# Altair AI Studio vs Posit Team Comparison
---
## AI Generated Summary
- **G2 reviewers report** that Posit excels in supporting open-source IDEs like RStudio, which enhances the overall user experience. Users appreciate the excellent support and the platform's commitment to open-source software, making it particularly beneficial for educational institutions.
- **Users say** that Altair AI Studio stands out with its no-code, drag-and-drop interface, which simplifies the process of building and testing machine learning models. This feature allows users to efficiently perform data analysis and create predictive analytics solutions without needing extensive coding knowledge.
- **Reviewers mention** that Posit offers robust data ingestion and wrangling capabilities, receiving high praise for its effectiveness in preparing data for analysis. Users highlight the ease of integration with tools like GitHub, which further streamlines their workflow.
- **According to verified reviews** , Altair AI Studio provides a versatile data connectivity feature that allows users to connect to various data sources seamlessly. This flexibility is particularly appreciated by users who need to work with diverse datasets in their projects.
- **G2 reviewers note** that while Posit has a slightly lower overall G2 Score compared to Altair AI Studio, it has a larger number of reviews, indicating a more established user base. This suggests that Posit may offer a more reliable experience based on a broader range of user feedback.
- **Users highlight** that while both platforms have strong support, Altair AI Studio receives higher marks for quality of support and responsiveness. Reviewers appreciate the assistance they receive, which enhances their overall satisfaction with the product.



---
## Frequently Asked Questions

### What is the difference between Posit vs Altair AI Studio?

Altair AI Studio stands out for its higher Ease of Setup and Quality of Support scores, while Posit is more prominent in the enterprise segment and is highly rated for its open-source ecosystem.

| [Posit](https://www.g2.com/products/posit-team/reviews) | [Altair AI Studio](https://www.g2.com/products/rapidminer-studio/reviews) |
| --- | --- |
| G2 Rating (reviews): 4.5/5 (575 reviews) | G2 Rating (reviews): 4.6/5 (533 reviews) |
| Largest Segment: Enterprise | Largest Segment: Small-Business |
| Ease of Setup score: 8.8 | Ease of Setup score: 9.1 |
| Quality of Support score: 8.2 | Quality of Support score: 8.5 |
| Top Reviewer-Cited Strength: Open Source (7 all-time mentions) | Top Reviewer-Cited Strength: Machine Learning (8 all-time mentions) |



### How do the pricing models of Posit and Altair AI Studio compare?

Altair AI Studio is rated higher for value, with a stronger Price/Cost satisfaction score than Posit.

- **Posit:** Reviewers note that Posit Enterprise is quite expensive and mention increasing costs as a trade-off, though they value its open-source support and robust features.
- **Altair AI Studio:** Recent reviews highlight satisfaction with its value, especially for educational use and its no-code capabilities, with fewer complaints about cost.



### What are the best alternatives to Posit and Altair AI Studio?

The top three alternatives to Posit and Altair AI Studio are Dataiku, Spotfire Analytics, and KNIME.

| Product | G2 Rating (reviews) | Largest Segment | Pricing Insight | Top Reviewer-Cited Strength |
| --- | --- | --- | --- | --- |
| [Posit](https://www.g2.com/products/posit-team/reviews) | 4.5/5 (575 reviews) | Enterprise | Reviewers cite increasing costs for enterprise users | Open Source ecosystem |
| [Altair AI Studio](https://www.g2.com/products/rapidminer-studio/reviews) | 4.6/5 (533 reviews) | Small-Business | Reviewers highlight strong value for education and no-code use | No-code machine learning |
| [Dataiku](https://www.g2.com/products/dataiku/reviews) | 4.4/5 (224 reviews) | Enterprise | — | Enterprise-scale data science |
| [Spotfire Analytics](https://www.g2.com/products/spotfire-analytics/reviews) | 4.2/5 (362 reviews) | Enterprise | — | Advanced analytics and visualization |
| [KNIME](https://www.g2.com/products/knime-analytics-platform/reviews) | 4.5/5 (111 reviews) | Enterprise | — | Open-source workflow automation |



### Which Data Science and Machine Learning Platforms features should I prioritize when comparing Posit and Altair AI Studio?

Buyers should prioritize Ease of Use, Integration Capabilities, Analysis Features, Machine Learning Support, and Open Source Ecosystem when comparing Posit and Altair AI Studio.

- **Ease of Use:** Posit 8.4, Altair AI Studio 8.9
- **Integration Capabilities:** Posit has 5 all-time mentions for Easy Integrations; Altair AI Studio has 5 all-time mentions for Integrations
- **Analysis Features:** Posit has 4 all-time mentions for Analysis Efficiency; Altair AI Studio has 3 all-time mentions for Data Analysis
- **Machine Learning Support:** Altair AI Studio has 8 all-time mentions for Machine Learning; Posit supports R and Python-based ML workflows
- **Open Source Ecosystem:** Posit has 7 all-time mentions for Open Source; Altair AI Studio does not have open source as a cited strength



### What are the pros and cons of Posit vs Altair AI Studio?

Altair AI Studio's headline strength is its no-code machine learning and automation, while Posit is most recognized for its open-source ecosystem and flexibility.

- **Posit strengths:** Open Source (7 all-time mentions), Ease of Use (13), Features (9), Customer Support (5), Easy Integrations (5), Flexibility (5), Analysis Efficiency (4)
- **Posit trade-offs:** Slow Performance (7), Learning Curve (4), Performance Issues (4), Steep Learning Curve (4)
- **Altair AI Studio strengths:** Machine Learning (8), Ease of Use (9), AI Integration (6), Automation (5), Integrations (5), User Interface (5), Modeling (5)
- **Altair AI Studio trade-offs:** Complexity (4), Large Dataset Handling (3), Slow Performance (3)



### Is Posit or Altair AI Studio better for small businesses?

Altair AI Studio is the better fit for small businesses, as it is most prominent in the small-business segment and is praised for its ease of use and no-code capabilities.

- **Posit:** Largest segment is Enterprise; reviewers highlight its robust features but note a steeper learning curve and higher costs for smaller teams.
- **Altair AI Studio:** Largest segment is Small-Business; reviewers consistently praise its accessibility for non-coders and value for smaller organizations.



### Which Data Science and Machine Learning Platforms platform has better integrations?

Posit and Altair AI Studio are rated at parity for integrations, with both products receiving 5 all-time mentions for integrations in reviews.

- **Posit:** GitHub and Databricks are the most frequently cited integrations, with GitHub mentioned in 9 reviews and Databricks in 3.
- **Altair AI Studio:** Reviewers mention integrations with Teamcenter and other Siemens products, as well as Python and Excel, with 5 all-time mentions for integrations.



### How do Posit and Altair AI Studio compare on customer support?

Altair AI Studio and Posit are rated at near-parity on Quality of Support, with Altair AI Studio at 8.5 and Posit at 8.2, a difference below the materiality threshold.

- **Posit:** Reviewers frequently praise customer support, describing it as fast, knowledgeable, and helpful, with 5 all-time mentions for Customer Support.
- **Altair AI Studio:** Reviewers highlight responsive support and helpful onboarding, with 6 all-time mentions for Quality of Support.



### Which is easier to implement, Posit or Altair AI Studio?

Altair AI Studio has a higher Ease of Setup score at 9.1 compared to Posit's 8.8, indicating reviewers find it easier to implement.

- **Posit:** Reviewers note that setup can require onboarding, especially for teams new to centralized analytics, but praise available documentation and training resources.
- **Altair AI Studio:** Reviewers consistently describe the initial setup as easy, with many citing the intuitive interface and straightforward installation process.



### Which product has better Analysis?

Analysis is the most frequently mentioned feature across both products, with both Posit and Altair AI Studio receiving strong reviewer support for their analysis capabilities.

- **Posit:** Analysis Efficiency (4 all-time mentions), Analytics (3), Meets Requirements score 9.1
- **Altair AI Studio:** Data Analysis (3 all-time mentions), Meets Requirements score 8.6



| | Altair AI Studio | Posit Team | 
|---|---|---|
| **Star Rating** | 4.6 out of 5 | 4.5 out of 5 | 
| **Total Reviews** | 532 | 575 | 
| **Largest Market Segment** | Small-Business (41.3% of reviews) | Enterprise (48.4% of reviews) | 
| **Entry Level Price** | No pricing available | No pricing available | 

---
## Top Pros & Cons

### Altair AI Studio

Pros:
- Ease of Use (9 reviews)
- Machine Learning (8 reviews)

Cons:
- Complexity (4 reviews)
- Large Dataset Handling (3 reviews)

### Posit Team

Pros:
- Ease of Use (13 reviews)
- Features (9 reviews)

Cons:
- Slow Performance (7 reviews)
- Learning Curve (4 reviews)

---
## Ratings Comparison
| Rating | Altair AI Studio | Posit Team | 
|---|---|---|
  | **Meets Requirements** | 8.6 (433 reviews) | 9.1 (506 reviews) | 
  | **Ease of Use** | 8.8 (437 reviews) | 8.4 (506 reviews) | 
  | **Ease of Setup** | 9.0 (140 reviews) | 8.8 (115 reviews) | 
  | **Ease of Admin** | 8.5 (106 reviews) | 8.3 (93 reviews) | 
  | **Quality of Support** | 8.5 (361 reviews) | 8.2 (412 reviews) | 
  | **Has the product been a good partner in doing business?** | 8.9 (95 reviews) | 8.6 (84 reviews) | 
  | **Product Direction (% positive)** | 8.8 (421 reviews) | 8.5 (497 reviews) | 

---
## Pricing

### Altair AI Studio

#### Entry-Level Pricing

No pricing available

#### Free Trial

Yes

### Posit Team

#### Entry-Level Pricing

No pricing available

#### Free Trial

Yes

---
## Features Comparison By Category

### Analytics Platforms

| Product | Score | Reviews |
|---|---|---|
| **Altair AI Studio** | N/A | N/A |
| **Posit Team** | N/A | N/A |

#### Reports

| Feature | Altair AI Studio | Posit Team | 
|---|---|---|
| **Reports Interface** | Not enough data | Not enough data | 
| **Steps to Answer** | Not enough data | Not enough data | 
| **Graphs and Charts** | Not enough data | Not enough data | 
| **Score Cards** | Not enough data | Not enough data | 
| **Dashboards** | Not enough data | Not enough data | 
| **Customizable Reports** | Not enough data | Not enough data | 
| **Marketing Reports** | Not enough data | Not enough data | 
| **Sales Reports** | Not enough data | Not enough data | 
| **Activity Dashboard** | Not enough data | Not enough data | 
| **Interactive Reports** | Not enough data | Not enough data | 
| **Customizable Reports** | Not enough data | Not enough data | 
| **Customizable Reports** | Not enough data | Not enough data | 
| **Activity Dashboard** | Not enough data | Not enough data | 
| **Customizable Dashboard** | Not enough data | Not enough data | 

#### Data Preparation

| Feature | Altair AI Studio | Posit Team | 
|---|---|---|
| **Connectors** | Not enough data | Not enough data | 
| **Data Governance** | Not enough data | Not enough data | 

#### Data Modeling and Blending

| Feature | Altair AI Studio | Posit Team | 
|---|---|---|
| **Data Querying** | Not enough data | Not enough data | 
| **Data Filtering** | Not enough data | Not enough data | 
| **Data Blending** | Not enough data | Not enough data | 
| **Data Capture and Transfer** | Not enough data | Not enough data | 

#### Generative AI

| Feature | Altair AI Studio | Posit Team | 
|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | 
| **AI Text Summarization** | Not enough data | Not enough data | 
| **Generative AI** | Not enough data | Not enough data | 

#### Agentic AI - Analytics Platforms

| Feature | Altair AI Studio | Posit Team | 
|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | 
| **Multi-step Planning** | Not enough data | Not enough data | 
| **Cross-system Integration** | Not enough data | Not enough data | 
| **Adaptive Learning** | Not enough data | Not enough data | 
| **Natural Language Interaction** | Not enough data | Not enough data | 
| **Proactive Assistance** | Not enough data | Not enough data | 
| **Decision Making** | Not enough data | Not enough data | 
| **Third-Party Integrations** | Not enough data | Not enough data | 

#### Self Service 

| Feature | Altair AI Studio | Posit Team | 
|---|---|---|
| **Calculated Fields** | Not enough data | Not enough data | 
| **Data Column Filtering** | Not enough data | Not enough data | 
| **Data Discovery** | Not enough data | Not enough data | 
| **Search** | Not enough data | Not enough data | 
| **Collaboration / Workflow** | Not enough data | Not enough data | 
| **Automodeling** | Not enough data | Not enough data | 
| **Natural Language Search** | Not enough data | Not enough data | 
| **Visual Discovery** | Not enough data | Not enough data | 
| **Data Blending** | Not enough data | Not enough data | 
| **Data Blending** | Not enough data | Not enough data | 

#### Deployment & Integration - Analytics Platforms

| Feature | Altair AI Studio | Posit Team | 
|---|---|---|
| **No-code Dashboard Builder** | Not enough data | Not enough data | 
| **Report Scheduling and Automation** | Not enough data | Not enough data | 
| **Embedded Analytics and White-labeling** | Not enough data | Not enough data | 
| **Data Source Connectivity** | Not enough data | Not enough data | 
| **Multiple Data Sources** | Not enough data | Not enough data | 
| **Query Builder** | Not enough data | Not enough data | 

#### Advanced Analytics

| Feature | Altair AI Studio | Posit Team | 
|---|---|---|
| **Predictive Analytics** | Not enough data | Not enough data | 
| **Data Visualization** | Not enough data | Not enough data | 
| **Big Data Services** | Not enough data | Not enough data | 
| **Real-Time Analytics** | Not enough data | Not enough data | 
| **Reporting/Analytics** | Not enough data | Not enough data | 
| **Real-Time Analytics** | Not enough data | Not enough data | 
| **Reporting/Analytics** | Not enough data | Not enough data | 
| **Visual Analytics** | Not enough data | Not enough data | 

#### Performance & Scalability - Analytics Platforms

| Feature | Altair AI Studio | Posit Team | 
|---|---|---|
| **Large data handling and Query Speed** | Not enough data | Not enough data | 
| **Concurrent User Support** | Not enough data | Not enough data | 
| **Database Support** | Not enough data | Not enough data | 

#### Advanced Analytics & Modeling - Analytics Platforms

| Feature | Altair AI Studio | Posit Team | 
|---|---|---|
| **Data Modeling and Governance** | Not enough data | Not enough data | 
| **Notebook and Script Integration** | Not enough data | Not enough data | 
| **Built-in Predictive and Statistical Models** | Not enough data | Not enough data | 

#### Agentic AI Capabilities - Analytics Platforms

| Feature | Altair AI Studio | Posit Team | 
|---|---|---|
| **Auto-generated Insights and Narratives** | Not enough data | Not enough data | 
| **Natural Language Queries** | Not enough data | Not enough data | 
| **Proactive KPI Monitoring and Alerts** | Not enough data | Not enough data | 
| **AI Agents for Analytical Follow-ups** | Not enough data | Not enough data | 

#### Personalized Intelligence - Analytics Platforms

| Feature | Altair AI Studio | Posit Team | 
|---|---|---|
| **Behavioral Learning for Contextual Query Refinement** | Not enough data | Not enough data | 
| **Role-based Insight Personalization** | Not enough data | Not enough data | 
| **Conversational and Prompt-based Analytics** | Not enough data | Not enough data | 
| **Ad hoc Query** | Not enough data | Not enough data | 
| **Visual Analytics** | Not enough data | Not enough data | 

#### Building Reports

| Feature | Altair AI Studio | Posit Team | 
|---|---|---|
| **Data Transformation** | Not enough data | Not enough data | 
| **Data Modeling** | Not enough data | Not enough data | 
| **WYSIWYG Report Design** | Not enough data | Not enough data | 
| **Integration APIs** | Not enough data | Not enough data | 
| **Real-Time Data** | Not enough data | Not enough data | 
| **Real-Time Data** | Not enough data | Not enough data | 
| **Third-Party Integrations** | Not enough data | Not enough data | 
| **Third-Party Integrations** | Not enough data | Not enough data | 

#### Additional Functionality

| Feature | Altair AI Studio | Posit Team | 
|---|---|---|
| **Drag & Drop** | Not enough data | Not enough data | 
| **Secure Data Storage** | Not enough data | Not enough data | 
| **Data Import/Export** | Not enough data | Not enough data | 
| **Customizable Branding** | Not enough data | Not enough data | 
| **Dashboard Creation** | Not enough data | Not enough data | 
| **Access Controls/Permissions** | Not enough data | Not enough data | 
| **Real-Time Reporting** | Not enough data | Not enough data | 
| **Metadata Management** | Not enough data | Not enough data | 
| **Forecasting** | Not enough data | Not enough data | 
| **Data Storage Management** | Not enough data | Not enough data | 
| **Ad hoc Analysis** | Not enough data | Not enough data | 
| **Ad hoc Reporting** | Not enough data | Not enough data | 
| **Data Migration** | Not enough data | Not enough data | 
| **AI Copilot** | Not enough data | Not enough data | 
| **Self Service Data Preparation** | Not enough data | Not enough data | 
| **Search/Filter** | Not enough data | Not enough data | 
| **Data Mapping** | Not enough data | Not enough data | 
| **Monitoring** | Not enough data | Not enough data | 
| **Sentiment Analysis** | Not enough data | Not enough data | 
| **User Management** | Not enough data | Not enough data | 
| **Sales Trend Analysis** | Not enough data | Not enough data | 
| **Charting** | Not enough data | Not enough data | 
| **Reporting & Statistics** | Not enough data | Not enough data | 
| **Performance Metrics** | Not enough data | Not enough data | 
| **Alerts/Notifications** | Not enough data | Not enough data | 
| **Data Extraction** | Not enough data | Not enough data | 
| **Widgets** | Not enough data | Not enough data | 
| **Storytelling** | Not enough data | Not enough data | 
| **Trend Analysis** | Not enough data | Not enough data | 
| **Collaboration Tools** | Not enough data | Not enough data | 
| **Financing Management** | Not enough data | Not enough data | 
| **Self-service Analytics** | Not enough data | Not enough data | 
| **KPI Monitoring** | Not enough data | Not enough data | 
| **Dashboard** | Not enough data | Not enough data | 
| **API** | Not enough data | Not enough data | 
| **Data Integration** | Not enough data | Not enough data | 
| **Scorecards** | Not enough data | Not enough data | 
| **Data Management** | Not enough data | Not enough data | 
| **Task Management** | Not enough data | Not enough data | 
| **Progress Tracking** | Not enough data | Not enough data | 
| **Data Connectors** | Not enough data | Not enough data | 
| **Data Visualization** | Not enough data | Not enough data | 
| **Profitability Analysis** | Not enough data | Not enough data | 
| **Project Tracking** | Not enough data | Not enough data | 
| **Strategic Planning** | Not enough data | Not enough data | 
| **Goal Setting/Tracking** | Not enough data | Not enough data | 
| **Publishing/Sharing** | Not enough data | Not enough data | 
| **Predictive Analytics** | Not enough data | Not enough data | 
| **Real-Time Monitoring** | Not enough data | Not enough data | 
| **Templates** | Not enough data | Not enough data | 
| **Mobile Access** | Not enough data | Not enough data | 
| **Customizable Templates** | Not enough data | Not enough data | 
| **Workflow Management** | Not enough data | Not enough data | 
| **Financial Reporting** | Not enough data | Not enough data | 
| **Audit Management** | Not enough data | Not enough data | 
| **OLAP** | Not enough data | Not enough data | 
| **Single Sign On** | Not enough data | Not enough data | 
| **Data Synchronization** | Not enough data | Not enough data | 

### Artificial Intelligence

| Product | Score | Reviews |
|---|---|---|
| **Altair AI Studio** | N/A | N/A |
| **Posit Team** | N/A | N/A |

#### Additional Functionality

| Feature | Altair AI Studio | Posit Team | 
|---|---|---|
| **Tagging** | Not enough data | Not enough data | 
| **Natural Language Processing** | Not enough data | Not enough data | 
| **Data Extraction** | Not enough data | Not enough data | 
| **Multi-Language** | Not enough data | Not enough data | 
| **Predictive Analytics** | Not enough data | Not enough data | 
| **Drag & Drop** | Not enough data | Not enough data | 
| **Speech Recognition** | Not enough data | Not enough data | 
| **Reporting/Analytics** | Not enough data | Not enough data | 
| **Data Storage Management** | Not enough data | Not enough data | 
| **Virtual Personal Assistant (VPA)** | Not enough data | Not enough data | 
| **AI Copilot** | Not enough data | Not enough data | 
| **Customer Segmentation** | Not enough data | Not enough data | 
| **Collaboration Tools** | Not enough data | Not enough data | 
| **Data Import/Export** | Not enough data | Not enough data | 
| **Generative AI** | Not enough data | Not enough data | 
| **For eCommerce** | Not enough data | Not enough data | 
| **Role-Based Permissions** | Not enough data | Not enough data | 
| **Customizable Branding** | Not enough data | Not enough data | 
| **Search/Filter** | Not enough data | Not enough data | 
| **Monitoring** | Not enough data | Not enough data | 
| **Document Management** | Not enough data | Not enough data | 
| **API** | Not enough data | Not enough data | 
| **Data Visualization** | Not enough data | Not enough data | 
| **Trend Analysis** | Not enough data | Not enough data | 
| **Machine Learning** | Not enough data | Not enough data | 
| **Access Controls/Permissions** | Not enough data | Not enough data | 
| **Alerts/Escalation** | Not enough data | Not enough data | 
| **Performance Metrics** | Not enough data | Not enough data | 
| **Real-Time Data** | Not enough data | Not enough data | 
| **Third-Party Integrations** | Not enough data | Not enough data | 
| **Mobile App** | Not enough data | Not enough data | 
| **Multiple Data Sources** | Not enough data | Not enough data | 
| **For Sales Teams/Organizations** | Not enough data | Not enough data | 
| **Sentiment Analysis** | Not enough data | Not enough data | 
| **Activity Dashboard** | Not enough data | Not enough data | 
| **Chatbot** | Not enough data | Not enough data | 
| **Workflow Automation** | Not enough data | Not enough data | 

### Generative AI

| Product | Score | Reviews |
|---|---|---|
| **Altair AI Studio** | N/A | N/A |
| **Posit Team** | N/A | N/A |

#### Additional Functionality

| Feature | Altair AI Studio | Posit Team | 
|---|---|---|
| **Code Generation** | Not enough data | Not enough data | 
| **Text to Image** | Not enough data | Not enough data | 
| **Generative AI** | Not enough data | Not enough data | 
| **API** | Not enough data | Not enough data | 
| **Natural Language Processing** | Not enough data | Not enough data | 
| **Virtual Characters and Avatars** | Not enough data | Not enough data | 
| **Content Generation** | Not enough data | Not enough data | 
| **Personalization and Recommendation** | Not enough data | Not enough data | 
| **Conditional Generation** | Not enough data | Not enough data | 
| **Transformer Model** | Not enough data | Not enough data | 
| **Automated Image & Video Editing** | Not enough data | Not enough data | 
| **Interactive and Co-Creative Systems** | Not enough data | Not enough data | 
| **Text Summarization** | Not enough data | Not enough data | 
| **Data Augmentation** | Not enough data | Not enough data | 
| **Variation Autoencoder Models** | Not enough data | Not enough data | 
| **Adversarial Training** | Not enough data | Not enough data | 
| **Transfer Learning and Fine-tuning** | Not enough data | Not enough data | 
| **Simulation and Scenario Generation** | Not enough data | Not enough data | 
| **Creative Design** | Not enough data | Not enough data | 
| **AI Copilot** | Not enough data | Not enough data | 
| **Prompt Engineering** | Not enough data | Not enough data | 
| **Foundation Model** | Not enough data | Not enough data | 

### Statistical Analysis

| Product | Score | Reviews |
|---|---|---|
| **Altair AI Studio** | N/A | N/A |
| **Posit Team** | 9.0/10 | 98 |

#### Administration

| Feature | Altair AI Studio | Posit Team | 
|---|---|---|
| **Quality Control** | Not enough data | 8.7 (77 reviews) | 
| **Data Sampling** | Not enough data | 9.2 (82 reviews) | 
| **Collaboration** | Not enough data | 8.3 (80 reviews) | 
| **Multiple Data Sources** | Not enough data | Not enough data | 
| **Real-Time Data** | Not enough data | Not enough data | 
| **Statistical Process Control** | Not enough data | Not enough data | 

#### Capabilities

| Feature | Altair AI Studio | Posit Team | 
|---|---|---|
| **Data Visualization** | Not enough data | 9.0 (91 reviews) | 
| **Survival Analysis** | Not enough data | 8.9 (67 reviews) | 
| **Risk Data Attributes** | Not enough data | 8.9 (55 reviews) | 
| **Cost Analysis** | Not enough data | 8.8 (59 reviews) | 
| **Multivariate Analysis** | Not enough data | Not enough data | 
| **What-if Analysis** | Not enough data | Not enough data | 
| **Statistical Analysis** | Not enough data | Not enough data | 
| **Bayesian Analysis** | Not enough data | Not enough data | 
| **Trend Analysis** | Not enough data | Not enough data | 
| **Regression Analysis** | Not enough data | Not enough data | 

#### Methodology

| Feature | Altair AI Studio | Posit Team | 
|---|---|---|
| **ANOVA Support** | Not enough data | 9.1 (79 reviews) | 
| **Regression** | Not enough data | 9.5 (87 reviews) | 
| **Time Series Analysis** | Not enough data | 9.3 (82 reviews) | 

#### Generative AI

| Feature | Altair AI Studio | Posit Team | 
|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | 
| **AI Text Summarization** | Not enough data | Not enough data | 
| **Generative AI** | Not enough data | Not enough data | 

#### Additional Functionality

| Feature | Altair AI Studio | Posit Team | 
|---|---|---|
| **Compliance Tracking** | Not enough data | Not enough data | 
| **Real-Time Reporting** | Not enough data | Not enough data | 
| **Statistical Simulation** | Not enough data | Not enough data | 
| **Forecasting** | Not enough data | Not enough data | 
| **Neural Network Modeling** | Not enough data | Not enough data | 
| **Visual Analytics** | Not enough data | Not enough data | 
| **Access Controls/Permissions** | Not enough data | Not enough data | 
| **Data Connectors** | Not enough data | Not enough data | 
| **Customizable Reports** | Not enough data | Not enough data | 
| **Drag & Drop** | Not enough data | Not enough data | 
| **Self Service Data Preparation** | Not enough data | Not enough data | 
| **Performance Metrics** | Not enough data | Not enough data | 
| **Data Transformation** | Not enough data | Not enough data | 
| **Activity Dashboard** | Not enough data | Not enough data | 
| **Data Extraction** | Not enough data | Not enough data | 
| **Reporting/Analytics** | Not enough data | Not enough data | 
| **Predictive Analytics** | Not enough data | Not enough data | 
| **API** | Not enough data | Not enough data | 
| **AI Copilot** | Not enough data | Not enough data | 
| **Association Discovery** | Not enough data | Not enough data | 
| **Ad hoc Reporting** | Not enough data | Not enough data | 
| **Reporting & Statistics** | Not enough data | Not enough data | 
| **Third-Party Integrations** | Not enough data | Not enough data | 
| **Customization** | Not enough data | Not enough data | 
| **Search/Filter** | Not enough data | Not enough data | 
| **Monitoring** | Not enough data | Not enough data | 
| **Data Clustering** | Not enough data | Not enough data | 
| **Data Import/Export** | Not enough data | Not enough data | 
| **SSL Security** | Not enough data | Not enough data | 
| **File Storage** | Not enough data | Not enough data | 
| **Decision Tree** | Not enough data | Not enough data | 
| **Multiple Scoring Models** | Not enough data | Not enough data | 

### Data Science and Machine Learning Platforms

| Product | Score | Reviews |
|---|---|---|
| **Altair AI Studio** | 7.9/10 | 84 |
| **Posit Team** | 8.6/10 | 35 |

#### System

| Feature | Altair AI Studio | Posit Team | 
|---|---|---|
| **Data Ingestion & Wrangling** | 8.6 (53 reviews) | 9.1 (25 reviews) | 
| **Real-Time Data** | Not enough data | Not enough data | 

#### Model Development

| Feature | Altair AI Studio | Posit Team | 
|---|---|---|
| **Language Support** | 7.5 (36 reviews) | 8.9 (22 reviews) | 
| **Drag and Drop** | 9.1 (62 reviews) | 7.8 (21 reviews) | 
| **Pre-Built Algorithms** | 8.5 (57 reviews) | 8.3 (22 reviews) | 
| **Model Training** | 8.4 (52 reviews) | 9.0 (21 reviews) | 
| **Database Support** | Not enough data | Not enough data | 
| **Multi-Language** | Not enough data | Not enough data | 

#### Model Development

| Feature | Altair AI Studio | Posit Team | 
|---|---|---|
| **Feature Engineering** | 8.4 (47 reviews) | 9.0 (21 reviews) | 

#### Machine/Deep Learning Services

| Feature | Altair AI Studio | Posit Team | 
|---|---|---|
| **Computer Vision** | 7.7 (30 reviews) | 8.6 (15 reviews) | 
| **Natural Language Processing** | 7.9 (35 reviews) | 8.5 (14 reviews) | 
| **Natural Language Generation** | 7.6 (24 reviews) | 8.7 (13 reviews) | 
| **Artificial Neural Networks** | 8.4 (39 reviews) | 7.6 (17 reviews) | 

#### Machine/Deep Learning Services

| Feature | Altair AI Studio | Posit Team | 
|---|---|---|
| **Natural Language Understanding** | 7.6 (32 reviews) | 8.6 (17 reviews) | 
| **Deep Learning** | 8.4 (36 reviews) | 9.1 (18 reviews) | 

#### Deployment

| Feature | Altair AI Studio | Posit Team | 
|---|---|---|
| **Managed Service** | 7.9 (39 reviews) | 8.6 (21 reviews) | 
| **Application** | 8.3 (37 reviews) | 8.9 (19 reviews) | 
| **Scalability** | 8.5 (34 reviews) | 8.8 (23 reviews) | 

#### Additional Functionality

| Feature | Altair AI Studio | Posit Team | 
|---|---|---|
| **Customizable Reports** | Not enough data | Not enough data | 
| **Collaboration Tools** | Not enough data | Not enough data | 
| **Data Extraction** | Not enough data | Not enough data | 
| **Semantic Search** | Not enough data | Not enough data | 
| **Data Storage Management** | Not enough data | Not enough data | 
| **Ad hoc Reporting** | Not enough data | Not enough data | 
| **Reporting/Analytics** | Not enough data | Not enough data | 
| **Predictive Analytics** | Not enough data | Not enough data | 
| **Activity Dashboard** | Not enough data | Not enough data | 
| **Access Controls/Permissions** | Not enough data | Not enough data | 
| **Visual Analytics** | Not enough data | Not enough data | 
| **Data Mapping** | Not enough data | Not enough data | 
| **Data Synchronization** | Not enough data | Not enough data | 
| **Statistical Analysis** | Not enough data | Not enough data | 
| **Categorization/Grouping** | Not enough data | Not enough data | 
| **Trend Analysis** | Not enough data | Not enough data | 
| **Data Profiling** | Not enough data | Not enough data | 
| **Linked Data Management** | Not enough data | Not enough data | 
| **Data Visualization** | Not enough data | Not enough data | 
| **API** | Not enough data | Not enough data | 
| **Multiple Data Sources** | Not enough data | Not enough data | 
| **Sentiment Analysis** | Not enough data | Not enough data | 
| **Search/Filter** | Not enough data | Not enough data | 
| **Data Import/Export** | Not enough data | Not enough data | 
| **Data Capture and Transfer** | Not enough data | Not enough data | 
| **AI Copilot** | Not enough data | Not enough data | 
| **Monitoring** | Not enough data | Not enough data | 
| **Data Connectors** | Not enough data | Not enough data | 
| **Ad hoc Analysis** | Not enough data | Not enough data | 
| **Text Mining** | Not enough data | Not enough data | 
| **Reporting & Statistics** | Not enough data | Not enough data | 
| **Predictive Modeling** | Not enough data | Not enough data | 
| **Real-Time Analytics** | Not enough data | Not enough data | 
| **Configurable Workflow** | Not enough data | Not enough data | 
| **Tagging** | Not enough data | Not enough data | 
| **Endpoint Management** | Not enough data | Not enough data | 
| **No-Code** | Not enough data | Not enough data | 
| **Data Preparation** | Not enough data | Not enough data | 
| **Auditing** | Not enough data | Not enough data | 
| **Big Data Analytics** | Not enough data | Not enough data | 
| **ML Algorithm Library** | Not enough data | Not enough data | 
| **Data Management** | Not enough data | Not enough data | 
| **Activity Tracking** | Not enough data | Not enough data | 
| **Data Security** | Not enough data | Not enough data | 
| **Workflow Management** | Not enough data | Not enough data | 

#### Generative AI

| Feature | Altair AI Studio | Posit Team | 
|---|---|---|
| **AI Text Generation** | 7.1 (7 reviews) | Not enough data | 
| **AI Text Summarization** | 6.7 (6 reviews) | Not enough data | 
| **AI Text-to-Image** | 6.4 (6 reviews) | Not enough data | 
| **Generative AI** | Not enough data | Not enough data | 

#### Agentic AI - Data Science and Machine Learning Platforms

| Feature | Altair AI Studio | Posit Team | 
|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | 
| **Multi-step Planning** | Not enough data | Not enough data | 
| **Cross-system Integration** | Not enough data | Not enough data | 
| **Adaptive Learning** | Not enough data | Not enough data | 
| **Natural Language Interaction** | Not enough data | Not enough data | 
| **Proactive Assistance** | Not enough data | Not enough data | 
| **Decision Making** | Not enough data | Not enough data | 
| **Third-Party Integrations** | Not enough data | Not enough data | 

### Text Analysis

| Product | Score | Reviews |
|---|---|---|
| **Altair AI Studio** | 7.7/10 | 5 |
| **Posit Team** | N/A | N/A |

#### Setup

| Feature | Altair AI Studio | Posit Team | 
|---|---|---|
| **Integration** | 8.0 (5 reviews) | Not enough data | 
| **Maintenance** | 7.7 (5 reviews) | Not enough data | 
| **No-Code** | 8.3 (5 reviews) | Not enough data | 
| **Third-Party Integrations** | Not enough data | Not enough data | 

#### Data

| Feature | Altair AI Studio | Posit Team | 
|---|---|---|
| **Security** | 8.0 (5 reviews) | Not enough data | 
| **Data Visualization** | 8.3 (5 reviews) | Not enough data | 
| **Real-Time Data** | Not enough data | Not enough data | 
| **Visual Analytics** | Not enough data | Not enough data | 

#### Analysis

| Feature | Altair AI Studio | Posit Team | 
|---|---|---|
| **Automation** | 8.3 (5 reviews) | Not enough data | 
| **Named entity recognition** | 7.3 (5 reviews) | Not enough data | 
| **Keyphrase Extraction** | 7.3 (5 reviews) | Not enough data | 
| **Topic Analysis** | 7.0 (5 reviews) | Not enough data | 
| **Sentiment Analysis** | 7.0 (5 reviews) | Not enough data | 
| **Language Identification** | 7.0 (5 reviews) | Not enough data | 
| **Syntax/Part of Speech Parsing** | 6.0 (5 reviews) | Not enough data | 
| **Multi-Language** | Not enough data | Not enough data | 
| **Trend Analysis** | Not enough data | Not enough data | 
| **Text Analysis** | Not enough data | Not enough data | 
| **Qualitative Comparative Analysis** | Not enough data | Not enough data | 
| **Statistical Analysis** | Not enough data | Not enough data | 
| **User Research Analysis** | Not enough data | Not enough data | 
| **Ad hoc Analysis** | Not enough data | Not enough data | 
| **Quantitative Analysis** | Not enough data | Not enough data | 

#### Customization

| Feature | Altair AI Studio | Posit Team | 
|---|---|---|
| **Pre-Built Parameterization** | 8.3 (5 reviews) | Not enough data | 
| **Custom Extension** | 8.7 (5 reviews) | Not enough data | 
| **Compositionality** | 8.0 (5 reviews) | Not enough data | 

#### Generative AI

| Feature | Altair AI Studio | Posit Team | 
|---|---|---|
| **AI Text Generation** | Feature Not Available | Not enough data | 
| **AI Text Summarization** | Feature Not Available | Not enough data | 
| **Generative AI** | Not enough data | Not enough data | 

#### Additional Functionality

| Feature | Altair AI Studio | Posit Team | 
|---|---|---|
| **Monitoring** | Not enough data | Not enough data | 
| **Activity Tracking** | Not enough data | Not enough data | 
| **Data Collection** | Not enough data | Not enough data | 
| **Access Controls/Permissions** | Not enough data | Not enough data | 
| **Predictive Analytics** | Not enough data | Not enough data | 
| **Computer Assisted Coding** | Not enough data | Not enough data | 
| **Activity Dashboard** | Not enough data | Not enough data | 
| **Real-Time Analytics** | Not enough data | Not enough data | 
| **AI Copilot** | Not enough data | Not enough data | 
| **Reporting & Statistics** | Not enough data | Not enough data | 
| **Data Import/Export** | Not enough data | Not enough data | 
| **Mixed Methods Research** | Not enough data | Not enough data | 
| **Website Analytics** | Not enough data | Not enough data | 
| **Multimedia Support** | Not enough data | Not enough data | 
| **Media Analytics** | Not enough data | Not enough data | 
| **Categorization/Grouping** | Not enough data | Not enough data | 
| **Data Storage Management** | Not enough data | Not enough data | 
| **Feedback Management** | Not enough data | Not enough data | 
| **Tagging** | Not enough data | Not enough data | 
| **Collaboration Tools** | Not enough data | Not enough data | 
| **Single Sign On** | Not enough data | Not enough data | 
| **Drag & Drop** | Not enough data | Not enough data | 
| **Annotations** | Not enough data | Not enough data | 
| **Customizable Branding** | Not enough data | Not enough data | 
| **Data Coding** | Not enough data | Not enough data | 
| **Multiple Data Sources** | Not enough data | Not enough data | 
| **API** | Not enough data | Not enough data | 
| **Search/Filter** | Not enough data | Not enough data | 
| **Customizable Reports** | Not enough data | Not enough data | 

### Generative AI Infrastructure

| Product | Score | Reviews |
|---|---|---|
| **Altair AI Studio** | N/A | N/A |
| **Posit Team** | N/A | N/A |

#### Scalability and Performance - Generative AI Infrastructure

| Feature | Altair AI Studio | Posit Team | 
|---|---|---|
| **AI High Availability** | Not enough data | Not enough data | 
| **AI Model Training Scalability** | Not enough data | Not enough data | 
| **AI Inference Speed** | Not enough data | Not enough data | 

#### Cost and Efficiency - Generative AI Infrastructure

| Feature | Altair AI Studio | Posit Team | 
|---|---|---|
| **AI Cost per API Call** | Not enough data | Not enough data | 
| **AI Resource Allocation Flexibility** | Not enough data | Not enough data | 
| **AI Energy Efficiency** | Not enough data | Not enough data | 

#### Integration and Extensibility - Generative AI Infrastructure

| Feature | Altair AI Studio | Posit Team | 
|---|---|---|
| **AI Multi-cloud Support** | Not enough data | Not enough data | 
| **AI Data Pipeline Integration** | Not enough data | Not enough data | 
| **AI API Support and Flexibility** | Not enough data | Not enough data | 

#### Security and Compliance - Generative AI Infrastructure

| Feature | Altair AI Studio | Posit Team | 
|---|---|---|
| **AI GDPR and Regulatory Compliance** | Not enough data | Not enough data | 
| **AI Role-based Access Control** | Not enough data | Not enough data | 
| **AI Data Encryption** | Not enough data | Not enough data | 

#### Usability and Support - Generative AI Infrastructure

| Feature | Altair AI Studio | Posit Team | 
|---|---|---|
| **AI Documentation Quality** | Not enough data | Not enough data | 
| **AI Community Activity** | Not enough data | Not enough data | 

### Low-Code Machine Learning Platforms

| Product | Score | Reviews |
|---|---|---|
| **Altair AI Studio** | N/A | N/A |
| **Posit Team** | N/A | N/A |

#### Data Ingestion & Preparation - Low-Code Machine Learning Platforms

| Feature | Altair AI Studio | Posit Team | 
|---|---|---|
| **Automatic Data Profiling & Quality Assessment** | Not enough data | Not enough data | 
| **Multi‑Source Connector Support** | Not enough data | Not enough data | 
| **Schema Drift / Change Detection** | Not enough data | Not enough data | 

#### Model Construction & Automation - Low-Code Machine Learning Platforms

| Feature | Altair AI Studio | Posit Team | 
|---|---|---|
| **Guided Algorithm & Hyperparameter Recommendation** | Not enough data | Not enough data | 
| **Code Extensibility** | Not enough data | Not enough data | 
| **Automated Feature Engineering** | Not enough data | Not enough data | 

### Predictive Analytics

| Product | Score | Reviews |
|---|---|---|
| **Altair AI Studio** | 8.2/10 | 321 |
| **Posit Team** | N/A | N/A |

#### Statistical Tool

| Feature | Altair AI Studio | Posit Team | 
|---|---|---|
| **Scripting** | 7.9 (176 reviews) | Not enough data | 
| **Data Mining** | 9.0 (250 reviews) | Not enough data | 
| **Algorithms** | 8.6 (266 reviews) | Not enough data | 

#### Data Analysis

| Feature | Altair AI Studio | Posit Team | 
|---|---|---|
| **Analysis** | 8.8 (284 reviews) | Not enough data | 
| **Data Interaction** | 8.6 (269 reviews) | Not enough data | 
| **Time Series Analysis** | Not enough data | Not enough data | 
| **Trend Analysis** | Not enough data | Not enough data | 

#### Decision Making

| Feature | Altair AI Studio | Posit Team | 
|---|---|---|
| **Modeling** | 8.9 (275 reviews) | Not enough data | 
| **Data Visualizations** | 8.0 (251 reviews) | Not enough data | 
| **Report Generation** | 7.9 (254 reviews) | Not enough data | 
| **Data Unification** | 8.2 (226 reviews) | Not enough data | 
| **Customizable Reports** | Not enough data | Not enough data | 

#### Generative AI

| Feature | Altair AI Studio | Posit Team | 
|---|---|---|
| **AI Text Generation** | 7.2 (6 reviews) | Not enough data | 
| **AI Text Summarization** | 6.9 (6 reviews) | Not enough data | 
| **Generative AI** | Not enough data | Not enough data | 

#### Additional Functionality

| Feature | Altair AI Studio | Posit Team | 
|---|---|---|
| **Demand Forecasting** | Not enough data | Not enough data | 
| **AI/Machine Learning** | Not enough data | Not enough data | 
| **Drag & Drop** | Not enough data | Not enough data | 
| **For Healthcare** | Not enough data | Not enough data | 
| **Forecasting** | Not enough data | Not enough data | 
| **Data Extraction** | Not enough data | Not enough data | 
| **Third-Party Integrations** | Not enough data | Not enough data | 
| **Decision Support** | Not enough data | Not enough data | 
| **Modeling & Simulation** | Not enough data | Not enough data | 
| **Alerts/Notifications** | Not enough data | Not enough data | 
| **Reporting/Analytics** | Not enough data | Not enough data | 
| **Multiple Data Sources** | Not enough data | Not enough data | 
| **For Retail** | Not enough data | Not enough data | 
| **For Education** | Not enough data | Not enough data | 
| **Data Discovery** | Not enough data | Not enough data | 
| **Graphical Workflow Editor** | Not enough data | Not enough data | 
| **Performance Metrics** | Not enough data | Not enough data | 
| **Business Rules Management** | Not enough data | Not enough data | 
| **AI Copilot** | Not enough data | Not enough data | 
| **Natural Language Processing** | Not enough data | Not enough data | 
| **Data Transformation** | Not enough data | Not enough data | 
| **Data Clustering** | Not enough data | Not enough data | 
| **API** | Not enough data | Not enough data | 
| **Data Blending** | Not enough data | Not enough data | 
| **Data Classification** | Not enough data | Not enough data | 
| **Workflow Management** | Not enough data | Not enough data | 
| **Workflow Automation** | Not enough data | Not enough data | 

### Big Data Processing and Distribution

| Product | Score | Reviews |
|---|---|---|
| **Altair AI Studio** | N/A | N/A |
| **Posit Team** | 8.5/10 | 12 |

#### Database

| Feature | Altair AI Studio | Posit Team | 
|---|---|---|
| **Real-Time Data Collection** | Not enough data | 9.0 (8 reviews) | 
| **Data Distribution** | Not enough data | 9.0 (7 reviews) | 
| **Data Lake** | Not enough data | 8.6 (7 reviews) | 

#### Integrations

| Feature | Altair AI Studio | Posit Team | 
|---|---|---|
| **Hadoop Integration** | Not enough data | 8.6 (6 reviews) | 
| **Spark Integration** | Not enough data | 8.3 (6 reviews) | 

#### Platform

| Feature | Altair AI Studio | Posit Team | 
|---|---|---|
| **Machine Scaling** | Not enough data | 7.9 (8 reviews) | 
| **Data Preparation** | Not enough data | 8.7 (10 reviews) | 
| **Spark Integration** | Not enough data | 8.3 (6 reviews) | 

#### Processing

| Feature | Altair AI Studio | Posit Team | 
|---|---|---|
| **Cloud Processing** | Not enough data | 8.3 (5 reviews) | 
| **Workload Processing** | Not enough data | 8.1 (8 reviews) | 

### Big Data

| Product | Score | Reviews |
|---|---|---|
| **Altair AI Studio** | N/A | N/A |
| **Posit Team** | N/A | N/A |

#### Building Reports

| Feature | Altair AI Studio | Posit Team | 
|---|---|---|
| **Data Transformation** | Not enough data | Not enough data | 
| **Data Modeling** | Not enough data | Not enough data | 
| **WYSIWYG Report Design** | Not enough data | Not enough data | 
| **Integration APIs** | Not enough data | Not enough data | 
| **Real-Time Data** | Not enough data | Not enough data | 
| **Real-Time Data** | Not enough data | Not enough data | 
| **Third-Party Integrations** | Not enough data | Not enough data | 
| **Third-Party Integrations** | Not enough data | Not enough data | 

#### Platform

| Feature | Altair AI Studio | Posit Team | 
|---|---|---|
| **Mobile User Support** | Not enough data | Not enough data | 
| **Customization ** | Not enough data | Not enough data | 
| **User, Role, and Access Management** | Not enough data | Not enough data | 
| **Internationalization** | Not enough data | Not enough data | 
| **Sandbox / Test Environments** | Not enough data | Not enough data | 
| **Performance and Reliability** | Not enough data | Not enough data | 
| **Breadth of Partner Applications** | Not enough data | Not enough data | 
| **Mobile Access** | Not enough data | Not enough data | 
| **Metadata Management** | Not enough data | Not enough data | 

---
## Categories
**Shared Categories (1):** [Data Science and Machine Learning Platforms](https://www.g2.com/categories/data-science-and-machine-learning-platforms)

**Unique to Altair AI Studio (5):** [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), [ Low-Code Machine Learning Platforms Software](https://www.g2.com/categories/low-code-machine-learning-platforms)

**Unique to Posit Team (2):** [Statistical Analysis Software](https://www.g2.com/categories/statistical-analysis), [Big Data Processing And Distribution Systems](https://www.g2.com/categories/big-data-processing-and-distribution)


---
## Reviewer Demographics

### By Company Size

| Segment | Altair AI Studio | Posit Team | 
|---|---|---|
| **Small-Business** | 41.3% | 25.2% | 
| **Mid-Market** | 28.8% | 26.4% | 
| **Enterprise** | 30.0% | 48.4% | 

### By Industry

#### Altair AI Studio

- **Higher Education:** 17.9%
- **Education Management:** 14.9%
- **Information Technology and Services:** 9.0%
- **Computer Software:** 6.8%
- **Research:** 6.8%
- **E-Learning:** 3.0%
- **Automotive:** 2.8%
- **Management Consulting:** 2.2%
- **Hospital & Health Care:** 1.8%
- **Financial Services:** 1.6%
- **Other:** 33.1%

#### Posit Team

- **Higher Education:** 19.3%
- **Information Technology and Services:** 12.6%
- **Research:** 11.2%
- **Computer Software:** 8.5%
- **Education Management:** 5.5%
- **Hospital & Health Care:** 4.4%
- **Financial Services:** 4.3%
- **Telecommunications:** 2.1%
- **Biotechnology:** 1.8%
- **Banking:** 1.8%
- **Other:** 28.5%

---
## Alternatives

### Alternatives to Altair AI Studio

- [Dataiku](https://www.g2.com/products/dataiku/reviews) — 4.4/5 stars (230 reviews)
- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (894 reviews)
- [KNIME](https://www.g2.com/products/knime-analytics-platform/reviews) — 4.5/5 stars (118 reviews)
- [IBM Watson Studio](https://www.g2.com/products/ibm-watson-studio/reviews) — 4.2/5 stars (170 reviews)
- [Tableau](https://www.g2.com/products/tableau/reviews) — 4.4/5 stars (4223 reviews)
- [Qlik Sense](https://www.g2.com/products/qlik-sense/reviews) — 4.4/5 stars (929 reviews)
- [Gemini Enterprise Agent Platform](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews) — 4.3/5 stars (737 reviews)
- [DataRobot](https://www.g2.com/products/datarobot/reviews) — 4.4/5 stars (40 reviews)
- [IBM SPSS Statistics](https://www.g2.com/products/ibm-spss-statistics/reviews) — 4.2/5 stars (924 reviews)
- [IBM SPSS Modeler](https://www.g2.com/products/ibm-spss-modeler/reviews) — 4.0/5 stars (148 reviews)

### Alternatives to Posit Team

- [Spotfire Analytics](https://www.g2.com/products/spotfire-analytics/reviews) — 4.2/5 stars (362 reviews)
- [KNIME](https://www.g2.com/products/knime-analytics-platform/reviews) — 4.5/5 stars (118 reviews)
- [IBM SPSS Statistics](https://www.g2.com/products/ibm-spss-statistics/reviews) — 4.2/5 stars (924 reviews)
- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (894 reviews)
- [Minitab Statistical Software](https://www.g2.com/products/minitab-statistical-software/reviews) — 4.6/5 stars (227 reviews)
- [JMP](https://www.g2.com/products/jmp/reviews) — 4.5/5 stars (213 reviews)
- [Stata](https://www.g2.com/products/stata/reviews) — 4.3/5 stars (166 reviews)
- [MATLAB](https://www.g2.com/products/matlab/reviews) — 4.5/5 stars (773 reviews)
- [OriginPro](https://www.g2.com/products/originpro/reviews) — 4.7/5 stars (143 reviews)
- [eviews](https://www.g2.com/products/eviews/reviews) — 4.2/5 stars (124 reviews)

---
## Top Discussions

### 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..."

### Posit Team

- Title: [Can we save our process if we don't save a project?](https://www.g2.com/discussions/32624-can-we-save-our-process-if-we-don-t-save-a-project) — 2 comments, 1 upvote
  > **Top comment:** "There are many ways to save results as an R script runs, take a look at the R saveRDS function as one example.

For questions like this about R a great..."
- Title: [Which software is used for R programming?](https://www.g2.com/discussions/which-software-is-used-for-r-programming) — 1 comment
  > **Top comment:** "RStudio is the most popular IDE for running R programs and has a free license. The official R software environment is an open-source free software..."
- Title: [What is the best way to run R code within a VBA routine?](https://www.g2.com/discussions/what-is-the-best-way-to-run-r-code-within-a-vba-routine) — 1 comment, 1 upvote
  > **Top comment:** "I ran into same kind of problems.  Then I discovered PowerBI.
With PowerBI, and the help of PowerQuery, I'm getting rid of all VbA engines to process..."

---
**Source:** [G2.com](https://www.g2.com) | [Comparison Page](https://www.g2.com/compare/rapidminer-studio-vs-posit-team)