (103 reviews) | Not enough data | Not enough data | | **Rendering** | Not enough data | 8.1 (100 reviews) | Not enough data | Not enough data | #### Edit | Feature | Anaconda Platform | SOLIDWORKS | Amazon SageMaker | Azure Machine Learning | |---|---|---|---|---| | **File Import ** | Not enough data | 8.5 (98 reviews) | Not enough data | Not enough data | | **Push/Pull** | Not enough data | 8.4 (90 reviews) | Not enough data | Not enough data | | **Views** | Not enough data | 9.3 (101 reviews) | Not enough data | Not enough data | | **Grips ** | Not enough data | 8.3 (85 reviews) | Not enough data | Not enough data | #### Collaboration | Feature | Anaconda Platform | SOLIDWORKS | Amazon SageMaker | Azure Machine Learning | |---|---|---|---|---| | **Annotate** | Not enough data | 8.6 (94 reviews) | Not enough data | Not enough data | | **Documentation ** | Not enough data | 9.0 (96 reviews) | Not enough data | Not enough data | | **Data Extract** | Not enough data | 8.4 (90 reviews) | Not enough data | Not enough data | ### CAD Libraries | Product | Score | Reviews | |---|---|---| | **Anaconda Platform** | N/A | N/A | | **SOLIDWORKS** | 8.9/10 | 35 | | **Amazon SageMaker** | N/A | N/A | | **Azure Machine Learning** | N/A | N/A | #### Library | Feature | Anaconda Platform | SOLIDWORKS | Amazon SageMaker | Azure Machine Learning | |---|---|---|---|---| | **Categorize** | Not enough data | 8.9 (29 reviews) | Not enough data | Not enough data | | **Search** | Not enough data | 8.6 (28 reviews) | Not enough data | Not enough data | | **Deduplication** | Not enough data | 8.4 (28 reviews) | Not enough data | Not enough data | | **Feedback** | Not enough data | 8.6 (23 reviews) | Not enough data | Not enough data | #### CAD | Feature | Anaconda Platform | SOLIDWORKS | Amazon SageMaker | Azure Machine Learning | |---|---|---|---|---| | **Types** | Not enough data | 8.8 (24 reviews) | Not enough data | Not enough data | | **Models** | Not enough data | 9.4 (30 reviews) | Not enough data | Not enough data | | **Compatibility** | Not enough data | 9.1 (29 reviews) | Not enough data | Not enough data | #### Integration | Feature | Anaconda Platform | SOLIDWORKS | Amazon SageMaker | Azure Machine Learning | |---|---|---|---|---| | **Catalogs** | Not enough data | 8.5 (26 reviews) | Not enough data | Not enough data | | **CAD & PLM** | Not enough data | 9.6 (29 reviews) | Not enough data | Not enough data | | **ERP** | Not enough data | 8.6 (25 reviews) | Not enough data | Not enough data | ### CAD Data Exchange | Product | Score | Reviews | |---|---|---| | **Anaconda Platform** | N/A | N/A | | **SOLIDWORKS** | 8.8/10 | 34 | | **Amazon SageMaker** | N/A | N/A | | **Azure Machine Learning** | N/A | N/A | #### Data | Feature | Anaconda Platform | SOLIDWORKS | Amazon SageMaker | Azure Machine Learning | |---|---|---|---|---| | **3D Format** | Not enough data | 9.3 (29 reviews) | Not enough data | Not enough data | | **Data Quality** | Not enough data | 8.8 (27 reviews) | Not enough data | Not enough data | | **Extra Information** | Not enough data | 8.3 (26 reviews) | Not enough data | Not enough data | | **Standard Format** | Not enough data | 9.0 (27 reviews) | Not enough data | Not enough data | | **Translate** | Not enough data | 8.3 (24 reviews) | Not enough data | Not enough data | | **Validation** | Not enough data | 8.7 (25 reviews) | Not enough data | Not enough data | #### Logistics | Feature | Anaconda Platform | SOLIDWORKS | Amazon SageMaker | Azure Machine Learning | |---|---|---|---|---| | **Integrate** | Not enough data | 9.1 (25 reviews) | Not enough data | Not enough data | ### Additive Manufacturing | Product | Score | Reviews | |---|---|---| | **Anaconda Platform** | N/A | N/A | | **SOLIDWORKS** | 7.9/10 | 66 | | **Amazon SageMaker** | N/A | N/A | | **Azure Machine Learning** | N/A | N/A | #### File Support - Additive Manufacturing | Feature | Anaconda Platform | SOLIDWORKS | Amazon SageMaker | Azure Machine Learning | |---|---|---|---|---| | **STL Compatible** | Not enough data | 8.7 (61 reviews) | Not enough data | Not enough data | | **3MF Compatible** | Not enough data | 8.5 (47 reviews) | Not enough data | Not enough data | | **OBJ Compatible** | Not enough data | 8.4 (52 reviews) | Not enough data | Not enough data | #### File Editing - Additive Manufacturing | Feature | Anaconda Platform | SOLIDWORKS | Amazon SageMaker | Azure Machine Learning | |---|---|---|---|---| | **Mesh Repair** | Not enough data | 7.5 (55 reviews) | Not enough data | Not enough data | | **File Editing** | Not enough data | 8.6 (60 reviews) | Not enough data | Not enough data | #### Software Integrations - Additive Manufacturing | Feature | Anaconda Platform | SOLIDWORKS | Amazon SageMaker | Azure Machine Learning | |---|---|---|---|---| | **Standalone Slicer** | Not enough data | 7.6 (49 reviews) | Not enough data | Not enough data | | **Inetgrated 3D Modeling** | Not enough data | 8.8 (58 reviews) | Not enough data | Not enough data | #### Software Type - Additive Manufacturing | Feature | Anaconda Platform | SOLIDWORKS | Amazon SageMaker | Azure Machine Learning | |---|---|---|---|---| | **Cloud-based Platform** | Not enough data | 7.7 (48 reviews) | Not enough data | Not enough data | | **Downloadable Application** | Not enough data | 8.6 (53 reviews) | Not enough data | Not enough data | #### Generative AI - Additive Manufacturing | Feature | Anaconda Platform | SOLIDWORKS | Amazon SageMaker | Azure Machine Learning | |---|---|---|---|---| | **AI Text-to-Image** | Not enough data | 6.0 (20 reviews) | Not enough data | Not enough data | | **AI Text-to-3D** | Not enough data | 6.1 (20 reviews) | Not enough data | Not enough data | #### Building Preparation - Additive Manufacturing | Feature | Anaconda Platform | SOLIDWORKS | Amazon SageMaker | Azure Machine Learning | |---|---|---|---|---| | **Material Management** | Not enough data | Not enough data | Not enough data | Not enough data | | **Building Simulation** | Not enough data | Not enough data | Not enough data | Not enough data | | **Slicing Optimization** | Not enough data | Not enough data | Not enough data | Not enough data | ### MLOps Platforms | Product | Score | Reviews | |---|---|---| | **Anaconda Platform** | N/A | N/A | | **SOLIDWORKS** | N/A | N/A | | **Amazon SageMaker** | N/A | N/A | | **Azure Machine Learning** | N/A | N/A | #### Deployment | Feature | Anaconda Platform | SOLIDWORKS | Amazon SageMaker | Azure Machine Learning | |---|---|---|---|---| | **Language Flexibility** | Not enough data | Not enough data | Not enough data | Not enough data | | **Framework Flexibility** | Not enough data | Not enough data | Not enough data | Not enough data | | **Versioning** | Not enough data | Not enough data | Not enough data | Not enough data | | **Ease of Deployment** | Not enough data | Not enough data | Not enough data | Not enough data | | **Scalability** | Not enough data | Not enough data | Not enough data | Not enough data | #### Deployment | Feature | Anaconda Platform | SOLIDWORKS | Amazon SageMaker | Azure Machine Learning | |---|---|---|---|---| | **Language Flexibility** | Not enough data | Not enough data | Not enough data | Not enough data | | **Framework Flexibility** | Not enough data | Not enough data | Not enough data | Not enough data | | **Versioning** | Not enough data | Not enough data | Not enough data | Not enough data | | **Ease of Deployment** | Not enough data | Not enough data | Not enough data | Not enough data | | **Scalability** | Not enough data | Not enough data | Not enough data | Not enough data | #### Management | Feature | Anaconda Platform | SOLIDWORKS | Amazon SageMaker | Azure Machine Learning | |---|---|---|---|---| | **Cataloging** | Not enough data | Not enough data | Not enough data | Not enough data | | **Monitoring** | Not enough data | Not enough data | Not enough data | Not enough data | | **Governing** | Not enough data | Not enough data | Not enough data | Not enough data | | **Model Registry** | Not enough data | Not enough data | Not enough data | Not enough data | #### Operations | Feature | Anaconda Platform | SOLIDWORKS | Amazon SageMaker | Azure Machine Learning | |---|---|---|---|---| | **Metrics** | Not enough data | Not enough data | Not enough data | Not enough data | | **Infrastructure management** | Not enough data | Not enough data | Not enough data | Not enough data | | **Collaboration** | Not enough data | Not enough data | Not enough data | Not enough data | #### Management | Feature | Anaconda Platform | SOLIDWORKS | Amazon SageMaker | Azure Machine Learning | |---|---|---|---|---| | **Cataloging** | Not enough data | Not enough data | Not enough data | Not enough data | | **Monitoring** | Not enough data | Not enough data | Not enough data | Not enough data | | **Governing** | Not enough data | Not enough data | Not enough data | Not enough data | #### Generative AI | Feature | Anaconda Platform | SOLIDWORKS | Amazon SageMaker | Azure Machine Learning | |---|---|---|---|---| | **AI Text Generation** | Not enough data | Not enough data | Not enough data | Not enough data | | **AI Text Summarization** | Not enough data | Not enough data | Not enough data | Not enough data | ### CAD Viewers | Product | Score | Reviews | |---|---|---| | **Anaconda Platform** | N/A | N/A | | **SOLIDWORKS** | 9.0/10 | 49 | | **Amazon SageMaker** | N/A | N/A | | **Azure Machine Learning** | N/A | N/A | #### File Options | Feature | Anaconda Platform | SOLIDWORKS | Amazon SageMaker | Azure Machine Learning | |---|---|---|---|---| | **Import files** | Not enough data | 8.9 (44 reviews) | Not enough data | Not enough data | | **Export files** | Not enough data | 9.1 (43 reviews) | Not enough data | Not enough data | | **View 2D files** | Not enough data | 9.1 (43 reviews) | Not enough data | Not enough data | | **View 3D files** | Not enough data | 9.3 (44 reviews) | Not enough data | Not enough data | | **Batch convert files** | Not enough data | 8.3 (35 reviews) | Not enough data | Not enough data | | **File size** | Not enough data | 8.3 (41 reviews) | Not enough data | Not enough data | #### Tools | Feature | Anaconda Platform | SOLIDWORKS | Amazon SageMaker | Azure Machine Learning | |---|---|---|---|---| | **Dimensioning tools** | Not enough data | 9.5 (43 reviews) | Not enough data | Not enough data | | **Change units** | Not enough data | 9.1 (41 reviews) | Not enough data | Not enough data | | **3D/solid modeling tools** | Not enough data | 9.2 (43 reviews) | Not enough data | Not enough data | #### Design | Feature | Anaconda Platform | SOLIDWORKS | Amazon SageMaker | Azure Machine Learning | |---|---|---|---|---| | **Drawing** | Not enough data | 9.4 (43 reviews) | Not enough data | Not enough data | ### PCB Design | Product | Score | Reviews | |---|---|---| | **Anaconda Platform** | N/A | N/A | | **SOLIDWORKS** | 8.2/10 | 15 | | **Amazon SageMaker** | N/A | N/A | | **Azure Machine Learning** | N/A | N/A | #### Design | Feature | Anaconda Platform | SOLIDWORKS | Amazon SageMaker | Azure Machine Learning | |---|---|---|---|---| | **PCB layout editing** | Not enough data | 7.9 (12 reviews) | Not enough data | Not enough data | | **Schematic editor** | Not enough data | 7.8 (12 reviews) | Not enough data | Not enough data | #### Tools | Feature | Anaconda Platform | SOLIDWORKS | Amazon SageMaker | Azure Machine Learning | |---|---|---|---|---| | **3D modeling tools** | Not enough data | 9.2 (13 reviews) | Not enough data | Not enough data | | **Component placement** | Not enough data | 8.7 (13 reviews) | Not enough data | Not enough data | #### Library | Feature | Anaconda Platform | SOLIDWORKS | Amazon SageMaker | Azure Machine Learning | |---|---|---|---|---| | **Component libraries** | Not enough data | 8.2 (13 reviews) | Not enough data | Not enough data | #### Platform | Feature | Anaconda Platform | SOLIDWORKS | Amazon SageMaker | Azure Machine Learning | |---|---|---|---|---| | **Board size** | Not enough data | 8.6 (13 reviews) | Not enough data | Not enough data | | **Layers** | Not enough data | 8.1 (12 reviews) | Not enough data | Not enough data | #### Customization | Feature | Anaconda Platform | SOLIDWORKS | Amazon SageMaker | Azure Machine Learning | |---|---|---|---|---| | **Custom commands** | Not enough data | 7.8 (12 reviews) | Not enough data | Not enough data | | **Custom interface** | Not enough data | 8.3 (12 reviews) | Not enough data | Not enough data | ### Simulation & CAE | Product | Score | Reviews | |---|---|---| | **Anaconda Platform** | N/A | N/A | | **SOLIDWORKS** | 8.2/10 | 64 | | **Amazon SageMaker** | N/A | N/A | | **Azure Machine Learning** | N/A | N/A | #### Design | Feature | Anaconda Platform | SOLIDWORKS | Amazon SageMaker | Azure Machine Learning | |---|---|---|---|---| | **3D/solid modeling Tools** | Not enough data | 9.2 (62 reviews) | Not enough data | Not enough data | | **Drawing Tools** | Not enough data | 9.0 (62 reviews) | Not enough data | Not enough data | | **Editing Tools** | Not enough data | 8.8 (62 reviews) | Not enough data | Not enough data | | **Rendering tools** | Not enough data | 7.7 (60 reviews) | Not enough data | Not enough data | #### Tools | Feature | Anaconda Platform | SOLIDWORKS | Amazon SageMaker | Azure Machine Learning | |---|---|---|---|---| | **Fluid analysis** | Not enough data | 8.0 (54 reviews) | Not enough data | Not enough data | | **Finite element analysis** | Not enough data | 7.9 (56 reviews) | Not enough data | Not enough data | | **Multibody dynamics** | Not enough data | 7.4 (49 reviews) | Not enough data | Not enough data | #### Work | Feature | Anaconda Platform | SOLIDWORKS | Amazon SageMaker | Azure Machine Learning | |---|---|---|---|---| | **Discrete event modeling** | Not enough data | 7.6 (41 reviews) | Not enough data | Not enough data | | **Continuous event modeling** | Not enough data | 7.8 (42 reviews) | Not enough data | Not enough data | | **Mechanical event simulation** | Not enough data | 8.3 (51 reviews) | Not enough data | Not enough data | | **Manufacturing process simulation** | Not enough data | 8.1 (44 reviews) | Not enough data | Not enough data | | **Integrate** | Not enough data | 8.4 (47 reviews) | Not enough data | Not enough data | #### Environment | Feature | Anaconda Platform | SOLIDWORKS | Amazon SageMaker | Azure Machine Learning | |---|---|---|---|---| | **Hardware support** | Not enough data | 8.3 (53 reviews) | Not enough data | Not enough data | | **Task** | Not enough data | 8.4 (51 reviews) | Not enough data | Not enough data | | **Manage Multiple Profiles** | Not enough data | 8.2 (49 reviews) | Not enough data | Not enough data | | **Command Clarity** | Not enough data | 8.6 (53 reviews) | Not enough data | Not enough data | ### Data Science and Machine Learning Platforms | Product | Score | Reviews | |---|---|---| | **Anaconda Platform** | 8.1/10 | 131 | | **SOLIDWORKS** | N/A | N/A | | **Amazon SageMaker** | 8.8/10 | 43 | | **Azure Machine Learning** | 8.4/10 | 58 | #### System | Feature | Anaconda Platform | SOLIDWORKS | Amazon SageMaker | Azure Machine Learning | |---|---|---|---|---| | **Data Ingestion & Wrangling** | 8.6 (109 reviews) | Not enough data | 8.4 (21 reviews) | 8.7 (23 reviews) | #### Model Development | Feature | Anaconda Platform | SOLIDWORKS | Amazon SageMaker | Azure Machine Learning | |---|---|---|---|---| | **Language Support** | 8.5 (110 reviews) | Not enough data | 8.8 (30 reviews) | 8.6 (51 reviews) | | **Drag and Drop** | 7.8 (103 reviews) | Not enough data | 8.2 (28 reviews) | 8.9 (54 reviews) | | **Pre-Built Algorithms** | 8.2 (110 reviews) | Not enough data | 8.3 (33 reviews) | 8.3 (53 reviews) | | **Model Training** | 8.5 (114 reviews) | Not enough data | 8.9 (34 reviews) | 8.7 (52 reviews) | #### Model Development | Feature | Anaconda Platform | SOLIDWORKS | Amazon SageMaker | Azure Machine Learning | |---|---|---|---|---| | **Feature Engineering** | 8.3 (102 reviews) | Not enough data | 8.4 (19 reviews) | 8.4 (21 reviews) | #### Machine/Deep Learning Services | Feature | Anaconda Platform | SOLIDWORKS | Amazon SageMaker | Azure Machine Learning | |---|---|---|---|---| | **Computer Vision** | 8.3 (106 reviews) | Not enough data | 8.9 (26 reviews) | 8.1 (45 reviews) | | **Natural Language Processing** | 8.6 (108 reviews) | Not enough data | 9.1 (28 reviews) | 7.9 (45 reviews) | | **Natural Language Generation** | 8.4 (106 reviews) | Not enough data | 8.9 (25 reviews) | 7.8 (38 reviews) | | **Artificial Neural Networks** | 8.4 (104 reviews) | Not enough data | 9.0 (28 reviews) | 8.2 (42 reviews) | #### Machine/Deep Learning Services | Feature | Anaconda Platform | SOLIDWORKS | Amazon SageMaker | Azure Machine Learning | |---|---|---|---|---| | **Natural Language Understanding** | 8.5 (100 reviews) | Not enough data | 9.2 (17 reviews) | 8.7 (21 reviews) | | **Deep Learning** | 8.4 (97 reviews) | Not enough data | 9.2 (18 reviews) | 8.5 (21 reviews) | #### Deployment | Feature | Anaconda Platform | SOLIDWORKS | Amazon SageMaker | Azure Machine Learning | |---|---|---|---|---| | **Managed Service** | 8.2 (108 reviews) | Not enough data | 8.8 (37 reviews) | 8.8 (51 reviews) | | **Application** | 8.5 (112 reviews) | Not enough data | 8.7 (35 reviews) | 8.7 (52 reviews) | | **Scalability** | 8.3 (111 reviews) | Not enough data | 9.0 (35 reviews) | 8.9 (51 reviews) | #### Generative AI | Feature | Anaconda Platform | SOLIDWORKS | Amazon SageMaker | Azure Machine Learning | |---|---|---|---|---| | **AI Text Generation** | 8.2 (56 reviews) | Not enough data | 8.6 (6 reviews) | 8.5 (10 reviews) | | **AI Text Summarization** | 7.7 (53 reviews) | Not enough data | 9.2 (6 reviews) | 8.2 (10 reviews) | | **AI Text-to-Image** | 6.9 (53 reviews) | Not enough data | 8.3 (5 reviews) | 7.5 (10 reviews) | #### Agentic AI - Data Science and Machine Learning Platforms | Feature | Anaconda Platform | SOLIDWORKS | Amazon SageMaker | Azure Machine Learning | |---|---|---|---|---| | **Autonomous Task Execution** | 7.3 (41 reviews) | Not enough data | Not enough data | Not enough data | | **Multi-step Planning** | 7.4 (41 reviews) | Not enough data | Not enough data | Not enough data | | **Cross-system Integration** | 7.9 (41 reviews) | Not enough data | 9.0 (5 reviews) | Not enough data | | **Adaptive Learning** | 7.7 (40 reviews) | Not enough data | Not enough data | Not enough data | | **Natural Language Interaction** | 7.9 (39 reviews) | Not enough data | Not enough data | Not enough data | | **Proactive Assistance** | 7.3 (42 reviews) | Not enough data | Not enough data | Not enough data | | **Decision Making** | 7.5 (41 reviews) | Not enough data | Not enough data | Not enough data | ### Generative AI Infrastructure | Product | Score | Reviews | |---|---|---| | **Anaconda Platform** | N/A | N/A | | **SOLIDWORKS** | N/A | N/A | | **Amazon SageMaker** | N/A | N/A | | **Azure Machine Learning** | N/A | N/A | #### Scalability and Performance - Generative AI Infrastructure | Feature | Anaconda Platform | SOLIDWORKS | Amazon SageMaker | Azure Machine Learning | |---|---|---|---|---| | **AI High Availability** | Not enough data | Not enough data | Not enough data | Not enough data | | **AI Model Training Scalability** | Not enough data | Not enough data | Not enough data | Not enough data | | **AI Inference Speed** | Not enough data | Not enough data | Not enough data | Not enough data | #### Cost and Efficiency - Generative AI Infrastructure | Feature | Anaconda Platform | SOLIDWORKS | Amazon SageMaker | Azure Machine Learning | |---|---|---|---|---| | **AI Cost per API Call** | Not enough data | Not enough data | Not enough data | Not enough data | | **AI Resource Allocation Flexibility** | Not enough data | Not enough data | Not enough data | Not enough data | | **AI Energy Efficiency** | Not enough data | Not enough data | Not enough data | Not enough data | #### Integration and Extensibility - Generative AI Infrastructure | Feature | Anaconda Platform | SOLIDWORKS | Amazon SageMaker | Azure Machine Learning | |---|---|---|---|---| | **AI Multi-cloud Support** | Not enough data | Not enough data | Not enough data | Not enough data | | **AI Data Pipeline Integration** | Not enough data | Not enough data | Not enough data | Not enough data | | **AI API Support and Flexibility** | Not enough data | Not enough data | Not enough data | Not enough data | #### Security and Compliance - Generative AI Infrastructure | Feature | Anaconda Platform | SOLIDWORKS | Amazon SageMaker | Azure Machine Learning | |---|---|---|---|---| | **AI GDPR and Regulatory Compliance** | Not enough data | Not enough data | Not enough data | Not enough data | | **AI Role-based Access Control** | Not enough data | Not enough data | Not enough data | Not enough data | | **AI Data Encryption** | Not enough data | Not enough data | Not enough data | Not enough data | #### Usability and Support - Generative AI Infrastructure | Feature | Anaconda Platform | SOLIDWORKS | Amazon SageMaker | Azure Machine Learning | |---|---|---|---|---| | **AI Documentation Quality** | Not enough data | Not enough data | Not enough data | Not enough data | | **AI Community Activity** | Not enough data | Not enough data | Not enough data | Not enough data | ### Mechanical Computer-aided Design (MCAD) | Product | Score | Reviews | |---|---|---| | **Anaconda Platform** | N/A | N/A | | **SOLIDWORKS** | 8.4/10 | 45 | | **Amazon SageMaker** | N/A | N/A | | **Azure Machine Learning** | N/A | N/A | #### Tools - Mechanical Computer-aided Design (MCAD) | Feature | Anaconda Platform | SOLIDWORKS | Amazon SageMaker | Azure Machine Learning | |---|---|---|---|---| | **3D/solid modeling Tools** | Not enough data | 9.4 (36 reviews) | Not enough data | Not enough data | | **Rendering Tools** | Not enough data | 8.7 (28 reviews) | Not enough data | Not enough data | | **Drawing Tools** | Not enough data | 9.2 (30 reviews) | Not enough data | Not enough data | | **Editing Tools** | Not enough data | 9.1 (26 reviews) | Not enough data | Not enough data | | **Text Editing Tools** | Not enough data | 7.7 (25 reviews) | Not enough data | Not enough data | #### File Options - Mechanical Computer-aided Design (MCAD) | Feature | Anaconda Platform | SOLIDWORKS | Amazon SageMaker | Azure Machine Learning | |---|---|---|---|---| | **Export Files** | Not enough data | 8.6 (31 reviews) | Not enough data | Not enough data | | **Import Files** | Not enough data | 8.6 (27 reviews) | Not enough data | Not enough data | | **File Interoperability** | Not enough data | 8.3 (29 reviews) | Not enough data | Not enough data | | **Backwards compatibility** | Not enough data | 8.0 (26 reviews) | Not enough data | Not enough data | | **File size** | Not enough data | 7.3 (32 reviews) | Not enough data | Not enough data | #### Customization - Mechanical Computer-aided Design (MCAD) | Feature | Anaconda Platform | SOLIDWORKS | Amazon SageMaker | Azure Machine Learning | |---|---|---|---|---| | **Custom Commands** | Not enough data | 8.4 (23 reviews) | Not enough data | Not enough data | | **Custom Scripts** | Not enough data | 8.4 (24 reviews) | Not enough data | Not enough data | | **Custom Menus** | Not enough data | 7.6 (24 reviews) | Not enough data | Not enough data | | **Custom Interface** | Not enough data | 8.2 (24 reviews) | Not enough data | Not enough data | #### Environment - Mechanical Computer-aided Design (MCAD) | Feature | Anaconda Platform | SOLIDWORKS | Amazon SageMaker | Azure Machine Learning | |---|---|---|---|---| | **Hardware support** | Not enough data | 8.0 (27 reviews) | Not enough data | Not enough data | | **Task-based interfaces** | Not enough data | 8.4 (23 reviews) | Not enough data | Not enough data | | **Manage Multiple Profiles** | Not enough data | 7.9 (23 reviews) | Not enough data | Not enough data | | **Command Clarity** | Not enough data | 9.0 (27 reviews) | Not enough data | Not enough data | ### Large Language Model Operationalization (LLMOps) | Product | Score | Reviews | |---|---|---| | **Anaconda Platform** | N/A | N/A | | **SOLIDWORKS** | N/A | N/A | | **Amazon SageMaker** | N/A | N/A | | **Azure Machine Learning** | N/A | N/A | #### Prompt Engineering - Large Language Model Operationalization (LLMOps) | Feature | Anaconda Platform | SOLIDWORKS | Amazon SageMaker | Azure Machine Learning | |---|---|---|---|---| | **Prompt Optimization Tools** | Not enough data | Not enough data | Not enough data | Not enough data | | **Template Library** | Not enough data | Not enough data | Not enough data | Not enough data | #### Inference Optimization - Large Language Model Operationalization (LLMOps) | Feature | Anaconda Platform | SOLIDWORKS | Amazon SageMaker | Azure Machine Learning | |---|---|---|---|---| | **Batch Processing Support** | Not enough data | Not enough data | Not enough data | Not enough data | #### Model Garden - Large Language Model Operationalization (LLMOps) | Feature | Anaconda Platform | SOLIDWORKS | Amazon SageMaker | Azure Machine Learning | |---|---|---|---|---| | **Model Comparison Dashboard** | Not enough data | Not enough data | Not enough data | Not enough data | #### Custom Training - Large Language Model Operationalization (LLMOps) | Feature | Anaconda Platform | SOLIDWORKS | Amazon SageMaker | Azure Machine Learning | |---|---|---|---|---| | **Fine-Tuning Interface** | Not enough data | Not enough data | Not enough data | Not enough data | #### Application Development - Large Language Model Operationalization (LLMOps) | Feature | Anaconda Platform | SOLIDWORKS | Amazon SageMaker | Azure Machine Learning | |---|---|---|---|---| | **SDK & API Integrations** | Not enough data | Not enough data | Not enough data | Not enough data | #### Model Deployment - Large Language Model Operationalization (LLMOps) | Feature | Anaconda Platform | SOLIDWORKS | Amazon SageMaker | Azure Machine Learning | |---|---|---|---|---| | **One-Click Deployment** | Not enough data | Not enough data | Not enough data | Not enough data | | **Scalability Management** | Not enough data | Not enough data | Not enough data | Not enough data | #### Guardrails - Large Language Model Operationalization (LLMOps) | Feature | Anaconda Platform | SOLIDWORKS | Amazon SageMaker | Azure Machine Learning | |---|---|---|---|---| | **Content Moderation Rules** | Not enough data | Not enough data | Not enough data | Not enough data | | **Policy Compliance Checker** | Not enough data | Not enough data | Not enough data | Not enough data | #### Model Monitoring - Large Language Model Operationalization (LLMOps) | Feature | Anaconda Platform | SOLIDWORKS | Amazon SageMaker | Azure Machine Learning | |---|---|---|---|---| | **Drift Detection Alerts** | Not enough data | Not enough data | Not enough data | Not enough data | | **Real-Time Performance Metrics** | Not enough data | Not enough data | Not enough data | Not enough data | #### Security - Large Language Model Operationalization (LLMOps) | Feature | Anaconda Platform | SOLIDWORKS | Amazon SageMaker | Azure Machine Learning | |---|---|---|---|---| | **Data Encryption Tools** | Not enough data | Not enough data | Not enough data | Not enough data | | **Access Control Management** | Not enough data | Not enough data | Not enough data | Not enough data | #### Gateways & Routers - Large Language Model Operationalization (LLMOps) | Feature | Anaconda Platform | SOLIDWORKS | Amazon SageMaker | Azure Machine Learning | |---|---|---|---|---| | **Request Routing Optimization** | Not enough data | Not enough data | Not enough data | Not enough data | ### Low-Code Machine Learning Platforms | Product | Score | Reviews | |---|---|---| | **Anaconda Platform** | N/A | N/A | | **SOLIDWORKS** | N/A | N/A | | **Amazon SageMaker** | N/A | N/A | | **Azure Machine Learning** | N/A | N/A | #### Data Ingestion & Preparation - Low-Code Machine Learning Platforms | Feature | Anaconda Platform | SOLIDWORKS | Amazon SageMaker | Azure Machine Learning | |---|---|---|---|---| | **Automatic Data Profiling & Quality Assessment** | Not enough data | Not enough data | Not enough data | Not enough data | | **Multi‑Source Connector Support** | Not enough data | Not enough data | Not enough data | Not enough data | | **Schema Drift / Change Detection** | Not enough data | Not enough data | Not enough data | Not enough data | #### Model Construction & Automation - Low-Code Machine Learning Platforms | Feature | Anaconda Platform | SOLIDWORKS | Amazon SageMaker | Azure Machine Learning | |---|---|---|---|---| | **Guided Algorithm & Hyperparameter Recommendation** | Not enough data | Not enough data | Not enough data | Not enough data | | **Code Extensibility** | Not enough data | Not enough data | Not enough data | Not enough data | | **Automated Feature Engineering** | Not enough data | Not enough data | Not enough data | Not enough data | --- ## Categories **Unique to Anaconda Platform (1):** [Data Science and Machine Learning Platforms](https://www.g2.com/categories/data-science-and-machine-learning-platforms) **Unique to SOLIDWORKS (10):** [Mechanical Computer-aided Design (MCAD) Software](https://www.g2.com/categories/mechanical-computer-aided-design-mcad), [General-Purpose CAD Software](https://www.g2.com/categories/general-purpose-cad), [Simulation & CAE Software](https://www.g2.com/categories/simulation-cae), [CAD Viewers](https://www.g2.com/categories/cad-viewers), [Sketching Software](https://www.g2.com/categories/sketching), [PCB Design Software](https://www.g2.com/categories/pcb-design), [Computer-Aided Manufacturing (CAM) Software](https://www.g2.com/categories/computer-aided-manufacturing-cam), [CAD Libraries](https://www.g2.com/categories/cad-libraries), [CAD Data Exchange Software](https://www.g2.com/categories/cad-data-exchange), [Additive Manufacturing Software](https://www.g2.com/categories/additive-manufacturing) **Unique to Amazon SageMaker (4):** [MLOps Platforms](https://www.g2.com/categories/mlops-platforms), [Data Science and Machine Learning Platforms](https://www.g2.com/categories/data-science-and-machine-learning-platforms), [Generative AI Infrastructure Software](https://www.g2.com/categories/generative-ai-infrastructure), [ Low-Code Machine Learning Platforms Software](https://www.g2.com/categories/low-code-machine-learning-platforms) **Unique to Azure Machine Learning (5):** [MLOps Platforms](https://www.g2.com/categories/mlops-platforms), [Large Language Model Operationalization (LLMOps) Software](https://www.g2.com/categories/large-language-model-operationalization-llmops), [Data Science and Machine Learning Platforms](https://www.g2.com/categories/data-science-and-machine-learning-platforms), [Generative AI Infrastructure Software](https://www.g2.com/categories/generative-ai-infrastructure), [ Low-Code Machine Learning Platforms Software](https://www.g2.com/categories/low-code-machine-learning-platforms) --- ## Reviewer Demographics ### By Company Size | Segment | Anaconda Platform | SOLIDWORKS | Amazon SageMaker | Azure Machine Learning | |---|---|---|---|---| | **Small-Business** | 44.4% | 44.3% | 31.3% | 34.5% | | **Mid-Market** | 24.3% | 33.8% | 33.3% | 25.3% | | **Enterprise** | 31.2% | 21.9% | 35.4% | 40.2% | ### By Industry #### Anaconda Platform - **Information Technology and Services:** 23.4% - **Computer Software:** 20.7% - **Higher Education:** 7.4% - **Education Management:** 6.4% - **Research:** 4.3% - **Computer & Network Security:** 3.2% - **Financial Services:** 3.2% - **Automotive:** 1.6% - **Banking:** 1.6% - **Telecommunications:** 1.6% - **Other:** 26.6% #### SOLIDWORKS - **Mechanical or Industrial Engineering:** 23.2% - **Design:** 11.7% - **Automotive:** 6.6% - **Electrical/Electronic Manufacturing:** 5.9% - **Medical Devices:** 5.8% - **Machinery:** 5.6% - **Higher Education:** 4.6% - **Aviation & Aerospace:** 4.5% - **Oil & Energy:** 3.0% - **Consumer Goods:** 2.2% - **Other:** 26.8% #### Amazon SageMaker - **Information Technology and Services:** 20.8% - **Computer Software:** 14.6% - **Internet:** 6.3% - **Hospital & Health Care:** 6.3% - **Computer & Network Security:** 4.2% - **Marketing and Advertising:** 4.2% - **Education Management:** 4.2% - **Higher Education:** 4.2% - **Financial Services:** 4.2% - **Banking:** 2.1% - **Other:** 29.2% #### Azure Machine Learning - **Information Technology and Services:** 29.9% - **Computer Software:** 13.8% - **Management Consulting:** 8.0% - **Education Management:** 5.7% - **Higher Education:** 4.6% - **Computer & Network Security:** 4.6% - **Retail:** 2.3% - **Research:** 2.3% - **Hospital & Health Care:** 2.3% - **Government Administration:** 1.1% - **Other:** 25.3% --- ## Alternatives ### Alternatives to Anaconda Platform - [TensorFlow](https://www.g2.com/products/tensorflow/reviews) — 4.5/5 stars (138 reviews) - [Posit](https://www.g2.com/products/posit-posit/reviews) — 4.5/5 stars (570 reviews) - [MATLAB](https://www.g2.com/products/matlab/reviews) — 4.5/5 stars (770 reviews) - [Gemini Enterprise Agent Platform](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews) — 4.3/5 stars (656 reviews) - [Deepnote](https://www.g2.com/products/deepnote/reviews) — 4.5/5 stars (382 reviews) - [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (809 reviews) - [Databricks](https://www.g2.com/products/databricks/reviews) — 4.6/5 stars (768 reviews) - [Altair AI Studio](https://www.g2.com/products/rapidminer-studio/reviews) — 4.6/5 stars (516 reviews) - [Hex](https://www.g2.com/products/hex-tech-hex/reviews) — 4.5/5 stars (390 reviews) - [Dataiku](https://www.g2.com/products/dataiku/reviews) — 4.4/5 stars (198 reviews) ### Alternatives to SOLIDWORKS - [Autodesk Fusion](https://www.g2.com/products/autodesk-fusion/reviews) — 4.5/5 stars (519 reviews) - [Onshape](https://www.g2.com/products/onshape/reviews) — 4.7/5 stars (695 reviews) - [Designcenter Solid Edge](https://www.g2.com/products/designcenter-solid-edge/reviews) — 4.3/5 stars (599 reviews) - [Inventor](https://www.g2.com/products/inventor/reviews) — 4.4/5 stars (440 reviews) - [Creo](https://www.g2.com/products/creo-2025-08-26/reviews) — 4.1/5 stars (200 reviews) - [AutoCAD](https://www.g2.com/products/autocad/reviews) — 4.4/5 stars (1930 reviews) - [SketchUp](https://www.g2.com/products/sketchup/reviews) — 4.5/5 stars (1324 reviews) - [Designcenter NX](https://www.g2.com/products/designcenter-nx/reviews) — 4.4/5 stars (527 reviews) - [IronCAD](https://www.g2.com/products/ironcad/reviews) — 4.4/5 stars (43 reviews) - [CATIA](https://www.g2.com/products/catia/reviews) — 4.2/5 stars (255 reviews) ### Alternatives to Amazon SageMaker - [Gemini Enterprise Agent Platform](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews) — 4.3/5 stars (656 reviews) - [Dataiku](https://www.g2.com/products/dataiku/reviews) — 4.4/5 stars (198 reviews) - [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (809 reviews) - [IBM Watson Studio](https://www.g2.com/products/ibm-watson-studio/reviews) — 4.2/5 stars (167 reviews) - [Altair AI Studio](https://www.g2.com/products/rapidminer-studio/reviews) — 4.6/5 stars (516 reviews) - [Databricks](https://www.g2.com/products/databricks/reviews) — 4.6/5 stars (768 reviews) - [DataRobot](https://www.g2.com/products/datarobot/reviews) — 4.4/5 stars (27 reviews) - [H2O](https://www.g2.com/products/h2o/reviews) — 4.5/5 stars (24 reviews) - [Google Cloud AutoML](https://www.g2.com/products/google-cloud-automl/reviews) — 4.1/5 stars (22 reviews) - [Posit](https://www.g2.com/products/posit-posit/reviews) — 4.5/5 stars (570 reviews) ### Alternatives to Azure Machine Learning - [Gemini Enterprise Agent Platform](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews) — 4.3/5 stars (656 reviews) - [Dataiku](https://www.g2.com/products/dataiku/reviews) — 4.4/5 stars (198 reviews) - [Altair AI Studio](https://www.g2.com/products/rapidminer-studio/reviews) — 4.6/5 stars (516 reviews) - [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (809 reviews) - [IBM Watson Studio](https://www.g2.com/products/ibm-watson-studio/reviews) — 4.2/5 stars (167 reviews) - [MATLAB](https://www.g2.com/products/matlab/reviews) — 4.5/5 stars (770 reviews) - [DataRobot](https://www.g2.com/products/datarobot/reviews) — 4.4/5 stars (27 reviews) - [Google Cloud AutoML](https://www.g2.com/products/google-cloud-automl/reviews) — 4.1/5 stars (22 reviews) - [Databricks](https://www.g2.com/products/databricks/reviews) — 4.6/5 stars (768 reviews) - [Posit](https://www.g2.com/products/posit-posit/reviews) — 4.5/5 stars (570 reviews) --- ## Top Discussions ### Anaconda Platform - Title: [Is Anaconda free for companies?](https://www.g2.com/discussions/anaconda-is-anaconda-free-for-companies) — 2 comments, 1 upvote > **Top comment:** "Don't know, but it is free for students. if you are student, then u can install and use it for free of cost." - Title: [Is Anaconda free for companies?](https://www.g2.com/discussions/is-anaconda-free-for-companies) — 1 comment, 1 upvote > **Top comment:** "Comment deleted by user." - Title: [Is Anaconda good for machine learning?](https://www.g2.com/discussions/anaconda-is-anaconda-good-for-machine-learning) — 1 comment, 1 upvote > **Top comment:** "Yes, it is good. I am using it from last 2 years." - Title: [Is Anaconda good for machine learning?](https://www.g2.com/discussions/is-anaconda-good-for-machine-learning) — 1 comment > **Top comment:** "Yes, it allows me to control and change the version of machine learning libraries like tensorflow and also create different environment based on my needs ...." - Title: [What is Anaconda software used for?](https://www.g2.com/discussions/what-is-anaconda-software-used-for) — 1 comment > **Top comment:** "It provides python IDE. Mostly useful for machine learning and deep learning projects." ### SOLIDWORKS - Title: [What is SOLIDWORKS used for?](https://www.g2.com/discussions/what-is-solidworks-used-for) — 3 comments, 1 upvote > **Top comment:** "A person can use SolidWorks for many things, Part modeling, Assembly Testing, rendering, Creating working animation of any machine or product. Start..." - Title: [How to stop or cancel a ongoing command.](https://www.g2.com/discussions/how-to-stop-or-cancel-a-ongoing-command) — 2 comments, 1 upvote > **Top comment:** "By pressing escape key." - Title: [best use o this software](https://www.g2.com/discussions/35425-best-use-o-this-software) — 2 comments, 1 upvote > **Top comment:** "Making 2D sketches and extruding them to make 3d sketches." - Title: [Where is the Features toolbar in Solidworks?](https://www.g2.com/discussions/where-is-the-features-toolbar-in-solidworks) — 1 comment > **Top comment:** "Right-click in the window border, click Toolbars, and select or clear a toolbar name. Click Tools > Customize. On the Toolbars tab, select the toolbars to..." - Title: [What are features in Solidworks?](https://www.g2.com/discussions/what-are-features-in-solidworks) — 1 comment > **Top comment:** "Solidworks have so many feature like sketch tool, Part modeling, Assembly modeling, Drawing Tool, Sheet metal, weldments, Surface modeling, Rendering Tool,..." ### Amazon SageMaker - Title: [What is the best way to integrate Sagemaker models with Kubernetes?](https://www.g2.com/discussions/28784-what-is-the-best-way-to-integrate-sagemaker-models-with-kubernetes) — 1 comment > **Top comment:** "https://aws.amazon.com/blogs/machine-learning/introducing-amazon-sagemaker-operators-for-kubernetes/" - Title: [How do i make this platform reach to most of my developers?](https://www.g2.com/discussions/27976-how-do-i-make-this-platform-reach-to-most-of-my-developers) — 1 comment > **Top comment:** "you can manage the access via IAM users and roles and give them access as per their need, Sagemaker by default has all the basic AWS feature and you can..." ### Azure Machine Learning - Title: [What is Azure Machine Learning Studio used for?](https://www.g2.com/discussions/what-is-azure-machine-learning-studio-used-for) — 1 comment > **Top comment:** "In short, to build, deploy, and manage high-quality models faster and with confidence." --- **Source:** [G2.com](https://www.g2.com) | [Comparison Page](https://www.g2.com/compare/anaconda-platform-vs-solidworks-vs-amazon-sagemaker-vs-microsoft-azure-machine-learning)