# Altair AI Studio vs Chattermill Comparison
---
## AI Generated Summary
- **G2 reviewers report** that Chattermill excels in providing actionable insights into customer feedback, making it a valuable tool for businesses looking to enhance their performance. Users appreciate its ability to monitor feedback closely and track performance over time, which helps identify areas for improvement.
- **Users say** that Altair AI Studio stands out for 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 technical knowledge.
- **According to verified reviews** , Chattermill's ease of implementation is a significant advantage, with users highlighting how quickly they can start utilizing the tool to gain insights. This quick onboarding process is particularly beneficial for teams looking to make immediate improvements based on customer feedback.
- **Reviewers mention** that while Altair AI Studio offers a robust platform for data preparation and model training, some users have faced challenges in matching the software to their specific workflow needs. This indicates that while the tool is powerful, it may require a learning curve for optimal use.
- **Users appreciate** the quality of support provided by Chattermill, noting that the assistance they receive is prompt and effective. This high level of support contributes to a smoother user experience, especially for those navigating the complexities of customer feedback analysis.
- **G2 reviewers highlight** that Altair AI Studio's strong performance in ease of setup is a notable advantage, allowing users to get started quickly. However, some users feel that the overall user experience could be enhanced further, especially in areas like integration and maintenance, where Chattermill tends to perform better.



| | Altair AI Studio | Chattermill | 
|---|---|---|
| **Star Rating** | 4.6 out of 5 | 4.4 out of 5 | 
| **Total Reviews** | 520 | 237 | 
| **Largest Market Segment** | Small-Business (42.1% of reviews) | Mid-Market (47.9% of reviews) | 
| **Entry Level Price** | No pricing available | Contact Us | 

---
## 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)

---
## Ratings Comparison
| Rating | Altair AI Studio | Chattermill | 
|---|---|---|
  | **Meets Requirements** | 8.6 (426 reviews) | 8.7 (207 reviews) | 
  | **Ease of Use** | 8.8 (427 reviews) | 8.7 (212 reviews) | 
  | **Ease of Setup** | 9.0 (130 reviews) | 8.5 (129 reviews) | 
  | **Ease of Admin** | 8.4 (104 reviews) | 8.9 (54 reviews) | 
  | **Quality of Support** | 8.5 (354 reviews) | 9.1 (165 reviews) | 
  | **Has the product been a good partner in doing business?** | 8.9 (93 reviews) | 9.1 (50 reviews) | 
  | **Product Direction (% positive)** | 8.8 (412 reviews) | 9.4 (199 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

---
## Features Comparison By Category

### Analytics Platforms

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

#### Reports

| Feature | Altair AI Studio | Chattermill | 
|---|---|---|
| **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 | 

#### Data Preparation

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

#### Data Modeling and Blending

| Feature | Altair AI Studio | Chattermill | 
|---|---|---|
| **Data Querying** | Not enough data | Not enough data | 
| **Data Filtering** | Not enough data | Not enough data | 
| **Data Blending** | Not enough data | Not enough data | 

#### Generative AI

| Feature | Altair AI Studio | Chattermill | 
|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | 
| **AI Text Summarization** | Not enough data | Not enough data | 

#### Agentic AI - Analytics Platforms

| Feature | Altair AI Studio | Chattermill | 
|---|---|---|
| **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 | 

#### Self Service 

| Feature | Altair AI Studio | Chattermill | 
|---|---|---|
| **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 | 

#### Deployment & Integration - Analytics Platforms

| Feature | Altair AI Studio | Chattermill | 
|---|---|---|
| **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 | 

#### Advanced Analytics

| Feature | Altair AI Studio | Chattermill | 
|---|---|---|
| **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 | 

#### Performance & Scalability - Analytics Platforms

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

#### Advanced Analytics & Modeling - Analytics Platforms

| Feature | Altair AI Studio | Chattermill | 
|---|---|---|
| **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 | Chattermill | 
|---|---|---|
| **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 | Chattermill | 
|---|---|---|
| **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 | 

#### Building Reports

| Feature | Altair AI Studio | Chattermill | 
|---|---|---|
| **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 | 

### Data Science and Machine Learning Platforms

| Product | Score | Reviews |
|---|---|---|
| **Altair AI Studio** | 7.9/10 | 76 |
| **Chattermill** | N/A | N/A |

#### System

| Feature | Altair AI Studio | Chattermill | 
|---|---|---|
| **Data Ingestion & Wrangling** | 8.6 (53 reviews) | Not enough data | 

#### Model Development

| Feature | Altair AI Studio | Chattermill | 
|---|---|---|
| **Language Support** | 7.5 (35 reviews) | Not enough data | 
| **Drag and Drop** | 9.1 (58 reviews) | Not enough data | 
| **Pre-Built Algorithms** | 8.5 (55 reviews) | Not enough data | 
| **Model Training** | 8.4 (52 reviews) | Not enough data | 

#### Model Development

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

#### Machine/Deep Learning Services

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

#### Machine/Deep Learning Services

| Feature | Altair AI Studio | Chattermill | 
|---|---|---|
| **Natural Language Understanding** | 7.6 (32 reviews) | Not enough data | 
| **Deep Learning** | 8.2 (36 reviews) | Not enough data | 

#### Deployment

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

#### Generative AI

| Feature | Altair AI Studio | Chattermill | 
|---|---|---|
| **AI Text Generation** | 6.7 (6 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 | 

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

| Feature | Altair AI Studio | Chattermill | 
|---|---|---|
| **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 | 

### Feedback Analytics

| Product | Score | Reviews |
|---|---|---|
| **Altair AI Studio** | N/A | N/A |
| **Chattermill** | 8.2/10 | 142 |

#### Feedback Management

| Feature | Altair AI Studio | Chattermill | 
|---|---|---|
| **Tagging** | Not enough data | 8.1 (128 reviews) | 
| **Segmentation** | Not enough data | 8.2 (123 reviews) | 
| **Custom Reports and Dashboards** | Not enough data | 8.5 (129 reviews) | 

#### Feedback Analysis

| Feature | Altair AI Studio | Chattermill | 
|---|---|---|
| **Thematic Analysis** | Not enough data | 8.4 (131 reviews) | 
| **Sentiment Analysis** | Not enough data | 8.6 (129 reviews) | 
| **NPS/CSAT Scoring** | Not enough data | 8.6 (121 reviews) | 

#### Feedback Sources

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

#### Generative AI

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

### Text Analysis

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

#### Setup

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

#### Data

| Feature | Altair AI Studio | Chattermill | 
|---|---|---|
| **Security** | 8.0 (5 reviews) | 8.5 (46 reviews) | 
| **Data Visualization** | 8.3 (5 reviews) | 8.7 (55 reviews) | 

#### Analysis

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

#### Customization

| Feature | Altair AI Studio | Chattermill | 
|---|---|---|
| **Pre-Built Parameterization** | 8.3 (5 reviews) | 8.0 (34 reviews) | 
| **Custom Extension** | 8.7 (5 reviews) | 7.9 (34 reviews) | 
| **Compositionality** | 8.0 (5 reviews) | 7.7 (34 reviews) | 

#### Generative AI

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

### Enterprise Feedback Management

| Product | Score | Reviews |
|---|---|---|
| **Altair AI Studio** | N/A | N/A |
| **Chattermill** | 8.5/10 | 54 |

#### Generative AI

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

#### Survey Management

| Feature | Altair AI Studio | Chattermill | 
|---|---|---|
| **Brand Design Consistency** | Not enough data | 8.6 (35 reviews) | 
| **Survey Deployment** | Not enough data | 8.4 (31 reviews) | 
| **Feedback Collection** | Not enough data | 8.8 (40 reviews) ✓ Verified | 
| **Device Responsiveness** | Not enough data | 8.5 (37 reviews) | 

#### Process Management

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

#### System Management

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

### Generative AI Infrastructure

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

#### Scalability and Performance - Generative AI Infrastructure

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

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

| Feature | Altair AI Studio | Chattermill | 
|---|---|---|
| **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 | Chattermill | 
|---|---|---|
| **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 | 320 |
| **Chattermill** | N/A | N/A |

#### Statistical Tool

| Feature | Altair AI Studio | Chattermill | 
|---|---|---|
| **Scripting** | 7.9 (176 reviews) | Not enough data | 
| **Data Mining** | 8.9 (249 reviews) | Not enough data | 
| **Algorithms** | 8.6 (266 reviews) | Not enough data | 

#### Data Analysis

| Feature | Altair AI Studio | Chattermill | 
|---|---|---|
| **Analysis** | 8.8 (284 reviews) | Not enough data | 
| **Data Interaction** | 8.6 (269 reviews) | Not enough data | 

#### Decision Making

| Feature | Altair AI Studio | Chattermill | 
|---|---|---|
| **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 | 

#### Generative AI

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

---
## Categories
**Shared Categories (1):** [Text Analysis Software](https://www.g2.com/categories/text-analysis)

**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)

**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)


---
## Reviewer Demographics

### By Company Size

| Segment | Altair AI Studio | Chattermill | 
|---|---|---|
| **Small-Business** | 42.1% | 8.1% | 
| **Mid-Market** | 28.9% | 47.9% | 
| **Enterprise** | 29.1% | 44.0% | 

### By Industry

#### Altair AI Studio

- **Higher Education:** 18.2%
- **Education Management:** 15.2%
- **Information Technology and Services:** 9.0%
- **Research:** 7.0%
- **Computer Software:** 6.8%
- **E-Learning:** 3.1%
- **Management Consulting:** 2.3%
- **Hospital & Health Care:** 1.8%
- **Financial Services:** 1.6%
- **Civil Engineering:** 1.4%
- **Other:** 33.6%

#### Chattermill

- **Retail:** 14.5%
- **Financial Services:** 9.7%
- **Food & Beverages:** 8.8%
- **Information Technology and Services:** 7.0%
- **Oil & Energy:** 6.2%
- **Consumer Services:** 6.2%
- **Leisure, Travel & Tourism:** 4.0%
- **Internet:** 4.0%
- **Hospitality:** 4.0%
- **Consumer Goods:** 3.5%
- **Other:** 32.2%

---
## Alternatives

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---
## 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,..."

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