# Amazon SageMaker, Google Cloud AutoML vs Altair AI Studio Comparison | | Amazon SageMaker | Google Cloud AutoML | Altair AI Studio | |---|---|---|---| | **Star Rating** | 4.3 out of 5 | 4.1 out of 5 | 4.6 out of 5 | | **Total Reviews** | 56 | 22 | 520 | | **Largest Market Segment** | Mid-Market (36.0% of reviews) | Small-Business (45.5% of reviews) | Small-Business (42.1% of reviews) | | **Entry Level Price** | No pricing available | No pricing available | No pricing available | --- ## Top Pros & Cons ### Amazon SageMaker Pros: - Ease of Use (3 reviews) - AI Integration (2 reviews) Cons: - Expensive (3 reviews) - Complexity (2 reviews) ### Google Cloud AutoML Pros: - AI Integration (1 reviews) - Ease of Use (1 reviews) Cons: - Cost (1 reviews) - Expensive (1 reviews) ### Altair AI Studio Pros: - Ease of Use (9 reviews) - Machine Learning (8 reviews) Cons: - Complexity (4 reviews) - Large Dataset Handling (3 reviews) --- ## Ratings Comparison | Rating | Amazon SageMaker | Google Cloud AutoML | Altair AI Studio | |---|---|---|---| | **Meets Requirements** | 8.7 (45 reviews) | 8.6 (14 reviews) | 8.6 (426 reviews) | | **Ease of Use** | 8.3 (46 reviews) | 8.6 (14 reviews) | 8.8 (426 reviews) | | **Ease of Setup** | 8.4 (33 reviews) | 7.4 (11 reviews) | 9.0 (129 reviews) | | **Ease of Admin** | 8.4 (20 reviews) | 7.9 (12 reviews) | 8.4 (104 reviews) | | **Quality of Support** | 8.6 (40 reviews) | 7.5 (14 reviews) | 8.5 (354 reviews) | | **Has the product been a good partner in doing business?** | 9.2 (20 reviews) | 8.3 (11 reviews) | 8.9 (93 reviews) | | **Product Direction (% positive)** | 8.9 (42 reviews) | 8.9 (11 reviews) | 8.8 (412 reviews) | --- ## Pricing ### Amazon SageMaker #### Entry-Level Pricing No pricing available #### Free Trial No information available ### Google Cloud AutoML #### Entry-Level Pricing No pricing available #### Free Trial No information available ### Altair AI Studio #### Entry-Level Pricing No pricing available #### Free Trial Yes --- ## Features Comparison By Category ### Analytics Platforms | Product | Score | Reviews | |---|---|---| | **Amazon SageMaker** | N/A | N/A | | **Google Cloud AutoML** | N/A | N/A | | **Altair AI Studio** | N/A | N/A | #### Reports | Feature | Amazon SageMaker | Google Cloud AutoML | Altair AI Studio | |---|---|---|---| | **Reports Interface** | Not enough data | Not enough data | Not enough data | | **Steps to Answer** | Not enough data | Not enough data | Not enough data | | **Graphs and Charts** | Not enough data | Not enough data | Not enough data | | **Score Cards** | Not enough data | Not enough data | Not enough data | | **Dashboards** | Not enough data | Not enough data | Not enough data | #### Data Preparation | Feature | Amazon SageMaker | Google Cloud AutoML | Altair AI Studio | |---|---|---|---| | **Connectors** | Not enough data | Not enough data | Not enough data | | **Data Governance** | Not enough data | Not enough data | Not enough data | #### Data Modeling and Blending | Feature | Amazon SageMaker | Google Cloud AutoML | Altair AI Studio | |---|---|---|---| | **Data Querying** | Not enough data | Not enough data | Not enough data | | **Data Filtering** | Not enough data | Not enough data | Not enough data | | **Data Blending** | Not enough data | Not enough data | Not enough data | #### Generative AI | Feature | Amazon SageMaker | Google Cloud AutoML | Altair AI Studio | |---|---|---|---| | **AI Text Generation** | Not enough data | Not enough data | Not enough data | | **AI Text Summarization** | Not enough data | Not enough data | Not enough data | #### Agentic AI - Analytics Platforms | Feature | Amazon SageMaker | Google Cloud AutoML | Altair AI Studio | |---|---|---|---| | **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 | #### Self Service | Feature | Amazon SageMaker | Google Cloud AutoML | Altair AI Studio | |---|---|---|---| | **Calculated Fields** | Not enough data | Not enough data | Not enough data | | **Data Column Filtering** | Not enough data | Not enough data | Not enough data | | **Data Discovery** | Not enough data | Not enough data | Not enough data | | **Search** | Not enough data | Not enough data | Not enough data | | **Collaboration / Workflow** | Not enough data | Not enough data | Not enough data | | **Automodeling** | Not enough data | Not enough data | Not enough data | #### Deployment & Integration - Analytics Platforms | Feature | Amazon SageMaker | Google Cloud AutoML | Altair AI Studio | |---|---|---|---| | **No-code Dashboard Builder** | Not enough data | Not enough data | Not enough data | | **Report Scheduling and Automation** | Not enough data | Not enough data | Not enough data | | **Embedded Analytics and White-labeling** | Not enough data | Not enough data | Not enough data | | **Data Source Connectivity** | Not enough data | Not enough data | Not enough data | #### Advanced Analytics | Feature | Amazon SageMaker | Google Cloud AutoML | Altair AI Studio | |---|---|---|---| | **Predictive Analytics** | Not enough data | Not enough data | Not enough data | | **Data Visualization** | Not enough data | Not enough data | Not enough data | | **Big Data Services** | Not enough data | Not enough data | Not enough data | #### Performance & Scalability - Analytics Platforms | Feature | Amazon SageMaker | Google Cloud AutoML | Altair AI Studio | |---|---|---|---| | **Large data handling and Query Speed** | Not enough data | Not enough data | Not enough data | | **Concurrent User Support** | Not enough data | Not enough data | Not enough data | #### Advanced Analytics & Modeling - Analytics Platforms | Feature | Amazon SageMaker | Google Cloud AutoML | Altair AI Studio | |---|---|---|---| | **Data Modeling and Governance** | Not enough data | Not enough data | Not enough data | | **Notebook and Script Integration** | Not enough data | Not enough data | Not enough data | | **Built-in Predictive and Statistical Models** | Not enough data | Not enough data | Not enough data | #### Agentic AI Capabilities - Analytics Platforms | Feature | Amazon SageMaker | Google Cloud AutoML | Altair AI Studio | |---|---|---|---| | **Auto-generated Insights and Narratives** | Not enough data | Not enough data | Not enough data | | **Natural Language Queries** | Not enough data | Not enough data | Not enough data | | **Proactive KPI Monitoring and Alerts** | Not enough data | Not enough data | Not enough data | | **AI Agents for Analytical Follow-ups** | Not enough data | Not enough data | Not enough data | #### Personalized Intelligence - Analytics Platforms | Feature | Amazon SageMaker | Google Cloud AutoML | Altair AI Studio | |---|---|---|---| | **Behavioral Learning for Contextual Query Refinement** | Not enough data | Not enough data | Not enough data | | **Role-based Insight Personalization** | Not enough data | Not enough data | Not enough data | | **Conversational and Prompt-based Analytics** | Not enough data | Not enough data | Not enough data | #### Building Reports | Feature | Amazon SageMaker | Google Cloud AutoML | Altair AI Studio | |---|---|---|---| | **Data Transformation** | Not enough data | Not enough data | Not enough data | | **Data Modeling** | Not enough data | Not enough data | Not enough data | | **WYSIWYG Report Design** | Not enough data | Not enough data | Not enough data | | **Integration APIs** | Not enough data | Not enough data | Not enough data | ### MLOps Platforms | Product | Score | Reviews | |---|---|---| | **Amazon SageMaker** | 10.0/10 | 6 | | **Google Cloud AutoML** | N/A | N/A | | **Altair AI Studio** | N/A | N/A | #### Deployment | Feature | Amazon SageMaker | Google Cloud AutoML | Altair AI Studio | |---|---|---|---| | **Language Flexibility** | Not enough data | Not enough data | Not enough data | | **Framework Flexibility** | Not enough data | Not enough data | Not enough data | | **Versioning** | Not enough data | Not enough data | Not enough data | | **Ease of Deployment** | 10.0 (5 reviews) | Not enough data | Not enough data | | **Scalability** | Not enough data | Not enough data | Not enough data | #### Deployment | Feature | Amazon SageMaker | Google Cloud AutoML | Altair AI Studio | |---|---|---|---| | **Language Flexibility** | Not enough data | Not enough data | Not enough data | | **Framework Flexibility** | Not enough data | Not enough data | Not enough data | | **Versioning** | Not enough data | Not enough data | Not enough data | | **Ease of Deployment** | Not enough data | Not enough data | Not enough data | | **Scalability** | Not enough data | Not enough data | Not enough data | #### Management | Feature | Amazon SageMaker | Google Cloud AutoML | Altair AI Studio | |---|---|---|---| | **Cataloging** | Not enough data | Not enough data | Not enough data | | **Monitoring** | Not enough data | Not enough data | Not enough data | | **Governing** | Not enough data | Not enough data | Not enough data | | **Model Registry** | Not enough data | Not enough data | Not enough data | #### Operations | Feature | Amazon SageMaker | Google Cloud AutoML | Altair AI Studio | |---|---|---|---| | **Metrics** | Not enough data | Not enough data | Not enough data | | **Infrastructure management** | Not enough data | Not enough data | Not enough data | | **Collaboration** | Not enough data | Not enough data | Not enough data | #### Management | Feature | Amazon SageMaker | Google Cloud AutoML | Altair AI Studio | |---|---|---|---| | **Cataloging** | Not enough data | Not enough data | Not enough data | | **Monitoring** | Not enough data | Not enough data | Not enough data | | **Governing** | Not enough data | Not enough data | Not enough data | #### Generative AI | Feature | Amazon SageMaker | Google Cloud AutoML | Altair AI Studio | |---|---|---|---| | **AI Text Generation** | Not enough data | Not enough data | Not enough data | | **AI Text Summarization** | Not enough data | Not enough data | Not enough data | ### Data Science and Machine Learning Platforms | Product | Score | Reviews | |---|---|---| | **Amazon SageMaker** | 8.9/10 | 45 | | **Google Cloud AutoML** | N/A | N/A | | **Altair AI Studio** | 7.9/10 | 75 | #### System | Feature | Amazon SageMaker | Google Cloud AutoML | Altair AI Studio | |---|---|---|---| | **Data Ingestion & Wrangling** | 8.6 (23 reviews) | Not enough data | 8.5 (52 reviews) | #### Model Development | Feature | Amazon SageMaker | Google Cloud AutoML | Altair AI Studio | |---|---|---|---| | **Language Support** | 8.8 (31 reviews) | Not enough data | 7.5 (35 reviews) | | **Drag and Drop** | 8.3 (29 reviews) | Not enough data | 9.1 (58 reviews) | | **Pre-Built Algorithms** | 8.3 (34 reviews) | Not enough data | 8.5 (55 reviews) | | **Model Training** | 9.0 (35 reviews) | Not enough data | 8.4 (52 reviews) | #### Model Development | Feature | Amazon SageMaker | Google Cloud AutoML | Altair AI Studio | |---|---|---|---| | **Feature Engineering** | 8.5 (20 reviews) | Not enough data | 8.4 (47 reviews) | #### Machine/Deep Learning Services | Feature | Amazon SageMaker | Google Cloud AutoML | Altair AI Studio | |---|---|---|---| | **Computer Vision** | 9.0 (27 reviews) | Not enough data | 7.7 (30 reviews) | | **Natural Language Processing** | 9.1 (29 reviews) | Not enough data | 7.9 (35 reviews) | | **Natural Language Generation** | 9.0 (26 reviews) | Not enough data | 7.5 (23 reviews) | | **Artificial Neural Networks** | 9.0 (29 reviews) | Not enough data | 8.4 (39 reviews) | #### Machine/Deep Learning Services | Feature | Amazon SageMaker | Google Cloud AutoML | Altair AI Studio | |---|---|---|---| | **Natural Language Understanding** | 9.3 (18 reviews) | Not enough data | 7.6 (32 reviews) | | **Deep Learning** | 9.2 (19 reviews) | Not enough data | 8.3 (35 reviews) | #### Deployment | Feature | Amazon SageMaker | Google Cloud AutoML | Altair AI Studio | |---|---|---|---| | **Managed Service** | 8.9 (38 reviews) | Not enough data | 8.0 (38 reviews) | | **Application** | 8.8 (36 reviews) | Not enough data | 8.3 (37 reviews) | | **Scalability** | 9.0 (36 reviews) | Not enough data | 8.5 (34 reviews) | #### Generative AI | Feature | Amazon SageMaker | Google Cloud AutoML | Altair AI Studio | |---|---|---|---| | **AI Text Generation** | 8.6 (7 reviews) | Not enough data | 6.7 (6 reviews) | | **AI Text Summarization** | 9.3 (7 reviews) | Not enough data | 6.7 (6 reviews) | | **AI Text-to-Image** | 8.6 (6 reviews) | Not enough data | 6.4 (6 reviews) | #### Agentic AI - Data Science and Machine Learning Platforms | Feature | Amazon SageMaker | Google Cloud AutoML | Altair AI Studio | |---|---|---|---| | **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** | 9.3 (7 reviews) | 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 | ### Text Analysis | Product | Score | Reviews | |---|---|---| | **Amazon SageMaker** | N/A | N/A | | **Google Cloud AutoML** | N/A | N/A | | **Altair AI Studio** | 7.7/10 | 5 | #### Setup | Feature | Amazon SageMaker | Google Cloud AutoML | Altair AI Studio | |---|---|---|---| | **Integration** | Not enough data | Not enough data | 8.0 (5 reviews) | | **Maintenance** | Not enough data | Not enough data | 7.7 (5 reviews) | | **No-Code** | Not enough data | Not enough data | 8.3 (5 reviews) | #### Data | Feature | Amazon SageMaker | Google Cloud AutoML | Altair AI Studio | |---|---|---|---| | **Security** | Not enough data | Not enough data | 8.0 (5 reviews) | | **Data Visualization** | Not enough data | Not enough data | 8.3 (5 reviews) | #### Analysis | Feature | Amazon SageMaker | Google Cloud AutoML | Altair AI Studio | |---|---|---|---| | **Automation** | Not enough data | Not enough data | 8.3 (5 reviews) | | **Named entity recognition** | Not enough data | Not enough data | 7.3 (5 reviews) | | **Keyphrase Extraction** | Not enough data | Not enough data | 7.3 (5 reviews) | | **Topic Analysis** | Not enough data | Not enough data | 7.0 (5 reviews) | | **Sentiment Analysis** | Not enough data | Not enough data | 7.0 (5 reviews) | | **Language Identification** | Not enough data | Not enough data | 7.0 (5 reviews) | | **Syntax/Part of Speech Parsing** | Not enough data | Not enough data | 6.0 (5 reviews) | #### Customization | Feature | Amazon SageMaker | Google Cloud AutoML | Altair AI Studio | |---|---|---|---| | **Pre-Built Parameterization** | Not enough data | Not enough data | 8.3 (5 reviews) | | **Custom Extension** | Not enough data | Not enough data | 8.7 (5 reviews) | | **Compositionality** | Not enough data | Not enough data | 8.0 (5 reviews) | #### Generative AI | Feature | Amazon SageMaker | Google Cloud AutoML | Altair AI Studio | |---|---|---|---| | **AI Text Generation** | Not enough data | Not enough data | Feature Not Available | | **AI Text Summarization** | Not enough data | Not enough data | Feature Not Available | ### Generative AI Infrastructure | Product | Score | Reviews | |---|---|---| | **Amazon SageMaker** | N/A | N/A | | **Google Cloud AutoML** | N/A | N/A | | **Altair AI Studio** | N/A | N/A | #### Scalability and Performance - Generative AI Infrastructure | Feature | Amazon SageMaker | Google Cloud AutoML | Altair AI Studio | |---|---|---|---| | **AI High Availability** | Not enough data | Not enough data | Not enough data | | **AI Model Training Scalability** | Not enough data | Not enough data | Not enough data | | **AI Inference Speed** | Not enough data | Not enough data | Not enough data | #### Cost and Efficiency - Generative AI Infrastructure | Feature | Amazon SageMaker | Google Cloud AutoML | Altair AI Studio | |---|---|---|---| | **AI Cost per API Call** | Not enough data | Not enough data | Not enough data | | **AI Resource Allocation Flexibility** | Not enough data | Not enough data | Not enough data | | **AI Energy Efficiency** | Not enough data | Not enough data | Not enough data | #### Integration and Extensibility - Generative AI Infrastructure | Feature | Amazon SageMaker | Google Cloud AutoML | Altair AI Studio | |---|---|---|---| | **AI Multi-cloud Support** | Not enough data | Not enough data | Not enough data | | **AI Data Pipeline Integration** | Not enough data | Not enough data | Not enough data | | **AI API Support and Flexibility** | Not enough data | Not enough data | Not enough data | #### Security and Compliance - Generative AI Infrastructure | Feature | Amazon SageMaker | Google Cloud AutoML | Altair AI Studio | |---|---|---|---| | **AI GDPR and Regulatory Compliance** | Not enough data | Not enough data | Not enough data | | **AI Role-based Access Control** | Not enough data | Not enough data | Not enough data | | **AI Data Encryption** | Not enough data | Not enough data | Not enough data | #### Usability and Support - Generative AI Infrastructure | Feature | Amazon SageMaker | Google Cloud AutoML | Altair AI Studio | |---|---|---|---| | **AI Documentation Quality** | Not enough data | Not enough data | Not enough data | | **AI Community Activity** | Not enough data | Not enough data | Not enough data | ### Low-Code Machine Learning Platforms | Product | Score | Reviews | |---|---|---| | **Amazon SageMaker** | N/A | N/A | | **Google Cloud AutoML** | N/A | N/A | | **Altair AI Studio** | N/A | N/A | #### Data Ingestion & Preparation - Low-Code Machine Learning Platforms | Feature | Amazon SageMaker | Google Cloud AutoML | Altair AI Studio | |---|---|---|---| | **Automatic Data Profiling & Quality Assessment** | Not enough data | Not enough data | Not enough data | | **Multi‑Source Connector Support** | Not enough data | Not enough data | Not enough data | | **Schema Drift / Change Detection** | Not enough data | Not enough data | Not enough data | #### Model Construction & Automation - Low-Code Machine Learning Platforms | Feature | Amazon SageMaker | Google Cloud AutoML | Altair AI Studio | |---|---|---|---| | **Guided Algorithm & Hyperparameter Recommendation** | Not enough data | Not enough data | Not enough data | | **Code Extensibility** | Not enough data | Not enough data | Not enough data | | **Automated Feature Engineering** | Not enough data | Not enough data | Not enough data | ### Predictive Analytics | Product | Score | Reviews | |---|---|---| | **Amazon SageMaker** | N/A | N/A | | **Google Cloud AutoML** | N/A | N/A | | **Altair AI Studio** | 8.2/10 | 320 | #### Statistical Tool | Feature | Amazon SageMaker | Google Cloud AutoML | Altair AI Studio | |---|---|---|---| | **Scripting** | Not enough data | Not enough data | 7.9 (176 reviews) | | **Data Mining** | Not enough data | Not enough data | 8.9 (249 reviews) | | **Algorithms** | Not enough data | Not enough data | 8.6 (266 reviews) | #### Data Analysis | Feature | Amazon SageMaker | Google Cloud AutoML | Altair AI Studio | |---|---|---|---| | **Analysis** | Not enough data | Not enough data | 8.8 (284 reviews) | | **Data Interaction** | Not enough data | Not enough data | 8.6 (269 reviews) | #### Decision Making | Feature | Amazon SageMaker | Google Cloud AutoML | Altair AI Studio | |---|---|---|---| | **Modeling** | Not enough data | Not enough data | 8.9 (275 reviews) | | **Data Visualizations** | Not enough data | Not enough data | 8.0 (251 reviews) | | **Report Generation** | Not enough data | Not enough data | 7.9 (254 reviews) | | **Data Unification** | Not enough data | Not enough data | 8.2 (226 reviews) | #### Generative AI | Feature | Amazon SageMaker | Google Cloud AutoML | Altair AI Studio | |---|---|---|---| | **AI Text Generation** | Not enough data | Not enough data | 7.2 (6 reviews) | | **AI Text Summarization** | Not enough data | Not enough data | 6.9 (6 reviews) | --- ## Categories **Shared Categories (2):** [Data Science and Machine Learning Platforms](https://www.g2.com/categories/data-science-and-machine-learning-platforms), [ Low-Code Machine Learning Platforms Software](https://www.g2.com/categories/low-code-machine-learning-platforms) **Unique to Amazon SageMaker (2):** [MLOps Platforms](https://www.g2.com/categories/mlops-platforms), [Generative AI Infrastructure Software](https://www.g2.com/categories/generative-ai-infrastructure) **Unique to Altair AI Studio (4):** [Text Analysis Software](https://www.g2.com/categories/text-analysis), [Analytics Platforms](https://www.g2.com/categories/analytics-platforms), [Predictive Analytics Software](https://www.g2.com/categories/predictive-analytics), [Generative AI Infrastructure Software](https://www.g2.com/categories/generative-ai-infrastructure) --- ## Reviewer Demographics ### By Company Size | Segment | Amazon SageMaker | Google Cloud AutoML | Altair AI Studio | |---|---|---|---| | **Small-Business** | 30.0% | 45.5% | 42.1% | | **Mid-Market** | 36.0% | 27.3% | 28.9% | | **Enterprise** | 34.0% | 27.3% | 29.1% | ### By Industry #### Amazon SageMaker - **Information Technology and Services:** 22.0% - **Computer Software:** 14.0% - **Internet:** 6.0% - **Hospital & Health Care:** 6.0% - **Computer & Network Security:** 4.0% - **Marketing and Advertising:** 4.0% - **Education Management:** 4.0% - **Higher Education:** 4.0% - **Financial Services:** 4.0% - **Banking:** 2.0% - **Other:** 30.0% #### Google Cloud AutoML - **Research:** 13.6% - **Information Technology and Services:** 13.6% - **Computer Software:** 9.1% - **Accounting:** 4.5% - **Consumer Goods:** 4.5% - **Defense & Space:** 4.5% - **Education Management:** 4.5% - **Entertainment:** 4.5% - **Furniture:** 4.5% - **Higher Education:** 4.5% - **Other:** 31.8% #### Altair AI Studio - **Higher Education:** 18.3% - **Education Management:** 15.2% - **Information Technology and Services:** 9.0% - **Research:** 7.0% - **Computer Software:** 6.8% - **E-Learning:** 3.1% - **Management Consulting:** 2.3% - **Hospital & Health Care:** 1.8% - **Financial Services:** 1.6% - **Civil Engineering:** 1.4% - **Other:** 33.5% --- ## Alternatives ### Alternatives to Amazon SageMaker - [Gemini Enterprise Agent Platform](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews) — 4.3/5 stars (659 reviews) - [Dataiku](https://www.g2.com/products/dataiku/reviews) — 4.4/5 stars (203 reviews) - [Azure Machine Learning](https://www.g2.com/products/microsoft-azure-machine-learning/reviews) — 4.3/5 stars (90 reviews) - [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (819 reviews) - [IBM Watson Studio](https://www.g2.com/products/ibm-watson-studio/reviews) — 4.2/5 stars (167 reviews) - [Databricks](https://www.g2.com/products/databricks/reviews) — 4.6/5 stars (1259 reviews) - [DataRobot](https://www.g2.com/products/datarobot/reviews) — 4.4/5 stars (28 reviews) - [H2O](https://www.g2.com/products/h2o/reviews) — 4.5/5 stars (24 reviews) - [Posit Team](https://www.g2.com/products/posit-team/reviews) — 4.5/5 stars (570 reviews) - [Anaconda Core](https://www.g2.com/products/anaconda-core/reviews) — 4.5/5 stars (241 reviews) ### Alternatives to Google Cloud AutoML - [Azure Machine Learning](https://www.g2.com/products/microsoft-azure-machine-learning/reviews) — 4.3/5 stars (90 reviews) - [DataRobot](https://www.g2.com/products/datarobot/reviews) — 4.4/5 stars (28 reviews) - [Dataiku](https://www.g2.com/products/dataiku/reviews) — 4.4/5 stars (203 reviews) - [TensorFlow](https://www.g2.com/products/tensorflow/reviews) — 4.5/5 stars (138 reviews) - [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (819 reviews) - [H2O](https://www.g2.com/products/h2o/reviews) — 4.5/5 stars (24 reviews) - [MATLAB](https://www.g2.com/products/matlab/reviews) — 4.5/5 stars (771 reviews) - [SAS Enterprise Miner](https://www.g2.com/products/sas-enterprise-miner/reviews) — 4.2/5 stars (193 reviews) - [BigML](https://www.g2.com/products/bigml/reviews) — 4.7/5 stars (24 reviews) - [Databricks](https://www.g2.com/products/databricks/reviews) — 4.6/5 stars (1259 reviews) ### Alternatives to Altair AI Studio - [Dataiku](https://www.g2.com/products/dataiku/reviews) — 4.4/5 stars (203 reviews) - [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (819 reviews) - [KNIME](https://www.g2.com/products/knime-analytics-platform/reviews) — 4.4/5 stars (86 reviews) - [IBM Watson Studio](https://www.g2.com/products/ibm-watson-studio/reviews) — 4.2/5 stars (167 reviews) - [Tableau](https://www.g2.com/products/tableau/reviews) — 4.4/5 stars (3656 reviews) - [Qlik Sense](https://www.g2.com/products/qlik-sense/reviews) — 4.4/5 stars (930 reviews) - [Gemini Enterprise Agent Platform](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews) — 4.3/5 stars (659 reviews) - [IBM SPSS Statistics](https://www.g2.com/products/ibm-spss-statistics/reviews) — 4.2/5 stars (928 reviews) - [Posit Team](https://www.g2.com/products/posit-team/reviews) — 4.5/5 stars (570 reviews) - [IBM SPSS Modeler](https://www.g2.com/products/ibm-spss-modeler/reviews) — 4.0/5 stars (148 reviews) --- ## Top Discussions ### 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..." ### Google Cloud AutoML No discussions available for this product. ### Altair AI Studio - Title: [How to predict 8 test values using 12 other test values. 500 data points available for each tests. Also what should I do to find a relation between parameters.](https://www.g2.com/discussions/24700-how-to-predict-8-test-values-using-12-other-test-values-500-data-points-available-for-each-tests-also-what-should-i-do-to-find-a-relation-between-parameters) — 3 comments, 1 upvote > **Top comment:** "if I understand you well, you want to predict 8 variables using a set of 12 columns. This sounds like a simple regression. Basically build 8 regression..." - Title: [What is RapidMiner used for?](https://www.g2.com/discussions/what-is-rapidminer-used-for) — 1 comment > **Top comment:** "RapidMiner is majorly used for data preparation, machine learning, and predictive analysis of development. It includes the interactive data preparation,..." - Title: [before using they should have knowledge of data science and machine learning with R/python experience](https://www.g2.com/discussions/35493-before-using-they-should-have-knowledge-of-data-science-and-machine-learning-with-r-python-experience) — 1 comment, 1 upvote > **Top comment:** "It will help to learn rapidminer easily and fastly" - Title: [Would you consider providing codes behind the models that are developed by the end users?](https://www.g2.com/discussions/25070-would-you-consider-providing-codes-behind-the-models-that-are-developed-by-the-end-users) — 1 comment, 1 upvote > **Top comment:** "https://rapidminer.com/blog/using-execute-script-operator/ Have you tried out this? " - Title: [What is the minimum of data that i can use effectively?](https://www.g2.com/discussions/what-is-the-minimum-of-data-that-i-can-use-effectively) — 1 comment, 1 upvote > **Top comment:** "Technically you need at least 100 rows. If you by effective mean a robust model that is generalizable, it really depends on the nature of your data and what..." --- **Source:** [G2.com](https://www.g2.com) | [Comparison Page](https://www.g2.com/compare/amazon-sagemaker-vs-google-cloud-automl-vs-rapidminer-studio)