# Google Cloud AutoML, SAS Enterprise Miner vs Amazon SageMaker Comparison

| | Google Cloud AutoML | SAS Enterprise Miner | Amazon SageMaker | 
|---|---|---|---|
| **Star Rating** | 4.1 out of 5 | 4.2 out of 5 | 4.2 out of 5 | 
| **Total Reviews** | 22 | 193 | 55 | 
| **Largest Market Segment** | Small-Business (45.5% of reviews) | Enterprise (57.8% of reviews) | Mid-Market (34.7% 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)

### SAS Enterprise Miner

Pros:
- Ease of Installation (1 reviews)
- Ease of Use (1 reviews)

Cons:
- Learning Curve (1 reviews)
- Not User-Friendly (1 reviews)

### Amazon SageMaker

Pros:
- Ease of Use (3 reviews)
- AI Integration (2 reviews)

Cons:
- Expensive (3 reviews)
- Complexity (2 reviews)

---
## Ratings Comparison
| Rating | Google Cloud AutoML | SAS Enterprise Miner | Amazon SageMaker | 
|---|---|---|---|
  | **Meets Requirements** | 8.6 (14 reviews) | 8.7 (168 reviews) | 8.6 (44 reviews) | 
  | **Ease of Use** | 8.6 (14 reviews) | 7.7 (169 reviews) | 8.3 (45 reviews) | 
  | **Ease of Setup** | 7.4 (11 reviews) | 7.7 (49 reviews) | 8.3 (32 reviews) | 
  | **Ease of Admin** | 7.9 (12 reviews) | 7.7 (47 reviews) | 8.4 (20 reviews) | 
  | **Quality of Support** | 7.5 (14 reviews) | 8.2 (151 reviews) | 8.6 (39 reviews) | 
  | **Has the product been a good partner in doing business?** | 8.3 (11 reviews) | 8.3 (47 reviews) | 9.2 (20 reviews) | 
  | **Product Direction (% positive)** | 8.9 (11 reviews) | 7.4 (159 reviews) | 8.9 (41 reviews) | 

---
## Pricing

### Google Cloud AutoML

#### Entry-Level Pricing

No pricing available

#### Free Trial

No information available

### SAS Enterprise Miner

#### Entry-Level Pricing

No pricing available

#### Free Trial

No information available

### Amazon SageMaker

#### Entry-Level Pricing

No pricing available

#### Free Trial

No information available

---
## Features Comparison By Category

### Statistical Analysis

| Product | Score | Reviews |
|---|---|---|
| **Google Cloud AutoML** | N/A | N/A |
| **SAS Enterprise Miner** | 7.6/10 | 7 |
| **Amazon SageMaker** | N/A | N/A |

#### Administration

| Feature | Google Cloud AutoML | SAS Enterprise Miner | Amazon SageMaker | 
|---|---|---|---|
| **Quality Control** | Not enough data | 7.8 (6 reviews) | Not enough data | 
| **Data Sampling** | Not enough data | 7.2 (6 reviews) | Not enough data | 
| **Collaboration** | Not enough data | 6.4 (6 reviews) | Not enough data | 

#### Capabilities

| Feature | Google Cloud AutoML | SAS Enterprise Miner | Amazon SageMaker | 
|---|---|---|---|
| **Data Visualization** | Not enough data | 6.9 (7 reviews) | Not enough data | 
| **Survival Analysis** | Not enough data | 8.1 (6 reviews) | Not enough data | 
| **Risk Data Attributes** | Not enough data | 7.8 (6 reviews) | Not enough data | 
| **Cost Analysis** | Not enough data | 7.5 (6 reviews) | Not enough data | 

#### Methodology

| Feature | Google Cloud AutoML | SAS Enterprise Miner | Amazon SageMaker | 
|---|---|---|---|
| **ANOVA Support** | Not enough data | 8.9 (6 reviews) | Not enough data | 
| **Regression** | Not enough data | 8.9 (6 reviews) | Not enough data | 
| **Time Series Analysis** | Not enough data | 8.3 (6 reviews) | Not enough data | 

#### Generative AI

| Feature | Google Cloud AutoML | SAS Enterprise Miner | Amazon SageMaker | 
|---|---|---|---|
| **AI Text Generation** | Not enough data | 6.7 (6 reviews) | Not enough data | 
| **AI Text Summarization** | Not enough data | 6.7 (6 reviews) | Not enough data | 

### MLOps Platforms

| Product | Score | Reviews |
|---|---|---|
| **Google Cloud AutoML** | N/A | N/A |
| **SAS Enterprise Miner** | N/A | N/A |
| **Amazon SageMaker** | N/A | N/A |

#### Deployment

| Feature | Google Cloud AutoML | SAS Enterprise Miner | Amazon SageMaker | 
|---|---|---|---|
| **Language Flexibility** | Not enough data | Not enough data | Not enough data | 
| **Framework Flexibility** | Not enough data | Not enough data | Not enough data | 
| **Versioning** | Not enough data | Not enough data | Not enough data | 
| **Ease of Deployment** | Not enough data | Not enough data | Not enough data | 
| **Scalability** | Not enough data | Not enough data | Not enough data | 

#### Deployment

| Feature | Google Cloud AutoML | SAS Enterprise Miner | Amazon SageMaker | 
|---|---|---|---|
| **Language Flexibility** | Not enough data | Not enough data | Not enough data | 
| **Framework Flexibility** | Not enough data | Not enough data | Not enough data | 
| **Versioning** | Not enough data | Not enough data | Not enough data | 
| **Ease of Deployment** | Not enough data | Not enough data | Not enough data | 
| **Scalability** | Not enough data | Not enough data | Not enough data | 

#### Management

| Feature | Google Cloud AutoML | SAS Enterprise Miner | Amazon SageMaker | 
|---|---|---|---|
| **Cataloging** | Not enough data | Not enough data | Not enough data | 
| **Monitoring** | Not enough data | Not enough data | Not enough data | 
| **Governing** | Not enough data | Not enough data | Not enough data | 
| **Model Registry** | Not enough data | Not enough data | Not enough data | 

#### Operations

| Feature | Google Cloud AutoML | SAS Enterprise Miner | Amazon SageMaker | 
|---|---|---|---|
| **Metrics** | Not enough data | Not enough data | Not enough data | 
| **Infrastructure management** | Not enough data | Not enough data | Not enough data | 
| **Collaboration** | Not enough data | Not enough data | Not enough data | 

#### Management

| Feature | Google Cloud AutoML | SAS Enterprise Miner | Amazon SageMaker | 
|---|---|---|---|
| **Cataloging** | Not enough data | Not enough data | Not enough data | 
| **Monitoring** | Not enough data | Not enough data | Not enough data | 
| **Governing** | Not enough data | Not enough data | Not enough data | 

#### Generative AI

| Feature | Google Cloud AutoML | SAS Enterprise Miner | Amazon SageMaker | 
|---|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | Not enough data | 
| **AI Text Summarization** | Not enough data | Not enough data | Not enough data | 

### Data Science and Machine Learning Platforms

| Product | Score | Reviews |
|---|---|---|
| **Google Cloud AutoML** | N/A | N/A |
| **SAS Enterprise Miner** | 8.3/10 | 8 |
| **Amazon SageMaker** | 8.8/10 | 44 |

#### System

| Feature | Google Cloud AutoML | SAS Enterprise Miner | Amazon SageMaker | 
|---|---|---|---|
| **Data Ingestion & Wrangling** | Not enough data | 8.1 (8 reviews) | 8.5 (22 reviews) | 

#### Model Development

| Feature | Google Cloud AutoML | SAS Enterprise Miner | Amazon SageMaker | 
|---|---|---|---|
| **Language Support** | Not enough data | 7.1 (8 reviews) | 8.8 (30 reviews) | 
| **Drag and Drop** | Not enough data | 7.7 (8 reviews) | 8.2 (28 reviews) | 
| **Pre-Built Algorithms** | Not enough data | 8.8 (8 reviews) | 8.3 (33 reviews) | 
| **Model Training** | Not enough data | 8.5 (8 reviews) | 8.9 (34 reviews) | 

#### Model Development

| Feature | Google Cloud AutoML | SAS Enterprise Miner | Amazon SageMaker | 
|---|---|---|---|
| **Feature Engineering** | Not enough data | 8.1 (8 reviews) | 8.4 (19 reviews) | 

#### Machine/Deep Learning Services

| Feature | Google Cloud AutoML | SAS Enterprise Miner | Amazon SageMaker | 
|---|---|---|---|
| **Computer Vision** | Not enough data | 8.3 (7 reviews) | 8.9 (26 reviews) | 
| **Natural Language Processing** | Not enough data | 8.1 (7 reviews) | 9.1 (28 reviews) | 
| **Natural Language Generation** | Not enough data | 8.3 (7 reviews) | 8.9 (25 reviews) | 
| **Artificial Neural Networks** | Not enough data | 8.3 (8 reviews) | 9.0 (28 reviews) | 

#### Machine/Deep Learning Services

| Feature | Google Cloud AutoML | SAS Enterprise Miner | Amazon SageMaker | 
|---|---|---|---|
| **Natural Language Understanding** | Not enough data | 8.1 (7 reviews) | 9.2 (17 reviews) | 
| **Deep Learning** | Not enough data | 7.6 (7 reviews) | 9.2 (18 reviews) | 

#### Deployment

| Feature | Google Cloud AutoML | SAS Enterprise Miner | Amazon SageMaker | 
|---|---|---|---|
| **Managed Service** | Not enough data | 8.6 (7 reviews) | 8.8 (37 reviews) | 
| **Application** | Not enough data | 8.8 (7 reviews) | 8.7 (35 reviews) | 
| **Scalability** | Not enough data | 9.0 (7 reviews) | 9.0 (35 reviews) | 

#### Generative AI

| Feature | Google Cloud AutoML | SAS Enterprise Miner | Amazon SageMaker | 
|---|---|---|---|
| **AI Text Generation** | Not enough data | 8.6 (7 reviews) | 8.6 (6 reviews) | 
| **AI Text Summarization** | Not enough data | 8.6 (7 reviews) | 9.2 (6 reviews) | 
| **AI Text-to-Image** | Not enough data | 8.8 (7 reviews) | 8.3 (5 reviews) | 

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

| Feature | Google Cloud AutoML | SAS Enterprise Miner | Amazon SageMaker | 
|---|---|---|---|
| **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 | 9.2 (6 reviews) | 
| **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 |
| **SAS Enterprise Miner** | N/A | N/A |
| **Amazon SageMaker** | N/A | N/A |

#### Scalability and Performance - Generative AI Infrastructure

| Feature | Google Cloud AutoML | SAS Enterprise Miner | Amazon SageMaker | 
|---|---|---|---|
| **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 | SAS Enterprise Miner | Amazon SageMaker | 
|---|---|---|---|
| **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 | SAS Enterprise Miner | Amazon SageMaker | 
|---|---|---|---|
| **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 | SAS Enterprise Miner | Amazon SageMaker | 
|---|---|---|---|
| **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 | SAS Enterprise Miner | Amazon SageMaker | 
|---|---|---|---|
| **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 |
|---|---|---|
| **Google Cloud AutoML** | N/A | N/A |
| **SAS Enterprise Miner** | N/A | N/A |
| **Amazon SageMaker** | N/A | N/A |

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

| Feature | Google Cloud AutoML | SAS Enterprise Miner | Amazon SageMaker | 
|---|---|---|---|
| **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 | SAS Enterprise Miner | Amazon SageMaker | 
|---|---|---|---|
| **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 |
| **SAS Enterprise Miner** | 8.0/10 | 110 |
| **Amazon SageMaker** | N/A | N/A |

#### Statistical Tool

| Feature | Google Cloud AutoML | SAS Enterprise Miner | Amazon SageMaker | 
|---|---|---|---|
| **Scripting** | Not enough data | 8.1 (86 reviews) | Not enough data | 
| **Data Mining** | Not enough data | 8.3 (93 reviews) | Not enough data | 
| **Algorithms** | Not enough data | 8.0 (89 reviews) | Not enough data | 

#### Data Analysis

| Feature | Google Cloud AutoML | SAS Enterprise Miner | Amazon SageMaker | 
|---|---|---|---|
| **Analysis** | Not enough data | 9.1 (103 reviews) | Not enough data | 
| **Data Interaction** | Not enough data | 8.4 (103 reviews) | Not enough data | 

#### Decision Making

| Feature | Google Cloud AutoML | SAS Enterprise Miner | Amazon SageMaker | 
|---|---|---|---|
| **Modeling** | Not enough data | 8.6 (97 reviews) | Not enough data | 
| **Data Visualizations** | Not enough data | 7.2 (103 reviews) | Not enough data | 
| **Report Generation** | Not enough data | 8.0 (100 reviews) | Not enough data | 
| **Data Unification** | Not enough data | 7.8 (17 reviews) | Not enough data | 

#### Generative AI

| Feature | Google Cloud AutoML | SAS Enterprise Miner | Amazon SageMaker | 
|---|---|---|---|
| **AI Text Generation** | Not enough data | 7.4 (7 reviews) | Not enough data | 
| **AI Text Summarization** | Not enough data | 7.4 (7 reviews) | Not enough data | 

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

**Unique to Google Cloud AutoML (1):** [ Low-Code Machine Learning Platforms Software](https://www.g2.com/categories/low-code-machine-learning-platforms)

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

**Unique to Amazon SageMaker (3):** [MLOps Platforms](https://www.g2.com/categories/mlops-platforms), [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 | Google Cloud AutoML | SAS Enterprise Miner | Amazon SageMaker | 
|---|---|---|---|
| **Small-Business** | 45.5% | 15.1% | 30.6% | 
| **Mid-Market** | 27.3% | 27.0% | 34.7% | 
| **Enterprise** | 27.3% | 57.8% | 34.7% | 

### 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%

#### SAS Enterprise Miner

- **Higher Education:** 17.3%
- **Information Technology and Services:** 11.4%
- **Hospital & Health Care:** 10.8%
- **Research:** 7.6%
- **Government Administration:** 5.9%
- **Insurance:** 4.3%
- **Banking:** 4.3%
- **Financial Services:** 3.8%
- **Education Management:** 3.2%
- **Internet:** 3.2%
- **Other:** 28.1%

#### Amazon SageMaker

- **Information Technology and Services:** 20.4%
- **Computer Software:** 14.3%
- **Internet:** 6.1%
- **Hospital & Health Care:** 6.1%
- **Computer & Network Security:** 4.1%
- **Marketing and Advertising:** 4.1%
- **Education Management:** 4.1%
- **Higher Education:** 4.1%
- **Financial Services:** 4.1%
- **Banking:** 2.0%
- **Other:** 30.6%

---
## 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)
- [DataRobot](https://www.g2.com/products/datarobot/reviews) — 4.4/5 stars (28 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)
- [BigML](https://www.g2.com/products/bigml/reviews) — 4.7/5 stars (24 reviews)
- [Databricks](https://www.g2.com/products/databricks/reviews) — 4.6/5 stars (783 reviews)

### Alternatives to SAS Enterprise Miner

- [Altair AI Studio](https://www.g2.com/products/rapidminer-studio/reviews) — 4.6/5 stars (516 reviews)
- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (810 reviews)
- [IBM SPSS Modeler](https://www.g2.com/products/ibm-spss-modeler/reviews) — 4.0/5 stars (148 reviews)
- [IBM SPSS Statistics](https://www.g2.com/products/ibm-spss-statistics/reviews) — 4.2/5 stars (928 reviews)
- [Posit](https://www.g2.com/products/posit-posit/reviews) — 4.5/5 stars (570 reviews)
- [Google Cloud BigQuery](https://www.g2.com/products/google-cloud-bigquery/reviews) — 4.5/5 stars (1227 reviews)
- [JMP](https://www.g2.com/products/jmp/reviews) — 4.5/5 stars (213 reviews)
- [Qlik Sense](https://www.g2.com/products/qlik-sense/reviews) — 4.4/5 stars (928 reviews)
- [MATLAB](https://www.g2.com/products/matlab/reviews) — 4.5/5 stars (770 reviews)
- [Tableau](https://www.g2.com/products/tableau/reviews) — 4.4/5 stars (3653 reviews)

### Alternatives to Amazon SageMaker

- [Gemini Enterprise Agent Platform](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews) — 4.3/5 stars (657 reviews)
- [Dataiku](https://www.g2.com/products/dataiku/reviews) — 4.4/5 stars (198 reviews)
- [Azure Machine Learning](https://www.g2.com/products/microsoft-azure-machine-learning/reviews) — 4.3/5 stars (90 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)
- [Altair AI Studio](https://www.g2.com/products/rapidminer-studio/reviews) — 4.6/5 stars (516 reviews)
- [Databricks](https://www.g2.com/products/databricks/reviews) — 4.6/5 stars (783 reviews)
- [DataRobot](https://www.g2.com/products/datarobot/reviews) — 4.4/5 stars (28 reviews)
- [H2O](https://www.g2.com/products/h2o/reviews) — 4.5/5 stars (24 reviews)
- [Posit](https://www.g2.com/products/posit-posit/reviews) — 4.5/5 stars (570 reviews)

---
## Top Discussions

### Google Cloud AutoML

No discussions available for this product.

### SAS Enterprise Miner

- Title: [What is advanced analytics platform?](https://www.g2.com/discussions/what-is-advanced-analytics-platform) — 1 comment
  > **Top comment:** "Advanced Analytics is the autonomous or semi-autonomous examination of data or content using sophisticated techniques and tools, typically beyond those of..."

### Amazon SageMaker

- Title: [What is the best way to integrate Sagemaker models with Kubernetes?](https://www.g2.com/discussions/28784-what-is-the-best-way-to-integrate-sagemaker-models-with-kubernetes) — 1 comment
  > **Top comment:** "https://aws.amazon.com/blogs/machine-learning/introducing-amazon-sagemaker-operators-for-kubernetes/"
- Title: [How do i make this platform reach to most of my developers?](https://www.g2.com/discussions/27976-how-do-i-make-this-platform-reach-to-most-of-my-developers) — 1 comment
  > **Top comment:** "you can manage the access via IAM users and roles and give them access as per their need, Sagemaker by default has all the basic AWS feature and you can..."

---
**Source:** [G2.com](https://www.g2.com) | [Comparison Page](https://www.g2.com/compare/google-cloud-automl-vs-sas-enterprise-miner-vs-amazon-sagemaker)