# Altair AI Studio, Chattermill vs IBM SPSS Statistics Comparison

| | Altair AI Studio | Chattermill | IBM SPSS Statistics | 
|---|---|---|---|
| **Star Rating** | 4.6 out of 5 | 4.5 out of 5 | 4.2 out of 5 | 
| **Total Reviews** | 516 | 236 | 928 | 
| **Largest Market Segment** | Small-Business (42.4% of reviews) | Mid-Market (48.1% of reviews) | Enterprise (43.0% of reviews) | 
| **Entry Level Price** | No pricing available | Contact Us | Starting at $1,188.00 1 User Per Year | 

---
## 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)

### Chattermill

Pros:
- Ease of Use (26 reviews)
- Feedback Management (24 reviews)

Cons:
- Insufficient Information (8 reviews)
- Not Intuitive (7 reviews)

### IBM SPSS Statistics

Pros:
- Ease of Use (25 reviews)
- Statistical Analysis (17 reviews)

Cons:
- Expensive (13 reviews)
- Learning Curve (9 reviews)

---
## Ratings Comparison
| Rating | Altair AI Studio | Chattermill | IBM SPSS Statistics | 
|---|---|---|---|
  | **Meets Requirements** | 8.6 (426 reviews) | 8.7 (206 reviews) | 8.5 (787 reviews) | 
  | **Ease of Use** | 8.8 (425 reviews) | 8.7 (211 reviews) | 7.9 (791 reviews) | 
  | **Ease of Setup** | 9.0 (128 reviews) | 8.5 (128 reviews) | 7.9 (179 reviews) | 
  | **Ease of Admin** | 8.4 (104 reviews) | 8.9 (54 reviews) | 7.6 (134 reviews) | 
  | **Quality of Support** | 8.5 (354 reviews) | 9.1 (164 reviews) | 7.6 (596 reviews) | 
  | **Has the product been a good partner in doing business?** | 8.9 (93 reviews) | 9.1 (50 reviews) | 8.0 (129 reviews) | 
  | **Product Direction (% positive)** | 8.8 (412 reviews) | 9.4 (198 reviews) | 6.5 (763 reviews) | 

---
## Pricing

### Altair AI Studio

#### Entry-Level Pricing

No pricing available

#### Free Trial

Yes

### Chattermill

#### Entry-Level Pricing

Plan: Enterprise

Price: Contact Us

Description: Unify your customer experience analytics in one place to discover insights across the customer journey. Scales with your needs, from one team or business unit to your whole organisation.

Key Features:
- SSO, user management and API access to manage large organisations
- Access to customer success managers, insight analysts and professional service offerings.
- Advanced feature access to scale granular insights and workflows

[Learn more about Chattermill](https://www.g2.com/products/chattermill/reviews)

#### Free Trial

Yes

### IBM SPSS Statistics

#### Entry-Level Pricing

Plan: Base Subscription: Yearly auto-renewal - Buy online

Price: Starting at $1,188.00 1 User Per Year

Description: Take advantage of lower costs with flexible models and benefit from continuous functionality through automatic renewal.

Key Features:
- Desktop edition available on Windows and Mac
- A variety of statistical procedures such as factor analysis, clustering and linear regression
- Advanced data preparation and bootstrapping capabilities

[Browse all 4 editions](https://www.g2.com/products/ibm-spss-statistics/pricing)

#### Free Trial

Yes

---
## Features Comparison By Category

### Analytics Platforms

| Product | Score | Reviews |
|---|---|---|
| **Altair AI Studio** | N/A | N/A |
| **Chattermill** | N/A | N/A |
| **IBM SPSS Statistics** | N/A | N/A |

#### Reports

| Feature | Altair AI Studio | Chattermill | IBM SPSS Statistics | 
|---|---|---|---|
| **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 | Altair AI Studio | Chattermill | IBM SPSS Statistics | 
|---|---|---|---|
| **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 | Altair AI Studio | Chattermill | IBM SPSS Statistics | 
|---|---|---|---|
| **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 | Altair AI Studio | Chattermill | IBM SPSS Statistics | 
|---|---|---|---|
| **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 | Altair AI Studio | Chattermill | IBM SPSS Statistics | 
|---|---|---|---|
| **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 | Altair AI Studio | Chattermill | IBM SPSS Statistics | 
|---|---|---|---|
| **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 | Altair AI Studio | Chattermill | IBM SPSS Statistics | 
|---|---|---|---|
| **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 | Altair AI Studio | Chattermill | IBM SPSS Statistics | 
|---|---|---|---|
| **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 | Altair AI Studio | Chattermill | IBM SPSS Statistics | 
|---|---|---|---|
| **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 | Altair AI Studio | Chattermill | IBM SPSS Statistics | 
|---|---|---|---|
| **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 | Altair AI Studio | Chattermill | IBM SPSS Statistics | 
|---|---|---|---|
| **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 | Altair AI Studio | Chattermill | IBM SPSS Statistics | 
|---|---|---|---|
| **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 | Altair AI Studio | Chattermill | IBM SPSS Statistics | 
|---|---|---|---|
| **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 | 

### Statistical Analysis

| Product | Score | Reviews |
|---|---|---|
| **Altair AI Studio** | N/A | N/A |
| **Chattermill** | N/A | N/A |
| **IBM SPSS Statistics** | 8.5/10 | 251 |

#### Administration

| Feature | Altair AI Studio | Chattermill | IBM SPSS Statistics | 
|---|---|---|---|
| **Quality Control** | Not enough data | Not enough data | 8.5 (191 reviews) | 
| **Data Sampling** | Not enough data | Not enough data | 8.7 (205 reviews) | 
| **Collaboration** | Not enough data | Not enough data | Feature Not Available | 

#### Capabilities

| Feature | Altair AI Studio | Chattermill | IBM SPSS Statistics | 
|---|---|---|---|
| **Data Visualization** | Not enough data | Not enough data | 7.8 (225 reviews) | 
| **Survival Analysis** | Not enough data | Not enough data | 8.4 (186 reviews) | 
| **Risk Data Attributes** | Not enough data | Not enough data | 8.1 (169 reviews) | 
| **Cost Analysis** | Not enough data | Not enough data | 8.2 (166 reviews) | 

#### Methodology

| Feature | Altair AI Studio | Chattermill | IBM SPSS Statistics | 
|---|---|---|---|
| **ANOVA Support** | Not enough data | Not enough data | 9.0 (205 reviews) | 
| **Regression** | Not enough data | Not enough data | 9.2 (220 reviews) | 
| **Time Series Analysis** | Not enough data | Not enough data | 8.8 (190 reviews) | 

#### Generative AI

| Feature | Altair AI Studio | Chattermill | IBM SPSS Statistics | 
|---|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | Feature Not Available | 
| **AI Text Summarization** | Not enough data | Not enough data | Feature Not Available | 

### Data Science and Machine Learning Platforms

| Product | Score | Reviews |
|---|---|---|
| **Altair AI Studio** | 7.9/10 | 74 |
| **Chattermill** | N/A | N/A |
| **IBM SPSS Statistics** | N/A | N/A |

#### System

| Feature | Altair AI Studio | Chattermill | IBM SPSS Statistics | 
|---|---|---|---|
| **Data Ingestion & Wrangling** | 8.5 (52 reviews) | Not enough data | Not enough data | 

#### Model Development

| Feature | Altair AI Studio | Chattermill | IBM SPSS Statistics | 
|---|---|---|---|
| **Language Support** | 7.5 (35 reviews) | Not enough data | Not enough data | 
| **Drag and Drop** | 9.1 (58 reviews) | Not enough data | Not enough data | 
| **Pre-Built Algorithms** | 8.5 (54 reviews) | Not enough data | Not enough data | 
| **Model Training** | 8.4 (52 reviews) | Not enough data | Not enough data | 

#### Model Development

| Feature | Altair AI Studio | Chattermill | IBM SPSS Statistics | 
|---|---|---|---|
| **Feature Engineering** | 8.4 (47 reviews) | Not enough data | Not enough data | 

#### Machine/Deep Learning Services

| Feature | Altair AI Studio | Chattermill | IBM SPSS Statistics | 
|---|---|---|---|
| **Computer Vision** | 7.7 (30 reviews) | Not enough data | Not enough data | 
| **Natural Language Processing** | 7.9 (35 reviews) | Not enough data | Not enough data | 
| **Natural Language Generation** | 7.5 (23 reviews) | Not enough data | Not enough data | 
| **Artificial Neural Networks** | 8.4 (39 reviews) | Not enough data | Not enough data | 

#### Machine/Deep Learning Services

| Feature | Altair AI Studio | Chattermill | IBM SPSS Statistics | 
|---|---|---|---|
| **Natural Language Understanding** | 7.6 (32 reviews) | Not enough data | Not enough data | 
| **Deep Learning** | 8.3 (35 reviews) | Not enough data | Not enough data | 

#### Deployment

| Feature | Altair AI Studio | Chattermill | IBM SPSS Statistics | 
|---|---|---|---|
| **Managed Service** | 8.0 (38 reviews) | Not enough data | Not enough data | 
| **Application** | 8.3 (37 reviews) | Not enough data | Not enough data | 
| **Scalability** | 8.5 (34 reviews) | Not enough data | Not enough data | 

#### Generative AI

| Feature | Altair AI Studio | Chattermill | IBM SPSS Statistics | 
|---|---|---|---|
| **AI Text Generation** | 6.7 (6 reviews) | Not enough data | Not enough data | 
| **AI Text Summarization** | 6.7 (6 reviews) | Not enough data | Not enough data | 
| **AI Text-to-Image** | 6.4 (6 reviews) | Not enough data | Not enough data | 

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

| Feature | Altair AI Studio | Chattermill | IBM SPSS Statistics | 
|---|---|---|---|
| **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 | 

### Feedback Analytics

| Product | Score | Reviews |
|---|---|---|
| **Altair AI Studio** | N/A | N/A |
| **Chattermill** | 8.2/10 | 141 |
| **IBM SPSS Statistics** | N/A | N/A |

#### Feedback Management

| Feature | Altair AI Studio | Chattermill | IBM SPSS Statistics | 
|---|---|---|---|
| **Tagging** | Not enough data | 8.1 (128 reviews) | Not enough data | 
| **Segmentation** | Not enough data | 8.2 (123 reviews) | Not enough data | 
| **Custom Reports and Dashboards** | Not enough data | 8.5 (128 reviews) | Not enough data | 

#### Feedback Analysis

| Feature | Altair AI Studio | Chattermill | IBM SPSS Statistics | 
|---|---|---|---|
| **Thematic Analysis** | Not enough data | 8.4 (130 reviews) | Not enough data | 
| **Sentiment Analysis** | Not enough data | 8.6 (129 reviews) | Not enough data | 
| **NPS/CSAT Scoring** | Not enough data | 8.6 (121 reviews) | Not enough data | 

#### Feedback Sources

| Feature | Altair AI Studio | Chattermill | IBM SPSS Statistics | 
|---|---|---|---|
| **Online Reviews** | Not enough data | 8.7 (114 reviews) | Not enough data | 
| **Surveys** | Not enough data | 8.8 (114 reviews) | Not enough data | 
| **Social Media** | Not enough data | 7.6 (95 reviews) | Not enough data | 
| **Customer Service Channels** | Not enough data | 8.2 (110 reviews) | Not enough data | 

#### Generative AI

| Feature | Altair AI Studio | Chattermill | IBM SPSS Statistics | 
|---|---|---|---|
| **AI Text Generation** | Not enough data | 7.2 (76 reviews) | Not enough data | 
| **AI Text Summarization** | Not enough data | 7.4 (81 reviews) | Not enough data | 

### Text Analysis

| Product | Score | Reviews |
|---|---|---|
| **Altair AI Studio** | 7.7/10 | 5 |
| **Chattermill** | 8.3/10 | 61 |
| **IBM SPSS Statistics** | N/A | N/A |

#### Setup

| Feature | Altair AI Studio | Chattermill | IBM SPSS Statistics | 
|---|---|---|---|
| **Integration** | 8.0 (5 reviews) | 8.1 (51 reviews) | Not enough data | 
| **Maintenance** | 7.7 (5 reviews) | 8.4 (51 reviews) | Not enough data | 
| **No-Code** | 8.3 (5 reviews) | 8.7 (43 reviews) | Not enough data | 

#### Data

| Feature | Altair AI Studio | Chattermill | IBM SPSS Statistics | 
|---|---|---|---|
| **Security** | 8.0 (5 reviews) | 8.5 (46 reviews) | Not enough data | 
| **Data Visualization** | 8.3 (5 reviews) | 8.7 (55 reviews) | Not enough data | 

#### Analysis

| Feature | Altair AI Studio | Chattermill | IBM SPSS Statistics | 
|---|---|---|---|
| **Automation** | 8.3 (5 reviews) | 8.6 (49 reviews) | Not enough data | 
| **Named entity recognition** | 7.3 (5 reviews) | 8.2 (39 reviews) | Not enough data | 
| **Keyphrase Extraction** | 7.3 (5 reviews) | 8.4 (49 reviews) | Not enough data | 
| **Topic Analysis** | 7.0 (5 reviews) | 8.4 (49 reviews) | Not enough data | 
| **Sentiment Analysis** | 7.0 (5 reviews) | 8.8 (53 reviews) | Not enough data | 
| **Language Identification** | 7.0 (5 reviews) | 8.5 (46 reviews) | Not enough data | 
| **Syntax/Part of Speech Parsing** | 6.0 (5 reviews) | 8.1 (13 reviews) | Not enough data | 

#### Customization

| Feature | Altair AI Studio | Chattermill | IBM SPSS Statistics | 
|---|---|---|---|
| **Pre-Built Parameterization** | 8.3 (5 reviews) | 8.0 (34 reviews) | Not enough data | 
| **Custom Extension** | 8.7 (5 reviews) | 7.9 (34 reviews) | Not enough data | 
| **Compositionality** | 8.0 (5 reviews) | 7.7 (34 reviews) | Not enough data | 

#### Generative AI

| Feature | Altair AI Studio | Chattermill | IBM SPSS Statistics | 
|---|---|---|---|
| **AI Text Generation** | Feature Not Available | 7.5 (27 reviews) | Not enough data | 
| **AI Text Summarization** | Feature Not Available | 8.0 (30 reviews) | Not enough data | 

### Enterprise Feedback Management

| Product | Score | Reviews |
|---|---|---|
| **Altair AI Studio** | N/A | N/A |
| **Chattermill** | 8.5/10 | 53 |
| **IBM SPSS Statistics** | N/A | N/A |

#### Generative AI

| Feature | Altair AI Studio | Chattermill | IBM SPSS Statistics | 
|---|---|---|---|
| **AI Text Generation** | Not enough data | 8.2 (16 reviews) | Not enough data | 
| **AI Text Summarization** | Not enough data | 8.5 (18 reviews) | Not enough data | 

#### Survey Management

| Feature | Altair AI Studio | Chattermill | IBM SPSS Statistics | 
|---|---|---|---|
| **Brand Design Consistency** | Not enough data | 8.6 (35 reviews) | Not enough data | 
| **Survey Deployment** | Not enough data | 8.4 (31 reviews) | Not enough data | 
| **Feedback Collection** | Not enough data | 8.8 (39 reviews) ✓ Verified | Not enough data | 
| **Device Responsiveness** | Not enough data | 8.5 (37 reviews) | Not enough data | 

#### Process Management

| Feature | Altair AI Studio | Chattermill | IBM SPSS Statistics | 
|---|---|---|---|
| **Feedback Aggregation** | Not enough data | 8.7 (45 reviews) ✓ Verified | Not enough data | 
| **Trigger Alerts** | Not enough data | 8.3 (34 reviews) | Not enough data | 
| **Real-Time Analysis** | Not enough data | 8.5 (41 reviews) ✓ Verified | Not enough data | 
| **Real-Time Action** | Not enough data | 8.3 (35 reviews) | Not enough data | 

#### System Management

| Feature | Altair AI Studio | Chattermill | IBM SPSS Statistics | 
|---|---|---|---|
| **Security** | Not enough data | 8.9 (37 reviews) ✓ Verified | Not enough data | 
| **System Monitoring** | Not enough data | 8.6 (31 reviews) ✓ Verified | Not enough data | 

### Generative AI Infrastructure

| Product | Score | Reviews |
|---|---|---|
| **Altair AI Studio** | N/A | N/A |
| **Chattermill** | N/A | N/A |
| **IBM SPSS Statistics** | N/A | N/A |

#### Scalability and Performance - Generative AI Infrastructure

| Feature | Altair AI Studio | Chattermill | IBM SPSS Statistics | 
|---|---|---|---|
| **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 | Altair AI Studio | Chattermill | IBM SPSS Statistics | 
|---|---|---|---|
| **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 | Altair AI Studio | Chattermill | IBM SPSS Statistics | 
|---|---|---|---|
| **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 | Altair AI Studio | Chattermill | IBM SPSS Statistics | 
|---|---|---|---|
| **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 | Altair AI Studio | Chattermill | IBM SPSS Statistics | 
|---|---|---|---|
| **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 |
|---|---|---|
| **Altair AI Studio** | N/A | N/A |
| **Chattermill** | N/A | N/A |
| **IBM SPSS Statistics** | N/A | N/A |

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

| Feature | Altair AI Studio | Chattermill | IBM SPSS Statistics | 
|---|---|---|---|
| **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 | Altair AI Studio | Chattermill | IBM SPSS Statistics | 
|---|---|---|---|
| **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 |
|---|---|---|
| **Altair AI Studio** | 8.2/10 | 320 |
| **Chattermill** | N/A | N/A |
| **IBM SPSS Statistics** | 8.7/10 | 338 |

#### Statistical Tool

| Feature | Altair AI Studio | Chattermill | IBM SPSS Statistics | 
|---|---|---|---|
| **Scripting** | 7.9 (176 reviews) | Not enough data | 7.2 (208 reviews) | 
| **Data Mining** | 8.9 (249 reviews) | Not enough data | Feature Not Available | 
| **Algorithms** | 8.6 (266 reviews) | Not enough data | 7.7 (211 reviews) | 

#### Data Analysis

| Feature | Altair AI Studio | Chattermill | IBM SPSS Statistics | 
|---|---|---|---|
| **Analysis** | 8.8 (284 reviews) | Not enough data | 8.9 (323 reviews) | 
| **Data Interaction** | 8.6 (269 reviews) | Not enough data | Feature Not Available | 

#### Decision Making

| Feature | Altair AI Studio | Chattermill | IBM SPSS Statistics | 
|---|---|---|---|
| **Modeling** | 8.9 (275 reviews) | Not enough data | 7.7 (248 reviews) | 
| **Data Visualizations** | 8.0 (251 reviews) | Not enough data | 7.0 (302 reviews) | 
| **Report Generation** | 7.9 (254 reviews) | Not enough data | 7.5 (269 reviews) | 
| **Data Unification** | 8.2 (226 reviews) | Not enough data | Feature Not Available | 

#### Generative AI

| Feature | Altair AI Studio | Chattermill | IBM SPSS Statistics | 
|---|---|---|---|
| **AI Text Generation** | 7.2 (6 reviews) | Not enough data | 9.7 (5 reviews) | 
| **AI Text Summarization** | 6.9 (6 reviews) | Not enough data | 9.7 (5 reviews) | 

---
## Categories

**Unique to Altair AI Studio (6):** [Text Analysis Software](https://www.g2.com/categories/text-analysis), [Data Science and Machine Learning Platforms](https://www.g2.com/categories/data-science-and-machine-learning-platforms), [Analytics Platforms](https://www.g2.com/categories/analytics-platforms), [Predictive Analytics Software](https://www.g2.com/categories/predictive-analytics), [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 Chattermill (3):** [Feedback Analytics Software](https://www.g2.com/categories/feedback-analytics), [Enterprise Feedback Management Software](https://www.g2.com/categories/enterprise-feedback-management), [Text Analysis Software](https://www.g2.com/categories/text-analysis)

**Unique to IBM SPSS Statistics (2):** [Statistical Analysis Software](https://www.g2.com/categories/statistical-analysis), [Predictive Analytics Software](https://www.g2.com/categories/predictive-analytics)


---
## Reviewer Demographics

### By Company Size

| Segment | Altair AI Studio | Chattermill | IBM SPSS Statistics | 
|---|---|---|---|
| **Small-Business** | 42.4% | 8.2% | 27.5% | 
| **Mid-Market** | 28.9% | 48.1% | 29.5% | 
| **Enterprise** | 28.7% | 43.8% | 43.0% | 

### By Industry

#### Altair AI Studio

- **Higher Education:** 18.3%
- **Education Management:** 15.2%
- **Information Technology and Services:** 9.1%
- **Research:** 7.0%
- **Computer Software:** 6.8%
- **E-Learning:** 3.1%
- **Management Consulting:** 2.3%
- **Hospital & Health Care:** 1.9%
- **Financial Services:** 1.6%
- **Civil Engineering:** 1.4%
- **Other:** 33.3%

#### Chattermill

- **Retail:** 14.6%
- **Financial Services:** 9.7%
- **Food & Beverages:** 8.8%
- **Information Technology and Services:** 7.1%
- **Consumer Services:** 6.2%
- **Oil & Energy:** 5.8%
- **Leisure, Travel & Tourism:** 4.0%
- **Internet:** 4.0%
- **Hospitality:** 4.0%
- **Consumer Goods:** 3.5%
- **Other:** 32.3%

#### IBM SPSS Statistics

- **Higher Education:** 26.4%
- **Research:** 16.4%
- **Education Management:** 7.6%
- **Market Research:** 7.5%
- **Hospital & Health Care:** 6.6%
- **Information Technology and Services:** 4.1%
- **Computer Software:** 1.8%
- **Health, Wellness and Fitness:** 1.6%
- **Banking:** 1.6%
- **Non-Profit Organization Management:** 1.4%
- **Other:** 25.2%

---
## Alternatives

### Alternatives to Altair AI Studio

- [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 (810 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 (3653 reviews)
- [KNIME](https://www.g2.com/products/knime-analytics-platform/reviews) — 4.4/5 stars (83 reviews)
- [Qlik Sense](https://www.g2.com/products/qlik-sense/reviews) — 4.4/5 stars (928 reviews)
- [Gemini Enterprise Agent Platform](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews) — 4.3/5 stars (657 reviews)
- [Posit](https://www.g2.com/products/posit-posit/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)
- [MATLAB](https://www.g2.com/products/matlab/reviews) — 4.5/5 stars (770 reviews)

### Alternatives to Chattermill

- [Thematic](https://www.g2.com/products/thematic/reviews) — 4.8/5 stars (43 reviews)
- [Qualtrics Customer Experience](https://www.g2.com/products/qualtrics-customer-experience/reviews) — 4.3/5 stars (751 reviews)
- [Glassbox](https://www.g2.com/products/glassbox/reviews) — 4.9/5 stars (809 reviews)
- [Birdeye](https://www.g2.com/products/birdeye/reviews) — 4.7/5 stars (4060 reviews)
- [SurveyMonkey](https://www.g2.com/products/surveymonkey/reviews) — 4.4/5 stars (23543 reviews)
- [Forsta](https://www.g2.com/products/forsta/reviews) — 4.2/5 stars (335 reviews)
- [SurveySparrow](https://www.g2.com/products/surveysparrow/reviews) — 4.4/5 stars (2062 reviews)
- [Mouseflow](https://www.g2.com/products/mouseflow/reviews) — 4.6/5 stars (690 reviews)
- [UserTesting](https://www.g2.com/products/usertesting/reviews) — 4.4/5 stars (790 reviews)
- [LiveAgent](https://www.g2.com/products/liveagent/reviews) — 4.5/5 stars (1539 reviews)

### Alternatives to IBM SPSS Statistics

- [Minitab Statistical Software](https://www.g2.com/products/minitab-statistical-software/reviews) — 4.6/5 stars (225 reviews)
- [JMP](https://www.g2.com/products/jmp/reviews) — 4.5/5 stars (213 reviews)
- [KNIME](https://www.g2.com/products/knime-analytics-platform/reviews) — 4.4/5 stars (83 reviews)
- [Qualtrics Strategy & Research](https://www.g2.com/products/qualtrics-strategy-research/reviews) — 4.4/5 stars (3015 reviews)
- [Posit](https://www.g2.com/products/posit-posit/reviews) — 4.5/5 stars (570 reviews)
- [Stata](https://www.g2.com/products/stata/reviews) — 4.3/5 stars (166 reviews)
- [OriginPro](https://www.g2.com/products/originpro/reviews) — 4.7/5 stars (142 reviews)
- [eviews](https://www.g2.com/products/eviews/reviews) — 4.2/5 stars (124 reviews)
- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (810 reviews)
- [GraphPad Prism](https://www.g2.com/products/graphpad-prism/reviews) — 4.6/5 stars (55 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..."

### Chattermill

- Title: [What is Chattermill used for?](https://www.g2.com/discussions/what-is-chattermill-used-for) — 1 comment *(includes official response)*
  > **Top comment:** "Chattermill is a customer feedback analytics and costumer insights platform that helps you unify and analyze feedback across every channel including surveys,..."

### IBM SPSS Statistics

- Title: [Classes?](https://www.g2.com/discussions/16200-classes) — 4 comments, 1 upvote
  > **Top comment:** "Dear Diego. That is right. SPSS is a complex software. Firstly, I recoomend you think about what do you need to do with it. For example, it is very differnt..."
- Title: [What statistical analysis is included in SPSS?](https://www.g2.com/discussions/what-statistical-analysis-is-included-in-spss) — 2 comments
  > **Top comment:** "All kinds of statistical techniques are included in the SPSS. Like descriptive statistic, linear and logistic models, tree based models, etc"
- Title: [SPSS Help Menu](https://www.g2.com/discussions/spss-help-menu) — 2 comments, 2 upvotes
  > **Top comment:** "There should be some case studies to understand SPSS better"
- Title: [Can the developer update the UI?](https://www.g2.com/discussions/41339-can-the-developer-update-the-ui) — 2 comments, 1 upvote
  > **Top comment:** "Yes. Welcome "
- Title: [Support for training](https://www.g2.com/discussions/25294-support-for-training) — 2 comments, 1 upvote
  > **Top comment:** "Yes, definitely. Especially we as a student who use it program are required professional teaching before hand to gain more understanding regarding to this..."

---
**Source:** [G2.com](https://www.g2.com) | [Comparison Page](https://www.g2.com/compare/rapidminer-studio-vs-chattermill-vs-ibm-spss-statistics)