# Chattermill, Relative Insight vs Altair AI Studio Comparison

| | Chattermill | Relative Insight | Altair AI Studio | 
|---|---|---|---|
| **Star Rating** | 4.5 out of 5 | 4.5 out of 5 | 4.6 out of 5 | 
| **Total Reviews** | 235 | 57 | 516 | 
| **Largest Market Segment** | Mid-Market (48.3% of reviews) | Small-Business (41.8% of reviews) | Small-Business (42.4% of reviews) | 
| **Entry Level Price** | Contact Us | Contact Us | No pricing available | 

---
## Top Pros & Cons

### Chattermill

Pros:
- Ease of Use (48 reviews)
- Feedback Management (38 reviews)

Cons:
- Not Intuitive (12 reviews)
- Complex Usability (10 reviews)

### Relative Insight

**Not enough data**

### 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 | Chattermill | Relative Insight | Altair AI Studio | 
|---|---|---|---|
  | **Meets Requirements** | 8.7 (205 reviews) | 8.4 (38 reviews) | 8.6 (426 reviews) | 
  | **Ease of Use** | 8.7 (210 reviews) | 8.3 (37 reviews) | 8.8 (425 reviews) | 
  | **Ease of Setup** | 8.5 (127 reviews) | 8.2 (12 reviews) | 9.0 (128 reviews) | 
  | **Ease of Admin** | 8.9 (54 reviews) | 7.9 (12 reviews) | 8.4 (104 reviews) | 
  | **Quality of Support** | 9.1 (164 reviews) | 9.8 (38 reviews) | 8.5 (354 reviews) | 
  | **Has the product been a good partner in doing business?** | 9.1 (50 reviews) | 9.4 (13 reviews) | 8.9 (93 reviews) | 
  | **Product Direction (% positive)** | 9.3 (197 reviews) | 8.7 (36 reviews) | 8.8 (412 reviews) | 

---
## Pricing

### 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

### Relative Insight

#### Entry-Level Pricing

Plan: Software-as-a-Service

Price: Contact Us

Description: Access for an unlimited number of users to intelligent text analysis for survey open-ends, social listening conversations, customer service transcripts and reviews. Pricing is based on the number of connected data sources.

Key Features:
- AI-powered topic, phrase, word, emotion and grammar tagging
- Exportable charts & visualizations
- Direct data source integrations

[Browse all 2 editions](https://www.g2.com/products/relative-insight/pricing)

#### Free Trial

Yes

### Altair AI Studio

#### Entry-Level Pricing

No pricing available

#### Free Trial

Yes

---
## Features Comparison By Category

### Analytics Platforms

| Product | Score | Reviews |
|---|---|---|
| **Chattermill** | N/A | N/A |
| **Relative Insight** | N/A | N/A |
| **Altair AI Studio** | N/A | N/A |

#### Reports

| Feature | Chattermill | Relative Insight | 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 | Chattermill | Relative Insight | 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 | Chattermill | Relative Insight | 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 | Chattermill | Relative Insight | 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 | Chattermill | Relative Insight | 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 | Chattermill | Relative Insight | 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 | Chattermill | Relative Insight | 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 | Chattermill | Relative Insight | 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 | Chattermill | Relative Insight | 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 | Chattermill | Relative Insight | 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 | Chattermill | Relative Insight | 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 | Chattermill | Relative Insight | 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 | Chattermill | Relative Insight | 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 | 

### Data Science and Machine Learning Platforms

| Product | Score | Reviews |
|---|---|---|
| **Chattermill** | N/A | N/A |
| **Relative Insight** | N/A | N/A |
| **Altair AI Studio** | 7.9/10 | 74 |

#### System

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

#### Model Development

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

#### Model Development

| Feature | Chattermill | Relative Insight | Altair AI Studio | 
|---|---|---|---|
| **Feature Engineering** | Not enough data | Not enough data | 8.4 (47 reviews) | 

#### Machine/Deep Learning Services

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

#### Machine/Deep Learning Services

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

#### Deployment

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

#### Generative AI

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

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

| Feature | Chattermill | Relative Insight | 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 | 

### Feedback Analytics

| Product | Score | Reviews |
|---|---|---|
| **Chattermill** | 8.2/10 | 140 |
| **Relative Insight** | N/A | N/A |
| **Altair AI Studio** | N/A | N/A |

#### Feedback Management

| Feature | Chattermill | Relative Insight | Altair AI Studio | 
|---|---|---|---|
| **Tagging** | 8.1 (128 reviews) | Not enough data | Not enough data | 
| **Segmentation** | 8.2 (123 reviews) | Not enough data | Not enough data | 
| **Custom Reports and Dashboards** | 8.5 (127 reviews) | Not enough data | Not enough data | 

#### Feedback Analysis

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

#### Feedback Sources

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

#### Generative AI

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

### Text Analysis

| Product | Score | Reviews |
|---|---|---|
| **Chattermill** | 8.3/10 | 61 |
| **Relative Insight** | 8.3/10 | 19 |
| **Altair AI Studio** | 7.7/10 | 5 |

#### Setup

| Feature | Chattermill | Relative Insight | Altair AI Studio | 
|---|---|---|---|
| **Integration** | 8.1 (51 reviews) | 7.8 (13 reviews) | 8.0 (5 reviews) | 
| **Maintenance** | 8.4 (51 reviews) | 8.7 (13 reviews) | 7.7 (5 reviews) | 
| **No-Code** | 8.7 (43 reviews) | 8.7 (10 reviews) | 8.3 (5 reviews) | 

#### Data

| Feature | Chattermill | Relative Insight | Altair AI Studio | 
|---|---|---|---|
| **Security** | 8.5 (46 reviews) | 8.6 (14 reviews) | 8.0 (5 reviews) | 
| **Data Visualization** | 8.7 (55 reviews) | 7.4 (17 reviews) | 8.3 (5 reviews) | 

#### Analysis

| Feature | Chattermill | Relative Insight | Altair AI Studio | 
|---|---|---|---|
| **Automation** | 8.6 (49 reviews) | 8.2 (14 reviews) | 8.3 (5 reviews) | 
| **Named entity recognition** | 8.2 (39 reviews) | 7.3 (11 reviews) | 7.3 (5 reviews) | 
| **Keyphrase Extraction** | 8.4 (49 reviews) | 8.7 (15 reviews) | 7.3 (5 reviews) | 
| **Topic Analysis** | 8.4 (49 reviews) | 8.3 (17 reviews) | 7.0 (5 reviews) | 
| **Sentiment Analysis** | 8.8 (53 reviews) | 8.8 (12 reviews) | 7.0 (5 reviews) | 
| **Language Identification** | 8.5 (46 reviews) | 7.9 (12 reviews) | 7.0 (5 reviews) | 
| **Syntax/Part of Speech Parsing** | 8.1 (13 reviews) | 8.7 (14 reviews) | 6.0 (5 reviews) | 

#### Customization

| Feature | Chattermill | Relative Insight | Altair AI Studio | 
|---|---|---|---|
| **Pre-Built Parameterization** | 8.0 (34 reviews) | 8.3 (11 reviews) | 8.3 (5 reviews) | 
| **Custom Extension** | 7.9 (34 reviews) | Feature Not Available | 8.7 (5 reviews) | 
| **Compositionality** | 7.7 (34 reviews) | Feature Not Available | 8.0 (5 reviews) | 

#### Generative AI

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

### Enterprise Feedback Management

| Product | Score | Reviews |
|---|---|---|
| **Chattermill** | 8.5/10 | 53 |
| **Relative Insight** | N/A | N/A |
| **Altair AI Studio** | N/A | N/A |

#### Generative AI

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

#### Survey Management

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

#### Process Management

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

#### System Management

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

### Generative AI Infrastructure

| Product | Score | Reviews |
|---|---|---|
| **Chattermill** | N/A | N/A |
| **Relative Insight** | N/A | N/A |
| **Altair AI Studio** | N/A | N/A |

#### Scalability and Performance - Generative AI Infrastructure

| Feature | Chattermill | Relative Insight | 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 | Chattermill | Relative Insight | 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 | Chattermill | Relative Insight | 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 | Chattermill | Relative Insight | 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 | Chattermill | Relative Insight | 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 |
|---|---|---|
| **Chattermill** | N/A | N/A |
| **Relative Insight** | N/A | N/A |
| **Altair AI Studio** | N/A | N/A |

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

| Feature | Chattermill | Relative Insight | 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 | Chattermill | Relative Insight | 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 |
|---|---|---|
| **Chattermill** | N/A | N/A |
| **Relative Insight** | N/A | N/A |
| **Altair AI Studio** | 8.2/10 | 320 |

#### Statistical Tool

| Feature | Chattermill | Relative Insight | 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 | Chattermill | Relative Insight | 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 | Chattermill | Relative Insight | 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 | Chattermill | Relative Insight | 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 (1):** [Text Analysis Software](https://www.g2.com/categories/text-analysis)

**Unique to Chattermill (2):** [Feedback Analytics Software](https://www.g2.com/categories/feedback-analytics), [Enterprise Feedback Management Software](https://www.g2.com/categories/enterprise-feedback-management)

**Unique to Relative Insight (1):** [Feedback Analytics Software](https://www.g2.com/categories/feedback-analytics)

**Unique to Altair AI Studio (5):** [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)


---
## Reviewer Demographics

### By Company Size

| Segment | Chattermill | Relative Insight | Altair AI Studio | 
|---|---|---|---|
| **Small-Business** | 8.2% | 41.8% | 42.4% | 
| **Mid-Market** | 48.3% | 30.9% | 28.9% | 
| **Enterprise** | 43.5% | 27.3% | 28.7% | 

### By Industry

#### Chattermill

- **Retail:** 14.7%
- **Financial Services:** 9.8%
- **Food & Beverages:** 8.9%
- **Information Technology and Services:** 6.7%
- **Consumer Services:** 6.2%
- **Oil & Energy:** 5.8%
- **Leisure, Travel & Tourism:** 4.0%
- **Internet:** 4.0%
- **Hospitality:** 4.0%
- **Consumer Goods:** 3.6%
- **Other:** 32.4%

#### Relative Insight

- **Marketing and Advertising:** 30.9%
- **Market Research:** 16.4%
- **Automotive:** 5.5%
- **Management Consulting:** 5.5%
- **Pharmaceuticals:** 5.5%
- **Public Relations and Communications:** 5.5%
- **Retail:** 3.6%
- **Information Technology and Services:** 3.6%
- **Higher Education:** 3.6%
- **Music:** 1.8%
- **Other:** 18.2%

#### 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%

---
## Alternatives

### Alternatives to Chattermill

- [Thematic](https://www.g2.com/products/thematic/reviews) — 4.8/5 stars (43 reviews)
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---
## Top Discussions

### 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,..."

### Relative Insight

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..."

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