# Alteryx, Amazon SageMaker vs Gemini Enterprise Agent Platform Comparison

| | Alteryx | Amazon SageMaker | Gemini Enterprise Agent Platform | 
|---|---|---|---|
| **Star Rating** | 4.6 out of 5 | 4.2 out of 5 | 4.3 out of 5 | 
| **Total Reviews** | 810 | 55 | 657 | 
| **Largest Market Segment** | Enterprise (65.1% of reviews) | Mid-Market (34.7% of reviews) | Small-Business (42.4% of reviews) | 
| **Entry Level Price** | $3,000.00 1 User Per Year | No pricing available | Pay As You Go Per Month | 

---
## Top Pros & Cons

### Alteryx

Pros:
- Ease of Use (333 reviews)
- Automation (148 reviews)

Cons:
- Expensive (88 reviews)
- Learning Curve (80 reviews)

### Amazon SageMaker

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

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

### Gemini Enterprise Agent Platform

Pros:
- Ease of Use (162 reviews)
- Model Variety (114 reviews)

Cons:
- Expensive (75 reviews)
- Learning Curve (63 reviews)

---
## Ratings Comparison
| Rating | Alteryx | Amazon SageMaker | Gemini Enterprise Agent Platform | 
|---|---|---|---|
  | **Meets Requirements** | 8.8 (337 reviews) | 8.6 (44 reviews) | 8.6 (391 reviews) | 
  | **Ease of Use** | 8.7 (596 reviews) | 8.3 (45 reviews) | 8.2 (402 reviews) | 
  | **Ease of Setup** | 8.4 (386 reviews) | 8.3 (32 reviews) | 8.1 (324 reviews) | 
  | **Ease of Admin** | 8.3 (85 reviews) | 8.4 (20 reviews) | 7.9 (150 reviews) | 
  | **Quality of Support** | 8.5 (316 reviews) | 8.6 (39 reviews) | 8.1 (367 reviews) | 
  | **Has the product been a good partner in doing business?** | 8.9 (89 reviews) | 9.2 (20 reviews) | 8.3 (144 reviews) | 
  | **Product Direction (% positive)** | 9.2 (323 reviews) | 8.9 (41 reviews) | 9.2 (384 reviews) | 

---
## Pricing

### Alteryx

#### Entry-Level Pricing

Plan: Starter Edition

Price: $3,000.00 1 User Per Year

Description: For Small Teams That Need to Perform Basic Business Analytics

Prepare and analyze data with code-free software on flat files.

Key Features:
- Essential drag-and-drop data preparation (Blend, Transform, Join, Aggregate, etc.)
- Create code-free data analytics workflows
- Share data analytics workflows

[Browse all 3 editions](https://www.g2.com/products/alteryx/pricing)

#### Free Trial

Yes

### Amazon SageMaker

#### Entry-Level Pricing

No pricing available

#### Free Trial

No information available

### Gemini Enterprise Agent Platform

#### Entry-Level Pricing

Plan: Try Vertex AI Free

Price: Pay As You Go Per Month

Description: New customers get $300 in free credits to spend on Vertex AI.

Key Features:
- A unified UI for the entire ML workflow
- Pre-trained APIs for vision, video, natural language, and more
- End-to-end integration for data and AI

[Learn more about Gemini Enterprise Agent Platform](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews)

#### Free Trial

No

---
## Features Comparison By Category

### Business Intelligence

| Product | Score | Reviews |
|---|---|---|
| **Alteryx** | 7.9/10 | 357 |
| **Amazon SageMaker** | N/A | N/A |
| **Gemini Enterprise Agent Platform** | N/A | N/A |

#### Reports

| Feature | Alteryx | Amazon SageMaker | Gemini Enterprise Agent Platform | 
|---|---|---|---|
| **Reports Interface** | 7.9 (230 reviews) ✓ Verified | Not enough data | Not enough data | 
| **Steps to Answer** | 8.5 (164 reviews) | Not enough data | Not enough data | 
| **Graphs and Charts** | 6.9 (186 reviews) ✓ Verified | Not enough data | Not enough data | 
| **Score Cards** | 7.8 (117 reviews) | Not enough data | Not enough data | 
| **Dashboards** | 7.1 (161 reviews) ✓ Verified | Not enough data | Not enough data | 

#### Self Service 

| Feature | Alteryx | Amazon SageMaker | Gemini Enterprise Agent Platform | 
|---|---|---|---|
| **Calculated Fields** | 8.9 (204 reviews) ✓ Verified | Not enough data | Not enough data | 
| **Data Column Filtering** | 9.1 (202 reviews) ✓ Verified | Not enough data | Not enough data | 
| **Data Discovery** | 9.0 (197 reviews) ✓ Verified | Not enough data | Not enough data | 
| **Search** | 8.3 (186 reviews) ✓ Verified | Not enough data | Not enough data | 
| **Collaboration / Workflow** | 8.6 (197 reviews) ✓ Verified | Not enough data | Not enough data | 
| **Automodeling** | 8.0 (151 reviews) ✓ Verified | Not enough data | Not enough data | 

#### Advanced Analytics

| Feature | Alteryx | Amazon SageMaker | Gemini Enterprise Agent Platform | 
|---|---|---|---|
| **Predictive Analytics** | 8.2 (170 reviews) ✓ Verified | Not enough data | Not enough data | 
| **Data Visualization** | 7.3 (184 reviews) ✓ Verified | Not enough data | Not enough data | 
| **Big Data Services** | 8.4 (188 reviews) ✓ Verified | Not enough data | Not enough data | 

#### Building Reports

| Feature | Alteryx | Amazon SageMaker | Gemini Enterprise Agent Platform | 
|---|---|---|---|
| **Data Transformation** | 9.2 (180 reviews) ✓ Verified | Not enough data | Not enough data | 
| **Data Modeling** | 8.8 (140 reviews) ✓ Verified | Not enough data | Not enough data | 
| **WYSIWYG Report Design** | 7.5 (109 reviews) ✓ Verified | Not enough data | Not enough data | 
| **Integration APIs** | 7.8 (116 reviews) ✓ Verified | Not enough data | Not enough data | 

#### Platform

| Feature | Alteryx | Amazon SageMaker | Gemini Enterprise Agent Platform | 
|---|---|---|---|
| **Mobile User Support** | Not enough data | Not enough data | Not enough data | 
| **Customization ** | Not enough data | Not enough data | Not enough data | 
| **User, Role, and Access Management** | Not enough data | Not enough data | Not enough data | 
| **Internationalization** | Not enough data | Not enough data | Not enough data | 
| **Sandbox / Test Environments** | Not enough data | Not enough data | Not enough data | 
| **Performance and Reliability** | Not enough data | Not enough data | Not enough data | 
| **Breadth of Partner Applications** | Not enough data | Not enough data | Not enough data | 

### Analytics Platforms

| Product | Score | Reviews |
|---|---|---|
| **Alteryx** | 8.3/10 | 381 |
| **Amazon SageMaker** | N/A | N/A |
| **Gemini Enterprise Agent Platform** | N/A | N/A |

#### Reports

| Feature | Alteryx | Amazon SageMaker | Gemini Enterprise Agent Platform | 
|---|---|---|---|
| **Reports Interface** | 7.9 (230 reviews) ✓ Verified | Not enough data | Not enough data | 
| **Steps to Answer** | 8.5 (164 reviews) | Not enough data | Not enough data | 
| **Graphs and Charts** | 6.9 (186 reviews) ✓ Verified | Not enough data | Not enough data | 
| **Score Cards** | 7.8 (117 reviews) | Not enough data | Not enough data | 
| **Dashboards** | 7.1 (161 reviews) ✓ Verified | Not enough data | Not enough data | 

#### Data Preparation

| Feature | Alteryx | Amazon SageMaker | Gemini Enterprise Agent Platform | 
|---|---|---|---|
| **Connectors** | 8.7 (127 reviews) ✓ Verified | Not enough data | Not enough data | 
| **Data Governance** | 8.6 (103 reviews) ✓ Verified | Not enough data | Not enough data | 

#### Data Modeling and Blending

| Feature | Alteryx | Amazon SageMaker | Gemini Enterprise Agent Platform | 
|---|---|---|---|
| **Data Querying** | 9.0 (118 reviews) ✓ Verified | Not enough data | Not enough data | 
| **Data Filtering** | 9.1 (117 reviews) ✓ Verified | Not enough data | Not enough data | 
| **Data Blending** | 9.3 (130 reviews) ✓ Verified | Not enough data | Not enough data | 

#### Generative AI

| Feature | Alteryx | Amazon SageMaker | Gemini Enterprise Agent Platform | 
|---|---|---|---|
| **AI Text Generation** | 7.5 (36 reviews) | Not enough data | Not enough data | 
| **AI Text Summarization** | 7.9 (37 reviews) | Not enough data | Not enough data | 

#### Agentic AI - Analytics Platforms

| Feature | Alteryx | Amazon SageMaker | Gemini Enterprise Agent Platform | 
|---|---|---|---|
| **Autonomous Task Execution** | 8.2 (14 reviews) | Not enough data | Not enough data | 
| **Multi-step Planning** | 8.2 (12 reviews) | Not enough data | Not enough data | 
| **Cross-system Integration** | 7.6 (17 reviews) | Not enough data | Not enough data | 
| **Adaptive Learning** | 8.1 (12 reviews) | Not enough data | Not enough data | 
| **Natural Language Interaction** | 8.1 (12 reviews) | Not enough data | Not enough data | 
| **Proactive Assistance** | 7.7 (13 reviews) | Not enough data | Not enough data | 
| **Decision Making** | 7.6 (12 reviews) | Not enough data | Not enough data | 

#### Self Service 

| Feature | Alteryx | Amazon SageMaker | Gemini Enterprise Agent Platform | 
|---|---|---|---|
| **Calculated Fields** | 8.9 (204 reviews) ✓ Verified | Not enough data | Not enough data | 
| **Data Column Filtering** | 9.1 (202 reviews) ✓ Verified | Not enough data | Not enough data | 
| **Data Discovery** | 9.0 (197 reviews) ✓ Verified | Not enough data | Not enough data | 
| **Search** | 8.3 (186 reviews) ✓ Verified | Not enough data | Not enough data | 
| **Collaboration / Workflow** | 8.6 (197 reviews) ✓ Verified | Not enough data | Not enough data | 
| **Automodeling** | 8.0 (151 reviews) ✓ Verified | Not enough data | Not enough data | 

#### Deployment & Integration - Analytics Platforms

| Feature | Alteryx | Amazon SageMaker | Gemini Enterprise Agent Platform | 
|---|---|---|---|
| **No-code Dashboard Builder** | 9.1 (30 reviews) | Not enough data | Not enough data | 
| **Report Scheduling and Automation** | 9.1 (30 reviews) | Not enough data | Not enough data | 
| **Embedded Analytics and White-labeling** | 8.3 (11 reviews) | Not enough data | Not enough data | 
| **Data Source Connectivity** | 8.2 (28 reviews) | Not enough data | Not enough data | 

#### Advanced Analytics

| Feature | Alteryx | Amazon SageMaker | Gemini Enterprise Agent Platform | 
|---|---|---|---|
| **Predictive Analytics** | 8.2 (170 reviews) ✓ Verified | Not enough data | Not enough data | 
| **Data Visualization** | 7.3 (184 reviews) ✓ Verified | Not enough data | Not enough data | 
| **Big Data Services** | 8.4 (188 reviews) ✓ Verified | Not enough data | Not enough data | 

#### Performance & Scalability - Analytics Platforms

| Feature | Alteryx | Amazon SageMaker | Gemini Enterprise Agent Platform | 
|---|---|---|---|
| **Large data handling and Query Speed** | 7.7 (45 reviews) | Not enough data | Not enough data | 
| **Concurrent User Support** | 8.5 (11 reviews) | Not enough data | Not enough data | 

#### Advanced Analytics & Modeling - Analytics Platforms

| Feature | Alteryx | Amazon SageMaker | Gemini Enterprise Agent Platform | 
|---|---|---|---|
| **Data Modeling and Governance** | 8.2 (11 reviews) | Not enough data | Not enough data | 
| **Notebook and Script Integration** | 7.7 (14 reviews) | Not enough data | Not enough data | 
| **Built-in Predictive and Statistical Models** | 8.1 (13 reviews) | Not enough data | Not enough data | 

#### Agentic AI Capabilities - Analytics Platforms

| Feature | Alteryx | Amazon SageMaker | Gemini Enterprise Agent Platform | 
|---|---|---|---|
| **Auto-generated Insights and Narratives** | 8.3 (11 reviews) | Not enough data | Not enough data | 
| **Natural Language Queries** | 7.6 (12 reviews) | Not enough data | Not enough data | 
| **Proactive KPI Monitoring and Alerts** | 8.5 (11 reviews) | Not enough data | Not enough data | 
| **AI Agents for Analytical Follow-ups** | 7.8 (10 reviews) | Not enough data | Not enough data | 

#### Personalized Intelligence - Analytics Platforms

| Feature | Alteryx | Amazon SageMaker | Gemini Enterprise Agent Platform | 
|---|---|---|---|
| **Behavioral Learning for Contextual Query Refinement** | 8.3 (10 reviews) | Not enough data | Not enough data | 
| **Role-based Insight Personalization** | 8.5 (10 reviews) | Not enough data | Not enough data | 
| **Conversational and Prompt-based Analytics** | 8.2 (12 reviews) | Not enough data | Not enough data | 

#### Building Reports

| Feature | Alteryx | Amazon SageMaker | Gemini Enterprise Agent Platform | 
|---|---|---|---|
| **Data Transformation** | 9.2 (180 reviews) ✓ Verified | Not enough data | Not enough data | 
| **Data Modeling** | 8.8 (140 reviews) ✓ Verified | Not enough data | Not enough data | 
| **WYSIWYG Report Design** | 7.5 (109 reviews) ✓ Verified | Not enough data | Not enough data | 
| **Integration APIs** | 7.8 (116 reviews) ✓ Verified | Not enough data | Not enough data | 

### Location Intelligence

| Product | Score | Reviews |
|---|---|---|
| **Alteryx** | 8.6/10 | 35 |
| **Amazon SageMaker** | N/A | N/A |
| **Gemini Enterprise Agent Platform** | N/A | N/A |

#### Cartography

| Feature | Alteryx | Amazon SageMaker | Gemini Enterprise Agent Platform | 
|---|---|---|---|
| **Map Design** | 8.1 (26 reviews) | Not enough data | Not enough data | 
| **Vector Mapping ** | 7.9 (22 reviews) | Not enough data | Not enough data | 
| **Data Visualization** | 7.6 (26 reviews) | Not enough data | Not enough data | 
| **Overlaying** | 7.8 (24 reviews) | Not enough data | Not enough data | 

#### Analysis

| Feature | Alteryx | Amazon SageMaker | Gemini Enterprise Agent Platform | 
|---|---|---|---|
| **Predictive Analysis** | 8.8 (24 reviews) | Not enough data | Not enough data | 
| **Distance Analysis ** | 9.3 (25 reviews) | Not enough data | Not enough data | 
| **Spatial Analysis** | 9.3 (26 reviews) | Not enough data | Not enough data | 
| **Data Stream** | 9.2 (25 reviews) | Not enough data | Not enough data | 

#### Reporting

| Feature | Alteryx | Amazon SageMaker | Gemini Enterprise Agent Platform | 
|---|---|---|---|
| **Data Transformation** | 9.3 (26 reviews) | Not enough data | Not enough data | 
| **WYSIWYG Design** | 8.2 (19 reviews) | Not enough data | Not enough data | 
| **API Integrations** | 9.1 (23 reviews) | Not enough data | Not enough data | 

### Data Preparation

| Product | Score | Reviews |
|---|---|---|
| **Alteryx** | 8.6/10 | 240 |
| **Amazon SageMaker** | N/A | N/A |
| **Gemini Enterprise Agent Platform** | N/A | N/A |

#### Data Source Access

| Feature | Alteryx | Amazon SageMaker | Gemini Enterprise Agent Platform | 
|---|---|---|---|
| **Breadth of Data Sources** | 8.9 (164 reviews) | Not enough data | Not enough data | 
| **Ease of Data Connectivity** | 8.7 (178 reviews) | Not enough data | Not enough data | 
| **API Connectivity** | 8.1 (133 reviews) | Not enough data | Not enough data | 

#### Data Interaction

| Feature | Alteryx | Amazon SageMaker | Gemini Enterprise Agent Platform | 
|---|---|---|---|
| **Profiling and Classification** | 8.5 (136 reviews) | Not enough data | Not enough data | 
| **Metadata Management** | 8.4 (133 reviews) | Not enough data | Not enough data | 
| **Data Modeling** | 8.7 (150 reviews) | Not enough data | Not enough data | 
| **Data Joining** | 9.1 (169 reviews) | Not enough data | Not enough data | 
| **Data Blending** | 9.3 (172 reviews) | Not enough data | Not enough data | 
| **Data Quality and Cleansing** | 9.2 (177 reviews) | Not enough data | Not enough data | 
| **Data Sharing** | 8.7 (153 reviews) | Not enough data | Not enough data | 
| **Data Governance** | 8.5 (137 reviews) | Not enough data | Not enough data | 

#### Data Exporting

| Feature | Alteryx | Amazon SageMaker | Gemini Enterprise Agent Platform | 
|---|---|---|---|
| **Breadth of Integrations** | 8.9 (158 reviews) | Not enough data | Not enough data | 
| **Ease of Integrations** | 8.8 (163 reviews) | Not enough data | Not enough data | 
| **Data Workflows** | 9.2 (193 reviews) | Not enough data | Not enough data | 

#### Generative AI

| Feature | Alteryx | Amazon SageMaker | Gemini Enterprise Agent Platform | 
|---|---|---|---|
| **AI Text Generation** | 6.6 (29 reviews) | Not enough data | Not enough data | 

### ETL Tools

| Product | Score | Reviews |
|---|---|---|
| **Alteryx** | 9.8/10 | 25 |
| **Amazon SageMaker** | N/A | N/A |
| **Gemini Enterprise Agent Platform** | N/A | N/A |

#### Management

| Feature | Alteryx | Amazon SageMaker | Gemini Enterprise Agent Platform | 
|---|---|---|---|
| **Reporting** | Not enough data | Not enough data | Not enough data | 
| **Auditing** | Not enough data | Not enough data | Not enough data | 

#### Functionality

| Feature | Alteryx | Amazon SageMaker | Gemini Enterprise Agent Platform | 
|---|---|---|---|
| **Extraction** | Not enough data | Not enough data | Not enough data | 
| **Transformation** | 10.0 (11 reviews) | Not enough data | Not enough data | 
| **Loading** | Not enough data | Not enough data | Not enough data | 
| **Automation** | 9.6 (13 reviews) | Not enough data | Not enough data | 
| **Scalability** | Not enough data | Not enough data | Not enough data | 

### MLOps Platforms

| Product | Score | Reviews |
|---|---|---|
| **Alteryx** | N/A | N/A |
| **Amazon SageMaker** | N/A | N/A |
| **Gemini Enterprise Agent Platform** | 8.4/10 | 87 |

#### Deployment

| Feature | Alteryx | Amazon SageMaker | Gemini Enterprise Agent Platform | 
|---|---|---|---|
| **Language Flexibility** | Not enough data | Not enough data | 8.4 (76 reviews) | 
| **Framework Flexibility** | Not enough data | Not enough data | 8.1 (78 reviews) | 
| **Versioning** | Not enough data | Not enough data | 8.3 (76 reviews) | 
| **Ease of Deployment** | Not enough data | Not enough data | 8.4 (76 reviews) | 
| **Scalability** | Not enough data | Not enough data | 8.8 (75 reviews) | 

#### Deployment

| Feature | Alteryx | Amazon SageMaker | Gemini Enterprise Agent Platform | 
|---|---|---|---|
| **Language Flexibility** | Not enough data | Not enough data | 8.5 (75 reviews) | 
| **Framework Flexibility** | Not enough data | Not enough data | 8.3 (73 reviews) | 
| **Versioning** | Not enough data | Not enough data | 8.4 (72 reviews) | 
| **Ease of Deployment** | Not enough data | Not enough data | 8.6 (74 reviews) | 
| **Scalability** | Not enough data | Not enough data | 8.7 (71 reviews) | 

#### Management

| Feature | Alteryx | Amazon SageMaker | Gemini Enterprise Agent Platform | 
|---|---|---|---|
| **Cataloging** | Not enough data | Not enough data | 8.2 (71 reviews) | 
| **Monitoring** | Not enough data | Not enough data | 8.5 (73 reviews) | 
| **Governing** | Not enough data | Not enough data | 8.0 (71 reviews) | 
| **Model Registry** | Not enough data | Not enough data | 8.1 (70 reviews) | 

#### Operations

| Feature | Alteryx | Amazon SageMaker | Gemini Enterprise Agent Platform | 
|---|---|---|---|
| **Metrics** | Not enough data | Not enough data | 8.2 (70 reviews) | 
| **Infrastructure management** | Not enough data | Not enough data | 8.5 (71 reviews) | 
| **Collaboration** | Not enough data | Not enough data | 8.3 (71 reviews) | 

#### Management

| Feature | Alteryx | Amazon SageMaker | Gemini Enterprise Agent Platform | 
|---|---|---|---|
| **Cataloging** | Not enough data | Not enough data | 8.1 (69 reviews) | 
| **Monitoring** | Not enough data | Not enough data | 8.4 (72 reviews) | 
| **Governing** | Not enough data | Not enough data | 8.3 (70 reviews) | 

#### Generative AI

| Feature | Alteryx | Amazon SageMaker | Gemini Enterprise Agent Platform | 
|---|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | 8.4 (37 reviews) | 
| **AI Text Summarization** | Not enough data | Not enough data | 8.6 (37 reviews) | 

### Data Science and Machine Learning Platforms

| Product | Score | Reviews |
|---|---|---|
| **Alteryx** | 7.9/10 | 66 |
| **Amazon SageMaker** | 8.8/10 | 44 |
| **Gemini Enterprise Agent Platform** | 8.2/10 | 253 |

#### System

| Feature | Alteryx | Amazon SageMaker | Gemini Enterprise Agent Platform | 
|---|---|---|---|
| **Data Ingestion & Wrangling** | 9.1 (52 reviews) | 8.5 (22 reviews) | 8.2 (170 reviews) | 

#### Model Development

| Feature | Alteryx | Amazon SageMaker | Gemini Enterprise Agent Platform | 
|---|---|---|---|
| **Language Support** | 7.9 (42 reviews) | 8.8 (30 reviews) | 8.5 (207 reviews) | 
| **Drag and Drop** | 8.9 (53 reviews) | 8.2 (28 reviews) | 7.9 (180 reviews) | 
| **Pre-Built Algorithms** | 8.0 (47 reviews) | 8.3 (33 reviews) | 8.5 (205 reviews) | 
| **Model Training** | 8.1 (45 reviews) | 8.9 (34 reviews) | 8.5 (207 reviews) | 

#### Model Development

| Feature | Alteryx | Amazon SageMaker | Gemini Enterprise Agent Platform | 
|---|---|---|---|
| **Feature Engineering** | 8.4 (49 reviews) | 8.4 (19 reviews) | 8.2 (164 reviews) | 

#### Machine/Deep Learning Services

| Feature | Alteryx | Amazon SageMaker | Gemini Enterprise Agent Platform | 
|---|---|---|---|
| **Computer Vision** | 7.9 (36 reviews) | 8.9 (26 reviews) | 8.3 (202 reviews) | 
| **Natural Language Processing** | 7.9 (34 reviews) | 9.1 (28 reviews) | 8.5 (201 reviews) | 
| **Natural Language Generation** | 8.0 (32 reviews) | 8.9 (25 reviews) | 8.2 (198 reviews) | 
| **Artificial Neural Networks** | 7.9 (32 reviews) | 9.0 (28 reviews) | 8.3 (179 reviews) | 

#### Machine/Deep Learning Services

| Feature | Alteryx | Amazon SageMaker | Gemini Enterprise Agent Platform | 
|---|---|---|---|
| **Natural Language Understanding** | 7.9 (34 reviews) | 9.2 (17 reviews) | 8.5 (164 reviews) | 
| **Deep Learning** | 7.8 (31 reviews) | 9.2 (18 reviews) | 8.5 (163 reviews) | 

#### Deployment

| Feature | Alteryx | Amazon SageMaker | Gemini Enterprise Agent Platform | 
|---|---|---|---|
| **Managed Service** | Feature Not Available | 8.8 (37 reviews) | 8.3 (211 reviews) | 
| **Application** | 8.4 (43 reviews) | 8.7 (35 reviews) | 8.3 (201 reviews) | 
| **Scalability** | 8.5 (45 reviews) | 9.0 (35 reviews) | 8.6 (206 reviews) | 

#### Generative AI

| Feature | Alteryx | Amazon SageMaker | Gemini Enterprise Agent Platform | 
|---|---|---|---|
| **AI Text Generation** | 6.8 (10 reviews) | 8.6 (6 reviews) | 8.3 (107 reviews) | 
| **AI Text Summarization** | 6.3 (9 reviews) | 9.2 (6 reviews) | 8.3 (103 reviews) | 
| **AI Text-to-Image** | 7.2 (10 reviews) | 8.3 (5 reviews) | 8.2 (103 reviews) | 

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

| Feature | Alteryx | Amazon SageMaker | Gemini Enterprise Agent Platform | 
|---|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | 8.2 (37 reviews) | 
| **Multi-step Planning** | Not enough data | Not enough data | 7.9 (35 reviews) | 
| **Cross-system Integration** | Not enough data | 9.2 (6 reviews) | 7.7 (37 reviews) | 
| **Adaptive Learning** | Not enough data | Not enough data | 7.8 (32 reviews) | 
| **Natural Language Interaction** | Not enough data | Not enough data | 8.4 (35 reviews) | 
| **Proactive Assistance** | Not enough data | Not enough data | 7.4 (33 reviews) | 
| **Decision Making** | Not enough data | Not enough data | 7.6 (34 reviews) | 

### Natural Language Generation (NLG)

| Product | Score | Reviews |
|---|---|---|
| **Alteryx** | N/A | N/A |
| **Amazon SageMaker** | N/A | N/A |
| **Gemini Enterprise Agent Platform** | N/A | N/A |

#### Data Ingestion

| Feature | Alteryx | Amazon SageMaker | Gemini Enterprise Agent Platform | 
|---|---|---|---|
| **Big Data Processing** | Not enough data | Not enough data | Not enough data | 
| **Unstructed Data Processing** | Not enough data | Not enough data | Not enough data | 
| **Processing of Various File Types** | Not enough data | Not enough data | Not enough data | 

#### Presentation

| Feature | Alteryx | Amazon SageMaker | Gemini Enterprise Agent Platform | 
|---|---|---|---|
| **Report Creation** | Not enough data | Not enough data | Not enough data | 
| **Charts and Graphs** | Not enough data | Not enough data | Not enough data | 
| **Tailored Content** | Not enough data | Not enough data | Not enough data | 

#### System

| Feature | Alteryx | Amazon SageMaker | Gemini Enterprise Agent Platform | 
|---|---|---|---|
| **Programming 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 | 
| **Customizable Models** | Not enough data | Not enough data | Not enough data | 

#### Generative AI

| Feature | Alteryx | Amazon SageMaker | Gemini Enterprise Agent Platform | 
|---|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | Not enough data | 

### Generative AI Infrastructure

| Product | Score | Reviews |
|---|---|---|
| **Alteryx** | N/A | N/A |
| **Amazon SageMaker** | N/A | N/A |
| **Gemini Enterprise Agent Platform** | 8.4/10 | 36 |

#### Scalability and Performance - Generative AI Infrastructure

| Feature | Alteryx | Amazon SageMaker | Gemini Enterprise Agent Platform | 
|---|---|---|---|
| **AI High Availability** | Not enough data | Not enough data | 9.0 (31 reviews) | 
| **AI Model Training Scalability** | Not enough data | Not enough data | 8.7 (32 reviews) | 
| **AI Inference Speed** | Not enough data | Not enough data | 8.6 (31 reviews) | 

#### Cost and Efficiency - Generative AI Infrastructure

| Feature | Alteryx | Amazon SageMaker | Gemini Enterprise Agent Platform | 
|---|---|---|---|
| **AI Cost per API Call** | Not enough data | Not enough data | 8.0 (34 reviews) | 
| **AI Resource Allocation Flexibility** | Not enough data | Not enough data | 7.7 (31 reviews) | 
| **AI Energy Efficiency** | Not enough data | Not enough data | 8.1 (30 reviews) | 

#### Integration and Extensibility - Generative AI Infrastructure

| Feature | Alteryx | Amazon SageMaker | Gemini Enterprise Agent Platform | 
|---|---|---|---|
| **AI Multi-cloud Support** | Not enough data | Not enough data | 8.5 (30 reviews) | 
| **AI Data Pipeline Integration** | Not enough data | Not enough data | 8.3 (32 reviews) | 
| **AI API Support and Flexibility** | Not enough data | Not enough data | 8.5 (31 reviews) | 

#### Security and Compliance - Generative AI Infrastructure

| Feature | Alteryx | Amazon SageMaker | Gemini Enterprise Agent Platform | 
|---|---|---|---|
| **AI GDPR and Regulatory Compliance** | Not enough data | Not enough data | 8.7 (30 reviews) | 
| **AI Role-based Access Control** | Not enough data | Not enough data | 8.3 (32 reviews) | 
| **AI Data Encryption** | Not enough data | Not enough data | 8.9 (30 reviews) | 

#### Usability and Support - Generative AI Infrastructure

| Feature | Alteryx | Amazon SageMaker | Gemini Enterprise Agent Platform | 
|---|---|---|---|
| **AI Documentation Quality** | Not enough data | Not enough data | 8.2 (31 reviews) | 
| **AI Community Activity** | Not enough data | Not enough data | 8.5 (31 reviews) | 

### Machine Learning

| Product | Score | Reviews |
|---|---|---|
| **Alteryx** | N/A | N/A |
| **Amazon SageMaker** | N/A | N/A |
| **Gemini Enterprise Agent Platform** | 8.5/10 | 71 |

#### Integration - Machine Learning

| Feature | Alteryx | Amazon SageMaker | Gemini Enterprise Agent Platform | 
|---|---|---|---|
| **Integration** | Not enough data | Not enough data | 8.5 (66 reviews) | 

#### Learning - Machine Learning

| Feature | Alteryx | Amazon SageMaker | Gemini Enterprise Agent Platform | 
|---|---|---|---|
| **Training Data** | Not enough data | Not enough data | 8.5 (64 reviews) | 
| **Actionable Insights** | Not enough data | Not enough data | 8.3 (63 reviews) | 
| **Algorithm** | Not enough data | Not enough data | 8.8 (64 reviews) | 

### Large Language Model Operationalization (LLMOps)

| Product | Score | Reviews |
|---|---|---|
| **Alteryx** | N/A | N/A |
| **Amazon SageMaker** | N/A | N/A |
| **Gemini Enterprise Agent Platform** | 9.0/10 | 26 |

#### Prompt Engineering - Large Language Model Operationalization (LLMOps) 

| Feature | Alteryx | Amazon SageMaker | Gemini Enterprise Agent Platform | 
|---|---|---|---|
| **Prompt Optimization Tools** | Not enough data | Not enough data | 8.8 (24 reviews) | 
| **Template Library** | Not enough data | Not enough data | 9.0 (24 reviews) | 

#### Inference Optimization - Large Language Model Operationalization (LLMOps)

| Feature | Alteryx | Amazon SageMaker | Gemini Enterprise Agent Platform | 
|---|---|---|---|
| **Batch Processing Support** | Not enough data | Not enough data | 8.8 (22 reviews) | 

#### Model Garden - Large Language Model Operationalization (LLMOps)

| Feature | Alteryx | Amazon SageMaker | Gemini Enterprise Agent Platform | 
|---|---|---|---|
| **Model Comparison Dashboard** | Not enough data | Not enough data | 9.3 (25 reviews) | 

#### Custom Training - Large Language Model Operationalization (LLMOps)

| Feature | Alteryx | Amazon SageMaker | Gemini Enterprise Agent Platform | 
|---|---|---|---|
| **Fine-Tuning Interface** | Not enough data | Not enough data | 9.1 (24 reviews) | 

#### Application Development - Large Language Model Operationalization (LLMOps) 

| Feature | Alteryx | Amazon SageMaker | Gemini Enterprise Agent Platform | 
|---|---|---|---|
| **SDK & API Integrations** | Not enough data | Not enough data | 9.2 (23 reviews) | 

#### Model Deployment - Large Language Model Operationalization (LLMOps) 

| Feature | Alteryx | Amazon SageMaker | Gemini Enterprise Agent Platform | 
|---|---|---|---|
| **One-Click Deployment** | Not enough data | Not enough data | 9.0 (23 reviews) | 
| **Scalability Management** | Not enough data | Not enough data | 8.7 (22 reviews) | 

#### Guardrails - Large Language Model Operationalization (LLMOps)

| Feature | Alteryx | Amazon SageMaker | Gemini Enterprise Agent Platform | 
|---|---|---|---|
| **Content Moderation Rules** | Not enough data | Not enough data | 8.7 (23 reviews) | 
| **Policy Compliance Checker** | Not enough data | Not enough data | 8.9 (22 reviews) | 

#### Model Monitoring - Large Language Model Operationalization (LLMOps)

| Feature | Alteryx | Amazon SageMaker | Gemini Enterprise Agent Platform | 
|---|---|---|---|
| **Drift Detection Alerts** | Not enough data | Not enough data | 8.7 (21 reviews) | 
| **Real-Time Performance Metrics** | Not enough data | Not enough data | 9.1 (22 reviews) | 

#### Security - Large Language Model Operationalization (LLMOps)

| Feature | Alteryx | Amazon SageMaker | Gemini Enterprise Agent Platform | 
|---|---|---|---|
| **Data Encryption Tools** | Not enough data | Not enough data | 9.1 (22 reviews) | 
| **Access Control Management** | Not enough data | Not enough data | 9.0 (23 reviews) | 

#### Gateways & Routers - Large Language Model Operationalization (LLMOps)

| Feature | Alteryx | Amazon SageMaker | Gemini Enterprise Agent Platform | 
|---|---|---|---|
| **Request Routing Optimization** | Not enough data | Not enough data | 8.9 (22 reviews) | 

### AI Agent Builders

| Product | Score | Reviews |
|---|---|---|
| **Alteryx** | N/A | N/A |
| **Amazon SageMaker** | N/A | N/A |
| **Gemini Enterprise Agent Platform** | 8.0/10 | 30 |

#### Customization - AI Agent Builders

| Feature | Alteryx | Amazon SageMaker | Gemini Enterprise Agent Platform | 
|---|---|---|---|
| **Natural Language Configuration** | Not enough data | Not enough data | 8.6 (28 reviews) | 
| **Tone Customization** | Not enough data | Not enough data | 7.6 (27 reviews) | 
| **Security Guardrails** | Not enough data | Not enough data | 8.3 (26 reviews) | 

#### Functionality - AI Agent Builders

| Feature | Alteryx | Amazon SageMaker | Gemini Enterprise Agent Platform | 
|---|---|---|---|
| **Omni-channel Support** | Not enough data | Not enough data | 8.1 (27 reviews) | 
| **Agent Branding** | Not enough data | Not enough data | 7.3 (27 reviews) | 
| **Proactive Response Capabilities** | Not enough data | Not enough data | 8.2 (26 reviews) | 
| **Seamless Human Escalation** | Not enough data | Not enough data | 7.2 (27 reviews) | 

#### Data and Analytics - AI Agent Builders

| Feature | Alteryx | Amazon SageMaker | Gemini Enterprise Agent Platform | 
|---|---|---|---|
| **Analytics & Reporting** | Not enough data | Not enough data | 7.8 (26 reviews) | 
| **Contextual Awareness** | Not enough data | Not enough data | 7.9 (27 reviews) | 
| **Data Privacy Compliance** | Not enough data | Not enough data | 8.1 (28 reviews) | 

#### Integration - AI Agent Builders

| Feature | Alteryx | Amazon SageMaker | Gemini Enterprise Agent Platform | 
|---|---|---|---|
| **Workflow Automation** | Not enough data | Not enough data | 8.8 (28 reviews) | 
| **API Usage** | Not enough data | Not enough data | 8.2 (30 reviews) | 
| **Platform Interoperability** | Not enough data | Not enough data | 8.1 (28 reviews) | 
| **CRM Data Integration** | Not enough data | Not enough data | 7.5 (27 reviews) | 

### Low-Code Machine Learning Platforms

| Product | Score | Reviews |
|---|---|---|
| **Alteryx** | N/A | N/A |
| **Amazon SageMaker** | N/A | N/A |
| **Gemini Enterprise Agent Platform** | N/A | N/A |

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

| Feature | Alteryx | Amazon SageMaker | Gemini Enterprise Agent Platform | 
|---|---|---|---|
| **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 | Alteryx | Amazon SageMaker | Gemini Enterprise Agent Platform | 
|---|---|---|---|
| **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 | 

### Agentic Analytics

| Product | Score | Reviews |
|---|---|---|
| **Alteryx** | N/A | N/A |
| **Amazon SageMaker** | N/A | N/A |
| **Gemini Enterprise Agent Platform** | N/A | N/A |

#### Data Connectivity and Prep - Agentic Analytics

| Feature | Alteryx | Amazon SageMaker | Gemini Enterprise Agent Platform | 
|---|---|---|---|
| **Data Source Connectivity** | Not enough data | Not enough data | Not enough data | 
| **Automated Data Preparation** | Not enough data | Not enough data | Not enough data | 

#### Autonomous Insight Generation - Agentic Analytics

| Feature | Alteryx | Amazon SageMaker | Gemini Enterprise Agent Platform | 
|---|---|---|---|
| **Continuous Pattern Detection** | Not enough data | Not enough data | Not enough data | 
| **Multi‑Step Reasoning** | Not enough data | Not enough data | Not enough data | 
| **Predictive & Prescriptive Analytics** | Not enough data | Not enough data | Not enough data | 

#### Interaction and Workflow - Agentic Analytics

| Feature | Alteryx | Amazon SageMaker | Gemini Enterprise Agent Platform | 
|---|---|---|---|
| **Natural Language Query and Conversational Analytics** | Not enough data | Not enough data | Not enough data | 
| **Action Triggering & Workflow Orchestration** | Not enough data | Not enough data | Not enough data | 
| **Explainability & Audit Trails** | Not enough data | Not enough data | Not enough data | 

#### AI Agent Management - Agentic Analytics

| Feature | Alteryx | Amazon SageMaker | Gemini Enterprise Agent Platform | 
|---|---|---|---|
| **Agent Configuration & Goals** | Not enough data | Not enough data | Not enough data | 
| **Continuous Learning & Feedback** | Not enough data | Not enough data | Not enough data | 

### Predictive Analytics

| Product | Score | Reviews |
|---|---|---|
| **Alteryx** | 8.3/10 | 87 |
| **Amazon SageMaker** | N/A | N/A |
| **Gemini Enterprise Agent Platform** | N/A | N/A |

#### Statistical Tool

| Feature | Alteryx | Amazon SageMaker | Gemini Enterprise Agent Platform | 
|---|---|---|---|
| **Scripting** | 8.5 (60 reviews) | Not enough data | Not enough data | 
| **Data Mining** | 8.6 (60 reviews) | Not enough data | Not enough data | 
| **Algorithms** | 8.3 (60 reviews) | Not enough data | Not enough data | 

#### Data Analysis

| Feature | Alteryx | Amazon SageMaker | Gemini Enterprise Agent Platform | 
|---|---|---|---|
| **Analysis** | 9.1 (67 reviews) | Not enough data | Not enough data | 
| **Data Interaction** | 9.1 (65 reviews) | Not enough data | Not enough data | 

#### Decision Making

| Feature | Alteryx | Amazon SageMaker | Gemini Enterprise Agent Platform | 
|---|---|---|---|
| **Modeling** | 8.6 (63 reviews) | Not enough data | Not enough data | 
| **Data Visualizations** | 7.4 (66 reviews) | Not enough data | Not enough data | 
| **Report Generation** | 8.3 (69 reviews) | Not enough data | Not enough data | 
| **Data Unification** | 9.1 (64 reviews) | Not enough data | Not enough data | 

#### Generative AI

| Feature | Alteryx | Amazon SageMaker | Gemini Enterprise Agent Platform | 
|---|---|---|---|
| **AI Text Generation** | 7.0 (14 reviews) | Not enough data | Not enough data | 
| **AI Text Summarization** | 7.2 (15 reviews) | Not enough data | Not enough data | 

### Big Data Analytics

| Product | Score | Reviews |
|---|---|---|
| **Alteryx** | 8.5/10 | 105 |
| **Amazon SageMaker** | N/A | N/A |
| **Gemini Enterprise Agent Platform** | N/A | N/A |

#### Data Transformation

| Feature | Alteryx | Amazon SageMaker | Gemini Enterprise Agent Platform | 
|---|---|---|---|
| **Real-Time Analytics** | 8.4 (67 reviews) ✓ Verified | Not enough data | Not enough data | 
| **Data Querying** | 8.8 (76 reviews) ✓ Verified | Not enough data | Not enough data | 

#### Connectivity

| Feature | Alteryx | Amazon SageMaker | Gemini Enterprise Agent Platform | 
|---|---|---|---|
| **Hadoop Integration** | 8.4 (49 reviews) ✓ Verified | Not enough data | Not enough data | 
| **Spark Integration** | 8.3 (45 reviews) ✓ Verified | Not enough data | Not enough data | 
| **Multi-Source Analysis** | 9.0 (71 reviews) ✓ Verified | Not enough data | Not enough data | 
| **Data Lake** | Feature Not Available | Not enough data | Not enough data | 

#### Operations

| Feature | Alteryx | Amazon SageMaker | Gemini Enterprise Agent Platform | 
|---|---|---|---|
| **Data Visualization** | 7.7 (74 reviews) ✓ Verified | Not enough data | Not enough data | 
| **Data Workflow** | 9.2 (86 reviews) ✓ Verified | Not enough data | Not enough data | 
| **Governed Discovery** | 8.4 (60 reviews) ✓ Verified | Not enough data | Not enough data | 
| **Embedded Analytics** | 8.7 (62 reviews) ✓ Verified | Not enough data | Not enough data | 
| **Notebooks** | 8.1 (56 reviews) ✓ Verified | Not enough data | Not enough data | 

### Big Data

| Product | Score | Reviews |
|---|---|---|
| **Alteryx** | 8.3/10 | 209 |
| **Amazon SageMaker** | N/A | N/A |
| **Gemini Enterprise Agent Platform** | N/A | N/A |

#### Building Reports

| Feature | Alteryx | Amazon SageMaker | Gemini Enterprise Agent Platform | 
|---|---|---|---|
| **Data Transformation** | 9.2 (180 reviews) ✓ Verified | Not enough data | Not enough data | 
| **Data Modeling** | 8.8 (140 reviews) ✓ Verified | Not enough data | Not enough data | 
| **WYSIWYG Report Design** | 7.5 (109 reviews) ✓ Verified | Not enough data | Not enough data | 
| **Integration APIs** | 7.8 (116 reviews) ✓ Verified | Not enough data | Not enough data | 

#### Platform

| Feature | Alteryx | Amazon SageMaker | Gemini Enterprise Agent Platform | 
|---|---|---|---|
| **Mobile User Support** | Not enough data | Not enough data | Not enough data | 
| **Customization ** | Not enough data | Not enough data | Not enough data | 
| **User, Role, and Access Management** | Not enough data | Not enough data | Not enough data | 
| **Internationalization** | Not enough data | Not enough data | Not enough data | 
| **Sandbox / Test Environments** | Not enough data | Not enough data | Not enough data | 
| **Performance and Reliability** | Not enough data | Not enough data | Not enough data | 
| **Breadth of Partner Applications** | Not enough data | Not enough data | Not enough data | 

---
## Categories
**Shared Categories (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 Alteryx (11):** [Emerging AI Software](https://www.g2.com/categories/emerging-ai-software), [Data Preparation Software](https://www.g2.com/categories/data-preparation), [Location Intelligence Software](https://www.g2.com/categories/location-intelligence), [Big Data Integration Platforms](https://www.g2.com/categories/big-data-integration-platforms), [ETL Tools](https://www.g2.com/categories/etl-tools), [Natural Language Generation (NLG) Software](https://www.g2.com/categories/natural-language-generation-nlg), [Big Data Analytics Software](https://www.g2.com/categories/big-data-analytics), [Machine Learning Software](https://www.g2.com/categories/machine-learning), [Analytics Platforms](https://www.g2.com/categories/analytics-platforms), [Predictive Analytics Software](https://www.g2.com/categories/predictive-analytics), [Agentic Analytics Software](https://www.g2.com/categories/agentic-analytics)

**Unique to Amazon SageMaker (2):** [MLOps Platforms](https://www.g2.com/categories/mlops-platforms), [Generative AI Infrastructure Software](https://www.g2.com/categories/generative-ai-infrastructure)

**Unique to Gemini Enterprise Agent Platform (5):** [Large Language Model Operationalization (LLMOps) Software](https://www.g2.com/categories/large-language-model-operationalization-llmops), [Generative AI Infrastructure Software](https://www.g2.com/categories/generative-ai-infrastructure), [MLOps Platforms](https://www.g2.com/categories/mlops-platforms), [Machine Learning Software](https://www.g2.com/categories/machine-learning), [ AI Agent Builders Software](https://www.g2.com/categories/ai-agent-builders)


---
## Reviewer Demographics

### By Company Size

| Segment | Alteryx | Amazon SageMaker | Gemini Enterprise Agent Platform | 
|---|---|---|---|
| **Small-Business** | 14.1% | 30.6% | 42.4% | 
| **Mid-Market** | 20.8% | 34.7% | 25.8% | 
| **Enterprise** | 65.1% | 34.7% | 31.8% | 

### By Industry

#### Alteryx

- **Financial Services:** 12.4%
- **Accounting:** 10.5%
- **Information Technology and Services:** 6.8%
- **Banking:** 5.8%
- **Insurance:** 4.5%
- **Hospital & Health Care:** 3.6%
- **Computer Software:** 3.4%
- **Marketing and Advertising:** 3.3%
- **Management Consulting:** 3.3%
- **Retail:** 2.9%
- **Other:** 43.6%

#### 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%

#### Gemini Enterprise Agent Platform

- **Computer Software:** 17.9%
- **Information Technology and Services:** 14.3%
- **Financial Services:** 6.8%
- **Retail:** 3.6%
- **Hospital & Health Care:** 3.4%
- **Consulting:** 3.1%
- **Computer & Network Security:** 3.1%
- **Automotive:** 2.8%
- **Telecommunications:** 2.8%
- **Marketing and Advertising:** 2.4%
- **Other:** 39.9%

---
## Alternatives

### Alternatives to Alteryx

- [Tableau](https://www.g2.com/products/tableau/reviews) — 4.4/5 stars (3653 reviews)
- [Domo](https://www.g2.com/products/domo/reviews) — 4.3/5 stars (1005 reviews)
- [Dataiku](https://www.g2.com/products/dataiku/reviews) — 4.4/5 stars (198 reviews)
- [Qlik Sense](https://www.g2.com/products/qlik-sense/reviews) — 4.4/5 stars (928 reviews)
- [Altair AI Studio](https://www.g2.com/products/rapidminer-studio/reviews) — 4.6/5 stars (516 reviews)
- [Spotfire Analytics](https://www.g2.com/products/spotfire-analytics/reviews) — 4.2/5 stars (362 reviews)
- [Databricks](https://www.g2.com/products/databricks/reviews) — 4.6/5 stars (782 reviews)
- [Snowflake](https://www.g2.com/products/snowflake/reviews) — 4.6/5 stars (754 reviews)
- [GoodData.AI](https://www.g2.com/products/gooddata-ai/reviews) — 4.2/5 stars (600 reviews)
- [SAP HANA Cloud](https://www.g2.com/products/sap-hana-cloud-2025-10-01/reviews) — 4.3/5 stars (621 reviews)

### Alternatives to Amazon SageMaker

- [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)
- [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 (782 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)
- [Google Cloud AutoML](https://www.g2.com/products/google-cloud-automl/reviews) — 4.1/5 stars (22 reviews)
- [Posit](https://www.g2.com/products/posit-posit/reviews) — 4.5/5 stars (570 reviews)
- [Anaconda Platform](https://www.g2.com/products/anaconda-platform/reviews) — 4.5/5 stars (241 reviews)

### Alternatives to Gemini Enterprise Agent Platform

- [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)
- [Databricks](https://www.g2.com/products/databricks/reviews) — 4.6/5 stars (782 reviews)
- [Altair AI Studio](https://www.g2.com/products/rapidminer-studio/reviews) — 4.6/5 stars (516 reviews)
- [MATLAB](https://www.g2.com/products/matlab/reviews) — 4.5/5 stars (770 reviews)
- [IBM Watson Studio](https://www.g2.com/products/ibm-watson-studio/reviews) — 4.2/5 stars (167 reviews)
- [AWS Bedrock](https://www.g2.com/products/aws-bedrock/reviews) — 4.3/5 stars (67 reviews)
- [SAP HANA Cloud](https://www.g2.com/products/sap-hana-cloud-2025-10-01/reviews) — 4.3/5 stars (621 reviews)
- [Botpress](https://www.g2.com/products/botpress/reviews) — 4.5/5 stars (492 reviews)
- [SAS Viya](https://www.g2.com/products/sas-sas-viya/reviews) — 4.3/5 stars (798 reviews)

---
## Top Discussions

### Alteryx

- Title: [What's the one thing that Alteryx brings to the play which other platforms lack?](https://www.g2.com/discussions/26984-what-s-the-one-thing-that-alteryx-brings-to-the-play-which-other-platforms-lack) — 3 comments
  > **Top comment:** "A very vibrant and helpful community."
- Title: [Is there a free trial of Alteryx One to test its core capabilities before committing?](https://www.g2.com/discussions/is-there-a-free-trial-of-alteryx-one-to-test-its-core-capabilities-before-committing) — 1 comment, 1 upvote
  > **Top comment:** "<p>What’s the best way to validate Alteryx’s value during an evaluation period before rollout?</p>"
- Title: [Does Alteryx One meet major enterprise security, governance, and data-privacy standards such as GDPR, SOC 2, or HIPAA, depending on deployment?](https://www.g2.com/discussions/does-alteryx-one-meet-major-enterprise-security-governance-and-data-privacy-standards-such-as-gdpr-soc-2-or-hipaa-depending-on-deployment) — 1 comment, 1 upvote
  > **Top comment:** "<p>How much control do admins have over user access, data permissions, and governance in Alteryx One?</p>"
- Title: [How regularly does Alteryx deliver new features and platform updates that support enterprise-scale analytics?](https://www.g2.com/discussions/how-regularly-does-alteryx-deliver-new-features-and-platform-updates-that-support-enterprise-scale-analytics) — 1 comment, 1 upvote
  > **Top comment:** "Comment deleted by user."
- Title: [How well does Alteryx support global teams that need collaborative workflows, shared assets, and consistent access across regions?](https://www.g2.com/discussions/how-well-does-alteryx-support-global-teams-that-need-collaborative-workflows-shared-assets-and-consistent-access-across-regions) — 1 comment, 1 upvote
  > **Top comment:** "Comment deleted by user."

### 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..."

### Gemini Enterprise Agent Platform

- Title: [What is Google Cloud AI Platform used for?](https://www.g2.com/discussions/what-is-google-cloud-ai-platform-used-for) — 3 comments, 4 upvotes
  > **Top comment:** "Google cloud AI Platform enables us to build Machine learning models, that works on any type and any size of data. "
- Title: [What software libraries does cloud ML engine support?](https://www.g2.com/discussions/what-software-libraries-does-cloud-ml-engine-support) — 3 comments, 4 upvotes
  > **Top comment:** "Google Cloud ML Engine supports many software libraries, including TensorFlow, scikit-learn, XGBoost, Keras, etc...."
- Title: [What is Google AI platform?](https://www.g2.com/discussions/what-is-google-ai-platform) — 2 comments, 2 upvotes
  > **Top comment:** "The Google AI Platform is a comprehensive set of tools and services provided by Google Cloud to develop, deploy, and manage artificial intelligence. It..."

---
**Source:** [G2.com](https://www.g2.com) | [Comparison Page](https://www.g2.com/compare/alteryx-vs-amazon-sagemaker-vs-gemini-enterprise-agent-platform)