# Google Cloud AutoML, Microsoft Cognitive Toolkit (Formerly CNTK) vs DataRobot Comparison

| | Google Cloud AutoML | Microsoft Cognitive Toolkit (Formerly CNTK) | DataRobot | 
|---|---|---|---|
| **Star Rating** | 4.1 out of 5 | 4.2 out of 5 | 4.4 out of 5 | 
| **Total Reviews** | 22 | 22 | 28 | 
| **Largest Market Segment** | Small-Business (45.5% of reviews) | Enterprise (68.2% of reviews) | Small-Business (50.0% of reviews) | 
| **Entry Level Price** | No pricing available | No pricing available | No pricing available | 

---
## Top Pros & Cons

### Google Cloud AutoML

Pros:
- AI Integration (1 reviews)
- Ease of Use (1 reviews)

Cons:
- Cost (1 reviews)
- Expensive (1 reviews)

### Microsoft Cognitive Toolkit (Formerly CNTK)

Pros:
- Workflow Efficiency (1 reviews)

Cons:
- Complexity Issues (1 reviews)
- Learning Curve (1 reviews)

### DataRobot

**Not enough data**

---
## Ratings Comparison
| Rating | Google Cloud AutoML | Microsoft Cognitive Toolkit (Formerly CNTK) | DataRobot | 
|---|---|---|---|
  | **Meets Requirements** | 8.6 (14 reviews) | 8.7 (18 reviews) | 8.9 (25 reviews) | 
  | **Ease of Use** | 8.6 (14 reviews) | 8.0 (18 reviews) | 8.3 (25 reviews) | 
  | **Ease of Setup** | 7.4 (11 reviews) | 8.4 (15 reviews) | 7.2 (13 reviews) | 
  | **Ease of Admin** | 7.9 (12 reviews) | 8.8 (14 reviews) | 7.4 (11 reviews) | 
  | **Quality of Support** | 7.5 (14 reviews) | 8.1 (18 reviews) | 8.0 (24 reviews) | 
  | **Has the product been a good partner in doing business?** | 8.3 (11 reviews) | 8.9 (15 reviews) | 8.3 (11 reviews) | 
  | **Product Direction (% positive)** | 8.9 (11 reviews) | 7.9 (17 reviews) | 8.4 (22 reviews) | 

---
## Pricing

### Google Cloud AutoML

#### Entry-Level Pricing

No pricing available

#### Free Trial

No information available

### Microsoft Cognitive Toolkit (Formerly CNTK)

#### Entry-Level Pricing

No pricing available

#### Free Trial

No information available

### DataRobot

#### Entry-Level Pricing

No pricing available

#### Free Trial

No information available

---
## Features Comparison By Category

### Data Science and Machine Learning Platforms

| Product | Score | Reviews |
|---|---|---|
| **Google Cloud AutoML** | N/A | N/A |
| **Microsoft Cognitive Toolkit (Formerly CNTK)** | N/A | N/A |
| **DataRobot** | N/A | N/A |

#### System

| Feature | Google Cloud AutoML | Microsoft Cognitive Toolkit (Formerly CNTK) | DataRobot | 
|---|---|---|---|
| **Data Ingestion & Wrangling** | Not enough data | Not enough data | Not enough data | 

#### Model Development

| Feature | Google Cloud AutoML | Microsoft Cognitive Toolkit (Formerly CNTK) | DataRobot | 
|---|---|---|---|
| **Language Support** | Not enough data | Not enough data | Not enough data | 
| **Drag and Drop** | Not enough data | Not enough data | Not enough data | 
| **Pre-Built Algorithms** | Not enough data | Not enough data | Not enough data | 
| **Model Training** | Not enough data | Not enough data | Not enough data | 

#### Model Development

| Feature | Google Cloud AutoML | Microsoft Cognitive Toolkit (Formerly CNTK) | DataRobot | 
|---|---|---|---|
| **Feature Engineering** | Not enough data | Not enough data | Not enough data | 

#### Machine/Deep Learning Services

| Feature | Google Cloud AutoML | Microsoft Cognitive Toolkit (Formerly CNTK) | DataRobot | 
|---|---|---|---|
| **Computer Vision** | Not enough data | Not enough data | Not enough data | 
| **Natural Language Processing** | Not enough data | Not enough data | Not enough data | 
| **Natural Language Generation** | Not enough data | Not enough data | Not enough data | 
| **Artificial Neural Networks** | Not enough data | Not enough data | Not enough data | 

#### Machine/Deep Learning Services

| Feature | Google Cloud AutoML | Microsoft Cognitive Toolkit (Formerly CNTK) | DataRobot | 
|---|---|---|---|
| **Natural Language Understanding** | Not enough data | Not enough data | Not enough data | 
| **Deep Learning** | Not enough data | Not enough data | Not enough data | 

#### Deployment

| Feature | Google Cloud AutoML | Microsoft Cognitive Toolkit (Formerly CNTK) | DataRobot | 
|---|---|---|---|
| **Managed Service** | Not enough data | Not enough data | Not enough data | 
| **Application** | Not enough data | Not enough data | Not enough data | 
| **Scalability** | Not enough data | Not enough data | Not enough data | 

#### Generative AI

| Feature | Google Cloud AutoML | Microsoft Cognitive Toolkit (Formerly CNTK) | DataRobot | 
|---|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | Not enough data | 
| **AI Text Summarization** | Not enough data | Not enough data | Not enough data | 
| **AI Text-to-Image** | Not enough data | Not enough data | Not enough data | 

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

| Feature | Google Cloud AutoML | Microsoft Cognitive Toolkit (Formerly CNTK) | DataRobot | 
|---|---|---|---|
| **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 | 

### Generative AI Infrastructure

| Product | Score | Reviews |
|---|---|---|
| **Google Cloud AutoML** | N/A | N/A |
| **Microsoft Cognitive Toolkit (Formerly CNTK)** | N/A | N/A |
| **DataRobot** | N/A | N/A |

#### Scalability and Performance - Generative AI Infrastructure

| Feature | Google Cloud AutoML | Microsoft Cognitive Toolkit (Formerly CNTK) | DataRobot | 
|---|---|---|---|
| **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 | Google Cloud AutoML | Microsoft Cognitive Toolkit (Formerly CNTK) | DataRobot | 
|---|---|---|---|
| **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 | Google Cloud AutoML | Microsoft Cognitive Toolkit (Formerly CNTK) | DataRobot | 
|---|---|---|---|
| **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 | Google Cloud AutoML | Microsoft Cognitive Toolkit (Formerly CNTK) | DataRobot | 
|---|---|---|---|
| **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 | Google Cloud AutoML | Microsoft Cognitive Toolkit (Formerly CNTK) | DataRobot | 
|---|---|---|---|
| **AI Documentation Quality** | Not enough data | Not enough data | Not enough data | 
| **AI Community Activity** | Not enough data | Not enough data | Not enough data | 

### Artificial Neural Network

| Product | Score | Reviews |
|---|---|---|
| **Google Cloud AutoML** | N/A | N/A |
| **Microsoft Cognitive Toolkit (Formerly CNTK)** | N/A | N/A |
| **DataRobot** | N/A | N/A |

#### Core Functionality - Artificial Neural Network

| Feature | Google Cloud AutoML | Microsoft Cognitive Toolkit (Formerly CNTK) | DataRobot | 
|---|---|---|---|
| **Neural Network Training** | Not enough data | Not enough data | Not enough data | 
| **Neural Network Testing** | Not enough data | Not enough data | Not enough data | 
| **Model Evaluation** | Not enough data | Not enough data | Not enough data | 
| **Compliance** | Not enough data | Not enough data | Not enough data | 

#### Data Handling - Artificial Neural Network

| Feature | Google Cloud AutoML | Microsoft Cognitive Toolkit (Formerly CNTK) | DataRobot | 
|---|---|---|---|
| **Data Integration** | Not enough data | Not enough data | Not enough data | 
| **Data Preprocessing** | Not enough data | Not enough data | Not enough data | 

#### Performance - Artificial Neural Network

| Feature | Google Cloud AutoML | Microsoft Cognitive Toolkit (Formerly CNTK) | DataRobot | 
|---|---|---|---|
| **Model Optimization** | Not enough data | Not enough data | Not enough data | 
| **Scalability** | Not enough data | Not enough data | Not enough data | 

#### Usability - Artificial Neural Network

| Feature | Google Cloud AutoML | Microsoft Cognitive Toolkit (Formerly CNTK) | DataRobot | 
|---|---|---|---|
| **User Interface** | Not enough data | Not enough data | Not enough data | 
| **Documentation & Support** | Not enough data | Not enough data | Not enough data | 
| **Customizability** | Not enough data | Not enough data | Not enough data | 

#### Advanced Features - Artificial Neural Network

| Feature | Google Cloud AutoML | Microsoft Cognitive Toolkit (Formerly CNTK) | DataRobot | 
|---|---|---|---|
| **Deep Learning Capabilities** | Not enough data | Not enough data | Not enough data | 
| **Transfer Learning** | Not enough data | Not enough data | Not enough data | 
| **Real-Time Processing** | Not enough data | Not enough data | Not enough data | 
| **Automated Model Tuning** | Not enough data | Not enough data | Not enough data | 
| **Visualization Tools** | Not enough data | Not enough data | Not enough data | 

#### Agentic AI - Artificial Neural Network

| Feature | Google Cloud AutoML | Microsoft Cognitive Toolkit (Formerly CNTK) | DataRobot | 
|---|---|---|---|
| **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 | 

### Low-Code Machine Learning Platforms

| Product | Score | Reviews |
|---|---|---|
| **Google Cloud AutoML** | N/A | N/A |
| **Microsoft Cognitive Toolkit (Formerly CNTK)** | N/A | N/A |
| **DataRobot** | N/A | N/A |

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

| Feature | Google Cloud AutoML | Microsoft Cognitive Toolkit (Formerly CNTK) | DataRobot | 
|---|---|---|---|
| **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 | Google Cloud AutoML | Microsoft Cognitive Toolkit (Formerly CNTK) | DataRobot | 
|---|---|---|---|
| **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 |
|---|---|---|
| **Google Cloud AutoML** | N/A | N/A |
| **Microsoft Cognitive Toolkit (Formerly CNTK)** | N/A | N/A |
| **DataRobot** | N/A | N/A |

#### Statistical Tool

| Feature | Google Cloud AutoML | Microsoft Cognitive Toolkit (Formerly CNTK) | DataRobot | 
|---|---|---|---|
| **Scripting** | Not enough data | Not enough data | Not enough data | 
| **Data Mining** | Not enough data | Not enough data | Not enough data | 
| **Algorithms** | Not enough data | Not enough data | Not enough data | 

#### Data Analysis

| Feature | Google Cloud AutoML | Microsoft Cognitive Toolkit (Formerly CNTK) | DataRobot | 
|---|---|---|---|
| **Analysis** | Not enough data | Not enough data | Not enough data | 
| **Data Interaction** | Not enough data | Not enough data | Not enough data | 

#### Decision Making

| Feature | Google Cloud AutoML | Microsoft Cognitive Toolkit (Formerly CNTK) | DataRobot | 
|---|---|---|---|
| **Modeling** | Not enough data | Not enough data | Not enough data | 
| **Data Visualizations** | Not enough data | Not enough data | Not enough data | 
| **Report Generation** | Not enough data | Not enough data | Not enough data | 
| **Data Unification** | Not enough data | Not enough data | Not enough data | 

#### Generative AI

| Feature | Google Cloud AutoML | Microsoft Cognitive Toolkit (Formerly CNTK) | DataRobot | 
|---|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | Not enough data | 
| **AI Text Summarization** | Not enough data | Not enough data | Not enough data | 

---
## Categories

**Unique to Google Cloud AutoML (2):** [Data Science and Machine Learning Platforms](https://www.g2.com/categories/data-science-and-machine-learning-platforms), [ Low-Code Machine Learning Platforms Software](https://www.g2.com/categories/low-code-machine-learning-platforms)

**Unique to Microsoft Cognitive Toolkit (Formerly CNTK) (2):** [Artificial Neural Network Software](https://www.g2.com/categories/artificial-neural-network), [Generative AI Infrastructure Software](https://www.g2.com/categories/generative-ai-infrastructure)

**Unique to DataRobot (3):** [Data Science and Machine Learning Platforms](https://www.g2.com/categories/data-science-and-machine-learning-platforms), [Predictive Analytics Software](https://www.g2.com/categories/predictive-analytics), [ Low-Code Machine Learning Platforms Software](https://www.g2.com/categories/low-code-machine-learning-platforms)


---
## Reviewer Demographics

### By Company Size

| Segment | Google Cloud AutoML | Microsoft Cognitive Toolkit (Formerly CNTK) | DataRobot | 
|---|---|---|---|
| **Small-Business** | 45.5% | 27.3% | 50.0% | 
| **Mid-Market** | 27.3% | 4.5% | 23.1% | 
| **Enterprise** | 27.3% | 68.2% | 26.9% | 

### By Industry

#### Google Cloud AutoML

- **Research:** 13.6%
- **Information Technology and Services:** 13.6%
- **Computer Software:** 9.1%
- **Accounting:** 4.5%
- **Consumer Goods:** 4.5%
- **Defense & Space:** 4.5%
- **Education Management:** 4.5%
- **Entertainment:** 4.5%
- **Furniture:** 4.5%
- **Higher Education:** 4.5%
- **Other:** 31.8%

#### Microsoft Cognitive Toolkit (Formerly CNTK)

- **Computer Software:** 31.8%
- **Information Technology and Services:** 22.7%
- **Warehousing:** 4.5%
- **Semiconductors:** 4.5%
- **Publishing:** 4.5%
- **Medical Devices:** 4.5%
- **Law Practice:** 4.5%
- **Education Management:** 4.5%
- **Computer & Network Security:** 4.5%
- **Biotechnology:** 4.5%
- **Other:** 9.1%

#### DataRobot

- **Computer Software:** 23.1%
- **Information Technology and Services:** 11.5%
- **Telecommunications:** 7.7%
- **Financial Services:** 7.7%
- **Architecture & Planning:** 3.8%
- **Biotechnology:** 3.8%
- **Computer Hardware:** 3.8%
- **Education Management:** 3.8%
- **Environmental Services:** 3.8%
- **Hospital & Health Care:** 3.8%
- **Other:** 26.9%

---
## Alternatives

### Alternatives to Google Cloud AutoML

- [Azure Machine Learning](https://www.g2.com/products/microsoft-azure-machine-learning/reviews) — 4.3/5 stars (90 reviews)
- [Amazon SageMaker](https://www.g2.com/products/amazon-sagemaker/reviews) — 4.2/5 stars (55 reviews)
- [Dataiku](https://www.g2.com/products/dataiku/reviews) — 4.4/5 stars (198 reviews)
- [Altair AI Studio](https://www.g2.com/products/rapidminer-studio/reviews) — 4.6/5 stars (516 reviews)
- [TensorFlow](https://www.g2.com/products/tensorflow/reviews) — 4.5/5 stars (138 reviews)
- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (810 reviews)
- [H2O](https://www.g2.com/products/h2o/reviews) — 4.5/5 stars (24 reviews)
- [MATLAB](https://www.g2.com/products/matlab/reviews) — 4.5/5 stars (770 reviews)
- [SAS Enterprise Miner](https://www.g2.com/products/sas-enterprise-miner/reviews) — 4.2/5 stars (193 reviews)
- [BigML](https://www.g2.com/products/bigml/reviews) — 4.7/5 stars (24 reviews)

### Alternatives to Microsoft Cognitive Toolkit (Formerly CNTK)

- [Fullstory](https://www.g2.com/products/fullstory/reviews) — 4.5/5 stars (1049 reviews)
- [Databricks](https://www.g2.com/products/databricks/reviews) — 4.6/5 stars (783 reviews)
- [Workato](https://www.g2.com/products/workato/reviews) — 4.7/5 stars (755 reviews)
- [Gemini Enterprise Agent Platform](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews) — 4.3/5 stars (657 reviews)
- [Altair AI Studio](https://www.g2.com/products/rapidminer-studio/reviews) — 4.6/5 stars (516 reviews)
- [Botpress](https://www.g2.com/products/botpress/reviews) — 4.5/5 stars (493 reviews)
- [Saturn Cloud](https://www.g2.com/products/saturn-cloud-saturn-cloud/reviews) — 4.8/5 stars (320 reviews)
- [Elasticsearch](https://www.g2.com/products/elastic-elasticsearch/reviews) — 4.5/5 stars (292 reviews)
- [Zoom AI Companion](https://www.g2.com/products/zoom-ai-companion/reviews) — 4.6/5 stars (290 reviews)
- [Dataiku](https://www.g2.com/products/dataiku/reviews) — 4.4/5 stars (198 reviews)

### Alternatives to DataRobot

- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (810 reviews)
- [Dataiku](https://www.g2.com/products/dataiku/reviews) — 4.4/5 stars (198 reviews)
- [Altair AI Studio](https://www.g2.com/products/rapidminer-studio/reviews) — 4.6/5 stars (516 reviews)
- [Azure Machine Learning](https://www.g2.com/products/microsoft-azure-machine-learning/reviews) — 4.3/5 stars (90 reviews)
- [Gemini Enterprise Agent Platform](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews) — 4.3/5 stars (657 reviews)
- [Amazon SageMaker](https://www.g2.com/products/amazon-sagemaker/reviews) — 4.2/5 stars (55 reviews)
- [H2O](https://www.g2.com/products/h2o/reviews) — 4.5/5 stars (24 reviews)
- [Qlik Predict](https://www.g2.com/products/qlik-predict/reviews) — 4.4/5 stars (81 reviews)
- [IBM Watson Studio](https://www.g2.com/products/ibm-watson-studio/reviews) — 4.2/5 stars (167 reviews)
- [MATLAB](https://www.g2.com/products/matlab/reviews) — 4.5/5 stars (770 reviews)

---
## Top Discussions

### Google Cloud AutoML

No discussions available for this product.

### Microsoft Cognitive Toolkit (Formerly CNTK)

- Title: [Is CNTK dead?](https://www.g2.com/discussions/is-cntk-dead) — 1 comment
  > **Top comment:** "No Its working currently my project is using the image detection lib"

### DataRobot

- Title: [Can I use external libraries with my algorithms?](https://www.g2.com/discussions/can-i-use-external-libraries-with-my-algorithms) — 1 comment, 1 upvote
  > **Top comment:** "Yes, you can. Algorithmia has complete package management capabilities built in to the platform. "
- Title: [How much does using Algorithmia cost?](https://www.g2.com/discussions/how-much-does-using-algorithmia-cost) — 1 comment, 1 upvote
  > **Top comment:** "You can get started on Algorithmia Teams for as little as $299/month. Go to teams.algorithmia.com and sign up now!"
- Title: [I found a bug in an algorithm or it's not producing the expected results, what can I do?](https://www.g2.com/discussions/i-found-a-bug-in-an-algorithm-or-it-s-not-producing-the-expected-results-what-can-i-do) — 1 comment, 1 upvote
  > **Top comment:** "If you are an Algorithmia Enterprise user, contact your account team for an immediate response. 

For Teams, while you are logged in to the platform, you..."

---
**Source:** [G2.com](https://www.g2.com) | [Comparison Page](https://www.g2.com/compare/google-cloud-automl-vs-microsoft-cognitive-toolkit-formerly-cntk-vs-datarobot)