# Gemini Enterprise Agent Platform, IBM watsonx.ai vs Dataiku Comparison

| | Gemini Enterprise Agent Platform | IBM watsonx.ai | Dataiku | 
|---|---|---|---|
| **Star Rating** | 4.3 out of 5 | 4.4 out of 5 | 4.4 out of 5 | 
| **Total Reviews** | 656 | 143 | 197 | 
| **Largest Market Segment** | Small-Business (42.3% of reviews) | Small-Business (42.6% of reviews) | Enterprise (61.7% of reviews) | 
| **Entry Level Price** | Pay As You Go Per Month | No pricing available | Free 3 Users | 

---
## Top Pros & Cons

### Gemini Enterprise Agent Platform

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

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

### IBM watsonx.ai

Pros:
- Ease of Use (76 reviews)
- Model Variety (31 reviews)

Cons:
- Difficult Learning (21 reviews)
- Complexity (20 reviews)

### Dataiku

Pros:
- Ease of Use (82 reviews)
- Features (82 reviews)

Cons:
- Learning Curve (45 reviews)
- Steep Learning Curve (26 reviews)

---
## Ratings Comparison
| Rating | Gemini Enterprise Agent Platform | IBM watsonx.ai | Dataiku | 
|---|---|---|---|
  | **Meets Requirements** | 8.6 (390 reviews) | 8.8 (91 reviews) | 8.7 (176 reviews) | 
  | **Ease of Use** | 8.2 (401 reviews) | 8.8 (124 reviews) | 8.8 (175 reviews) | 
  | **Ease of Setup** | 8.1 (323 reviews) | 8.4 (115 reviews) | 8.1 (136 reviews) | 
  | **Ease of Admin** | 7.9 (150 reviews) | 8.6 (39 reviews) | 8.0 (61 reviews) | 
  | **Quality of Support** | 8.1 (366 reviews) | 8.7 (90 reviews) | 8.5 (160 reviews) | 
  | **Has the product been a good partner in doing business?** | 8.3 (144 reviews) | 8.8 (39 reviews) | 8.6 (61 reviews) | 
  | **Product Direction (% positive)** | 9.2 (383 reviews) | 9.9 (92 reviews) | 9.0 (173 reviews) | 

---
## Pricing

### 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

### IBM watsonx.ai

#### Entry-Level Pricing

No pricing available

#### Free Trial

Yes

### Dataiku

#### Entry-Level Pricing

Plan: Install Dataiku on Your Infrastructure

Price: Free 3 Users

Description: Download Free Edition on Mac, Linux, or virtual machine | Collaborate with up to 3 users | Prepare data and build basic data projects and apps (no deployment, automation, governance)

Key Features:
- Visual Data Prep & AutoML
- Full Code (Python, R) Data Prep & ML
- The LLM Mesh

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

#### Free Trial

Yes

---
## Features Comparison By Category

### Analytics Platforms

| Product | Score | Reviews |
|---|---|---|
| **Gemini Enterprise Agent Platform** | N/A | N/A |
| **IBM watsonx.ai** | N/A | N/A |
| **Dataiku** | 8.1/10 | 99 |

#### Reports

| Feature | Gemini Enterprise Agent Platform | IBM watsonx.ai | Dataiku | 
|---|---|---|---|
| **Reports Interface** | Not enough data | Not enough data | 7.8 (76 reviews) | 
| **Steps to Answer** | Not enough data | Not enough data | 7.7 (75 reviews) | 
| **Graphs and Charts** | Not enough data | Not enough data | 7.5 (76 reviews) | 
| **Score Cards** | Not enough data | Not enough data | 7.5 (74 reviews) | 
| **Dashboards** | Not enough data | Not enough data | 7.6 (76 reviews) | 

#### Data Preparation

| Feature | Gemini Enterprise Agent Platform | IBM watsonx.ai | Dataiku | 
|---|---|---|---|
| **Connectors** | Not enough data | Not enough data | 8.7 (65 reviews) | 
| **Data Governance** | Not enough data | Not enough data | 8.2 (63 reviews) | 

#### Data Modeling and Blending

| Feature | Gemini Enterprise Agent Platform | IBM watsonx.ai | Dataiku | 
|---|---|---|---|
| **Data Querying** | Not enough data | Not enough data | 8.6 (62 reviews) | 
| **Data Filtering** | Not enough data | Not enough data | 8.6 (62 reviews) | 
| **Data Blending** | Not enough data | Not enough data | 8.7 (62 reviews) | 

#### Generative AI

| Feature | Gemini Enterprise Agent Platform | IBM watsonx.ai | Dataiku | 
|---|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | 7.9 (51 reviews) | 
| **AI Text Summarization** | Not enough data | Not enough data | 8.0 (50 reviews) | 

#### Agentic AI - Analytics Platforms

| Feature | Gemini Enterprise Agent Platform | IBM watsonx.ai | Dataiku | 
|---|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | Not enough data | 
| **Multi-step Planning** | Not enough data | Not enough data | Not enough data | 
| **Cross-system Integration** | Not enough data | Not enough data | Not enough data | 
| **Adaptive Learning** | Not enough data | Not enough data | Not enough data | 
| **Natural Language Interaction** | Not enough data | Not enough data | Not enough data | 
| **Proactive Assistance** | Not enough data | Not enough data | Not enough data | 
| **Decision Making** | Not enough data | Not enough data | Not enough data | 

#### Self Service 

| Feature | Gemini Enterprise Agent Platform | IBM watsonx.ai | Dataiku | 
|---|---|---|---|
| **Calculated Fields** | Not enough data | Not enough data | 8.2 (76 reviews) | 
| **Data Column Filtering** | Not enough data | Not enough data | 8.6 (75 reviews) | 
| **Data Discovery** | Not enough data | Not enough data | 8.4 (75 reviews) | 
| **Search** | Not enough data | Not enough data | 7.9 (74 reviews) | 
| **Collaboration / Workflow** | Not enough data | Not enough data | 8.7 (74 reviews) | 
| **Automodeling** | Not enough data | Not enough data | 8.1 (74 reviews) | 

#### Deployment & Integration - Analytics Platforms

| Feature | Gemini Enterprise Agent Platform | IBM watsonx.ai | Dataiku | 
|---|---|---|---|
| **No-code Dashboard Builder** | Not enough data | Not enough data | Not enough data | 
| **Report Scheduling and Automation** | Not enough data | Not enough data | Not enough data | 
| **Embedded Analytics and White-labeling** | Not enough data | Not enough data | Not enough data | 
| **Data Source Connectivity** | Not enough data | Not enough data | Not enough data | 

#### Advanced Analytics

| Feature | Gemini Enterprise Agent Platform | IBM watsonx.ai | Dataiku | 
|---|---|---|---|
| **Predictive Analytics** | Not enough data | Not enough data | 8.4 (74 reviews) | 
| **Data Visualization** | Not enough data | Not enough data | 7.8 (76 reviews) | 
| **Big Data Services** | Not enough data | Not enough data | 8.0 (74 reviews) | 

#### Performance & Scalability - Analytics Platforms

| Feature | Gemini Enterprise Agent Platform | IBM watsonx.ai | Dataiku | 
|---|---|---|---|
| **Large data handling and Query Speed** | Not enough data | Not enough data | Not enough data | 
| **Concurrent User Support** | Not enough data | Not enough data | Not enough data | 

#### Advanced Analytics & Modeling - Analytics Platforms

| Feature | Gemini Enterprise Agent Platform | IBM watsonx.ai | Dataiku | 
|---|---|---|---|
| **Data Modeling and Governance** | Not enough data | Not enough data | Not enough data | 
| **Notebook and Script Integration** | Not enough data | Not enough data | Not enough data | 
| **Built-in Predictive and Statistical Models** | Not enough data | Not enough data | Not enough data | 

#### Agentic AI Capabilities - Analytics Platforms

| Feature | Gemini Enterprise Agent Platform | IBM watsonx.ai | Dataiku | 
|---|---|---|---|
| **Auto-generated Insights and Narratives** | Not enough data | Not enough data | Not enough data | 
| **Natural Language Queries** | Not enough data | Not enough data | Not enough data | 
| **Proactive KPI Monitoring and Alerts** | Not enough data | Not enough data | Not enough data | 
| **AI Agents for Analytical Follow-ups** | Not enough data | Not enough data | Not enough data | 

#### Personalized Intelligence - Analytics Platforms

| Feature | Gemini Enterprise Agent Platform | IBM watsonx.ai | Dataiku | 
|---|---|---|---|
| **Behavioral Learning for Contextual Query Refinement** | Not enough data | Not enough data | Not enough data | 
| **Role-based Insight Personalization** | Not enough data | Not enough data | Not enough data | 
| **Conversational and Prompt-based Analytics** | Not enough data | Not enough data | Not enough data | 

#### Building Reports

| Feature | Gemini Enterprise Agent Platform | IBM watsonx.ai | Dataiku | 
|---|---|---|---|
| **Data Transformation** | Not enough data | Not enough data | 8.5 (92 reviews) | 
| **Data Modeling** | Not enough data | Not enough data | 8.6 (89 reviews) | 
| **WYSIWYG Report Design** | Not enough data | Not enough data | 7.7 (85 reviews) | 
| **Integration APIs** | Not enough data | Not enough data | 8.1 (89 reviews) | 

### MLOps Platforms

| Product | Score | Reviews |
|---|---|---|
| **Gemini Enterprise Agent Platform** | 8.4/10 | 87 |
| **IBM watsonx.ai** | 8.6/10 | 10 |
| **Dataiku** | 8.4/10 | 15 |

#### Deployment

| Feature | Gemini Enterprise Agent Platform | IBM watsonx.ai | Dataiku | 
|---|---|---|---|
| **Language Flexibility** | 8.4 (76 reviews) | 9.1 (9 reviews) | 8.1 (15 reviews) | 
| **Framework Flexibility** | 8.1 (78 reviews) | 8.5 (9 reviews) | 8.7 (15 reviews) | 
| **Versioning** | 8.3 (76 reviews) | 7.8 (9 reviews) | 8.6 (15 reviews) | 
| **Ease of Deployment** | 8.4 (76 reviews) | 8.7 (9 reviews) | 8.9 (15 reviews) | 
| **Scalability** | 8.8 (75 reviews) | 8.7 (9 reviews) | 9.0 (15 reviews) | 

#### Deployment

| Feature | Gemini Enterprise Agent Platform | IBM watsonx.ai | Dataiku | 
|---|---|---|---|
| **Language Flexibility** | 8.5 (75 reviews) | 9.3 (9 reviews) | 7.8 (12 reviews) | 
| **Framework Flexibility** | 8.3 (73 reviews) | 8.7 (9 reviews) | 8.5 (13 reviews) | 
| **Versioning** | 8.4 (72 reviews) | 8.3 (9 reviews) | 8.5 (13 reviews) | 
| **Ease of Deployment** | 8.6 (74 reviews) | 8.9 (9 reviews) | 8.8 (13 reviews) | 
| **Scalability** | 8.7 (71 reviews) | 9.1 (9 reviews) | 8.8 (13 reviews) | 

#### Management

| Feature | Gemini Enterprise Agent Platform | IBM watsonx.ai | Dataiku | 
|---|---|---|---|
| **Cataloging** | 8.2 (71 reviews) | 8.0 (9 reviews) | 7.6 (13 reviews) | 
| **Monitoring** | 8.5 (73 reviews) | 8.5 (9 reviews) | 8.5 (13 reviews) | 
| **Governing** | 8.0 (71 reviews) | 8.5 (9 reviews) | 8.3 (13 reviews) | 
| **Model Registry** | 8.1 (70 reviews) | 9.3 (9 reviews) | 7.8 (13 reviews) | 

#### Operations

| Feature | Gemini Enterprise Agent Platform | IBM watsonx.ai | Dataiku | 
|---|---|---|---|
| **Metrics** | 8.2 (70 reviews) | 9.1 (9 reviews) | 8.5 (13 reviews) | 
| **Infrastructure management** | 8.5 (71 reviews) | 8.7 (9 reviews) | 8.3 (13 reviews) | 
| **Collaboration** | 8.3 (71 reviews) | 9.3 (9 reviews) | 8.8 (13 reviews) | 

#### Management

| Feature | Gemini Enterprise Agent Platform | IBM watsonx.ai | Dataiku | 
|---|---|---|---|
| **Cataloging** | 8.1 (69 reviews) | 8.5 (9 reviews) | 7.5 (12 reviews) | 
| **Monitoring** | 8.4 (72 reviews) | 9.0 (8 reviews) | 8.5 (13 reviews) | 
| **Governing** | 8.3 (70 reviews) | 8.5 (8 reviews) | 7.9 (13 reviews) | 

#### Generative AI

| Feature | Gemini Enterprise Agent Platform | IBM watsonx.ai | Dataiku | 
|---|---|---|---|
| **AI Text Generation** | 8.4 (37 reviews) | 9.1 (9 reviews) | 8.3 (6 reviews) | 
| **AI Text Summarization** | 8.6 (37 reviews) | 9.3 (9 reviews) | 8.3 (6 reviews) | 

### Data Science and Machine Learning Platforms

| Product | Score | Reviews |
|---|---|---|
| **Gemini Enterprise Agent Platform** | 8.2/10 | 252 |
| **IBM watsonx.ai** | 8.6/10 | 43 |
| **Dataiku** | 8.2/10 | 89 |

#### System

| Feature | Gemini Enterprise Agent Platform | IBM watsonx.ai | Dataiku | 
|---|---|---|---|
| **Data Ingestion & Wrangling** | 8.2 (170 reviews) | 8.2 (33 reviews) | 8.6 (75 reviews) | 

#### Model Development

| Feature | Gemini Enterprise Agent Platform | IBM watsonx.ai | Dataiku | 
|---|---|---|---|
| **Language Support** | 8.5 (206 reviews) | 8.7 (35 reviews) | 8.4 (78 reviews) | 
| **Drag and Drop** | 7.8 (179 reviews) | 8.4 (38 reviews) | 8.8 (78 reviews) | 
| **Pre-Built Algorithms** | 8.4 (204 reviews) | 8.7 (34 reviews) | 8.6 (78 reviews) | 
| **Model Training** | 8.5 (206 reviews) | 8.3 (36 reviews) | 8.5 (77 reviews) | 

#### Model Development

| Feature | Gemini Enterprise Agent Platform | IBM watsonx.ai | Dataiku | 
|---|---|---|---|
| **Feature Engineering** | 8.2 (164 reviews) | 8.4 (34 reviews) | 8.5 (78 reviews) | 

#### Machine/Deep Learning Services

| Feature | Gemini Enterprise Agent Platform | IBM watsonx.ai | Dataiku | 
|---|---|---|---|
| **Computer Vision** | 8.3 (201 reviews) | Feature Not Available | 8.0 (74 reviews) | 
| **Natural Language Processing** | 8.5 (200 reviews) | 8.9 (34 reviews) | 8.1 (74 reviews) | 
| **Natural Language Generation** | 8.2 (197 reviews) | 8.7 (35 reviews) | 7.9 (73 reviews) | 
| **Artificial Neural Networks** | 8.2 (178 reviews) | 8.1 (33 reviews) | 7.9 (72 reviews) | 

#### Machine/Deep Learning Services

| Feature | Gemini Enterprise Agent Platform | IBM watsonx.ai | Dataiku | 
|---|---|---|---|
| **Natural Language Understanding** | 8.5 (164 reviews) | 8.6 (34 reviews) | 7.7 (68 reviews) | 
| **Deep Learning** | 8.5 (163 reviews) | 8.8 (34 reviews) | 8.0 (70 reviews) | 

#### Deployment

| Feature | Gemini Enterprise Agent Platform | IBM watsonx.ai | Dataiku | 
|---|---|---|---|
| **Managed Service** | 8.3 (210 reviews) | 8.3 (34 reviews) | 8.1 (74 reviews) | 
| **Application** | 8.3 (200 reviews) | 8.7 (34 reviews) | 8.2 (77 reviews) | 
| **Scalability** | 8.6 (205 reviews) | 8.8 (36 reviews) | 8.3 (76 reviews) | 

#### Generative AI

| Feature | Gemini Enterprise Agent Platform | IBM watsonx.ai | Dataiku | 
|---|---|---|---|
| **AI Text Generation** | 8.3 (106 reviews) | 8.9 (35 reviews) | 8.1 (60 reviews) | 
| **AI Text Summarization** | 8.3 (103 reviews) | 8.9 (34 reviews) | 8.0 (60 reviews) | 
| **AI Text-to-Image** | 8.2 (103 reviews) | Feature Not Available | 7.7 (59 reviews) | 

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

| Feature | Gemini Enterprise Agent Platform | IBM watsonx.ai | Dataiku | 
|---|---|---|---|
| **Autonomous Task Execution** | 8.2 (37 reviews) | Not enough data | Not enough data | 
| **Multi-step Planning** | 7.9 (35 reviews) | Not enough data | Not enough data | 
| **Cross-system Integration** | 7.6 (36 reviews) | Not enough data | Not enough data | 
| **Adaptive Learning** | 7.8 (32 reviews) | Not enough data | Not enough data | 
| **Natural Language Interaction** | 8.4 (34 reviews) | Not enough data | Not enough data | 
| **Proactive Assistance** | 7.4 (33 reviews) | Not enough data | Not enough data | 
| **Decision Making** | 7.6 (33 reviews) | Not enough data | Not enough data | 

### Synthetic Data

| Product | Score | Reviews |
|---|---|---|
| **Gemini Enterprise Agent Platform** | N/A | N/A |
| **IBM watsonx.ai** | 9.0/10 | 13 |
| **Dataiku** | N/A | N/A |

#### Data Type

| Feature | Gemini Enterprise Agent Platform | IBM watsonx.ai | Dataiku | 
|---|---|---|---|
| **Structured Data** | Not enough data | 8.8 (13 reviews) | Not enough data | 
| **Image Data** | Not enough data | Feature Not Available | Not enough data | 
| **Data Labeling/Annotation** | Not enough data | 8.5 (12 reviews) | Not enough data | 

#### Synthesis Type

| Feature | Gemini Enterprise Agent Platform | IBM watsonx.ai | Dataiku | 
|---|---|---|---|
| **Full Synthesis** | Not enough data | 9.0 (12 reviews) | Not enough data | 
| **Partial Synthesis** | Not enough data | 9.2 (12 reviews) | Not enough data | 

#### Data Transformation

| Feature | Gemini Enterprise Agent Platform | IBM watsonx.ai | Dataiku | 
|---|---|---|---|
| **Data Utility** | Not enough data | 8.6 (12 reviews) | Not enough data | 
| **Data Quality** | Not enough data | 9.3 (12 reviews) | Not enough data | 
| **Privacy** | Not enough data | 9.7 (12 reviews) | Not enough data | 
| **Data Formats** | Not enough data | 9.2 (12 reviews) | Not enough data | 
| **Scale** | Not enough data | 9.2 (12 reviews) | Not enough data | 

### AI Agents For Business Operations

| Product | Score | Reviews |
|---|---|---|
| **Gemini Enterprise Agent Platform** | N/A | N/A |
| **IBM watsonx.ai** | N/A | N/A |
| **Dataiku** | N/A | N/A |

#### Responses

| Feature | Gemini Enterprise Agent Platform | IBM watsonx.ai | Dataiku | 
|---|---|---|---|
| **Personalization** | Not enough data | Not enough data | Not enough data | 
| **Route To Human** | Not enough data | Not enough data | Not enough data | 
| **Natural Language Understanding (NLU)** | Not enough data | Not enough data | Not enough data | 

#### Automation - AI Agents

| Feature | Gemini Enterprise Agent Platform | IBM watsonx.ai | Dataiku | 
|---|---|---|---|
| **Sales Follow-Up** | Not enough data | Not enough data | Not enough data | 
| **Customer Interaction Automation** | Not enough data | Not enough data | Not enough data | 
| **Lead Generation** | Not enough data | Not enough data | Not enough data | 
| **Document Processing** | Not enough data | Not enough data | Not enough data | 
| **Feedback Collection** | Not enough data | Not enough data | Not enough data | 

#### Platform

| Feature | Gemini Enterprise Agent Platform | IBM watsonx.ai | Dataiku | 
|---|---|---|---|
| **Conversation Editor** | Not enough data | Not enough data | Not enough data | 
| **Integration** | Not enough data | Not enough data | Not enough data | 
| **Human-In-The-Loop** | Not enough data | Not enough data | Not enough data | 

#### Autonomy -  AI Agents

| Feature | Gemini Enterprise Agent Platform | IBM watsonx.ai | Dataiku | 
|---|---|---|---|
| **Independent Decision Making** | Not enough data | Not enough data | Not enough data | 
| **Adaptive Responses** | Not enough data | Not enough data | Not enough data | 
| **Task Execution** | Not enough data | Not enough data | Not enough data | 
| **Problem Solving** | Not enough data | Not enough data | Not enough data | 

#### Generative AI

| Feature | Gemini Enterprise Agent Platform | IBM watsonx.ai | Dataiku | 
|---|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | Not enough data | 
| **AI Text Summarization** | Not enough data | Not enough data | Not enough data | 

### Generative AI Infrastructure

| Product | Score | Reviews |
|---|---|---|
| **Gemini Enterprise Agent Platform** | 8.4/10 | 36 |
| **IBM watsonx.ai** | 8.9/10 | 12 |
| **Dataiku** | 7.3/10 | 25 |

#### Scalability and Performance - Generative AI Infrastructure

| Feature | Gemini Enterprise Agent Platform | IBM watsonx.ai | Dataiku | 
|---|---|---|---|
| **AI High Availability** | 9.0 (31 reviews) | 9.4 (9 reviews) | 7.9 (17 reviews) | 
| **AI Model Training Scalability** | 8.7 (32 reviews) | 8.9 (9 reviews) | 7.5 (18 reviews) | 
| **AI Inference Speed** | 8.6 (31 reviews) | 9.1 (9 reviews) | 7.2 (16 reviews) | 

#### Cost and Efficiency - Generative AI Infrastructure

| Feature | Gemini Enterprise Agent Platform | IBM watsonx.ai | Dataiku | 
|---|---|---|---|
| **AI Cost per API Call** | 8.0 (34 reviews) | 7.8 (9 reviews) | 6.8 (16 reviews) | 
| **AI Resource Allocation Flexibility** | 7.7 (31 reviews) | 8.6 (7 reviews) | 7.3 (8 reviews) | 
| **AI Energy Efficiency** | 8.1 (30 reviews) | 8.6 (7 reviews) | 7.9 (8 reviews) | 

#### Integration and Extensibility - Generative AI Infrastructure

| Feature | Gemini Enterprise Agent Platform | IBM watsonx.ai | Dataiku | 
|---|---|---|---|
| **AI Multi-cloud Support** | 8.5 (30 reviews) | 9.5 (7 reviews) | 7.3 (16 reviews) | 
| **AI Data Pipeline Integration** | 8.3 (32 reviews) | 8.8 (7 reviews) | 7.5 (17 reviews) | 
| **AI API Support and Flexibility** | 8.5 (31 reviews) | 9.0 (7 reviews) | 7.2 (15 reviews) | 

#### Security and Compliance - Generative AI Infrastructure

| Feature | Gemini Enterprise Agent Platform | IBM watsonx.ai | Dataiku | 
|---|---|---|---|
| **AI GDPR and Regulatory Compliance** | 8.7 (30 reviews) | 8.8 (7 reviews) | 7.1 (15 reviews) | 
| **AI Role-based Access Control** | 8.3 (32 reviews) | 9.0 (7 reviews) | 7.2 (15 reviews) | 
| **AI Data Encryption** | 8.9 (30 reviews) | 8.8 (7 reviews) | 7.6 (15 reviews) | 

#### Usability and Support - Generative AI Infrastructure

| Feature | Gemini Enterprise Agent Platform | IBM watsonx.ai | Dataiku | 
|---|---|---|---|
| **AI Documentation Quality** | 8.2 (31 reviews) | 9.4 (6 reviews) | 7.0 (17 reviews) | 
| **AI Community Activity** | 8.5 (31 reviews) | 9.3 (7 reviews) | 6.9 (15 reviews) | 

### AI Content Creation Platforms

| Product | Score | Reviews |
|---|---|---|
| **Gemini Enterprise Agent Platform** | N/A | N/A |
| **IBM watsonx.ai** | 9.5/10 | 5 |
| **Dataiku** | N/A | N/A |

#### Content Generation - AI Content Creation Platforms

| Feature | Gemini Enterprise Agent Platform | IBM watsonx.ai | Dataiku | 
|---|---|---|---|
| **Output quality** | Not enough data | 9.3 (5 reviews) | Not enough data | 
| **Branding** | Not enough data | 9.7 (5 reviews) | Not enough data | 
| **Performance** | Not enough data | Not enough data | Not enough data | 

#### Management - AI Content Creation Platforms

| Feature | Gemini Enterprise Agent Platform | IBM watsonx.ai | Dataiku | 
|---|---|---|---|
| **Collaboration** | Not enough data | Not enough data | Not enough data | 
| **Security and Privacy** | Not enough data | Not enough data | Not enough data | 
| **Moderation** | Not enough data | Not enough data | Not enough data | 

### Machine Learning

| Product | Score | Reviews |
|---|---|---|
| **Gemini Enterprise Agent Platform** | 8.5/10 | 71 |
| **IBM watsonx.ai** | 9.1/10 | 23 |
| **Dataiku** | 8.2/10 | 29 |

#### Integration - Machine Learning

| Feature | Gemini Enterprise Agent Platform | IBM watsonx.ai | Dataiku | 
|---|---|---|---|
| **Integration** | 8.5 (66 reviews) | 9.0 (21 reviews) | 8.7 (26 reviews) | 

#### Learning - Machine Learning

| Feature | Gemini Enterprise Agent Platform | IBM watsonx.ai | Dataiku | 
|---|---|---|---|
| **Training Data** | 8.5 (64 reviews) | 9.2 (23 reviews) | 8.3 (27 reviews) | 
| **Actionable Insights** | 8.3 (63 reviews) | 9.1 (22 reviews) | 7.9 (28 reviews) | 
| **Algorithm** | 8.8 (64 reviews) | 9.0 (21 reviews) | 8.0 (28 reviews) | 

### Large Language Model Operationalization (LLMOps)

| Product | Score | Reviews |
|---|---|---|
| **Gemini Enterprise Agent Platform** | 9.0/10 | 26 |
| **IBM watsonx.ai** | 8.9/10 | 22 |
| **Dataiku** | 7.5/10 | 11 |

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

| Feature | Gemini Enterprise Agent Platform | IBM watsonx.ai | Dataiku | 
|---|---|---|---|
| **Prompt Optimization Tools** | 8.8 (24 reviews) | 9.3 (7 reviews) | 8.3 (11 reviews) | 
| **Template Library** | 9.0 (24 reviews) | 8.3 (5 reviews) | 7.9 (11 reviews) | 

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

| Feature | Gemini Enterprise Agent Platform | IBM watsonx.ai | Dataiku | 
|---|---|---|---|
| **Batch Processing Support** | 8.8 (22 reviews) | 9.0 (5 reviews) | 7.1 (11 reviews) | 

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

| Feature | Gemini Enterprise Agent Platform | IBM watsonx.ai | Dataiku | 
|---|---|---|---|
| **Model Comparison Dashboard** | 9.3 (25 reviews) | 9.0 (5 reviews) | 7.7 (11 reviews) | 

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

| Feature | Gemini Enterprise Agent Platform | IBM watsonx.ai | Dataiku | 
|---|---|---|---|
| **Fine-Tuning Interface** | 9.1 (24 reviews) | 8.8 (10 reviews) | 7.6 (11 reviews) | 

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

| Feature | Gemini Enterprise Agent Platform | IBM watsonx.ai | Dataiku | 
|---|---|---|---|
| **SDK & API Integrations** | 9.2 (23 reviews) | 8.7 (10 reviews) | 7.9 (11 reviews) | 

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

| Feature | Gemini Enterprise Agent Platform | IBM watsonx.ai | Dataiku | 
|---|---|---|---|
| **One-Click Deployment** | 9.0 (23 reviews) | 7.4 (12 reviews) | 8.5 (11 reviews) | 
| **Scalability Management** | 8.7 (22 reviews) | 9.0 (10 reviews) | 7.7 (11 reviews) | 

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

| Feature | Gemini Enterprise Agent Platform | IBM watsonx.ai | Dataiku | 
|---|---|---|---|
| **Content Moderation Rules** | 8.7 (23 reviews) | 9.3 (5 reviews) | 6.8 (11 reviews) | 
| **Policy Compliance Checker** | 8.9 (22 reviews) | 8.5 (10 reviews) | 6.7 (11 reviews) | 

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

| Feature | Gemini Enterprise Agent Platform | IBM watsonx.ai | Dataiku | 
|---|---|---|---|
| **Drift Detection Alerts** | 8.7 (21 reviews) | 8.9 (6 reviews) | 7.3 (11 reviews) | 
| **Real-Time Performance Metrics** | 9.1 (22 reviews) | 9.0 (5 reviews) | 7.4 (11 reviews) | 

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

| Feature | Gemini Enterprise Agent Platform | IBM watsonx.ai | Dataiku | 
|---|---|---|---|
| **Data Encryption Tools** | 9.1 (22 reviews) | 9.3 (5 reviews) | 7.6 (11 reviews) | 
| **Access Control Management** | 9.0 (23 reviews) | 9.2 (6 reviews) | 7.4 (11 reviews) | 

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

| Feature | Gemini Enterprise Agent Platform | IBM watsonx.ai | Dataiku | 
|---|---|---|---|
| **Request Routing Optimization** | 8.9 (22 reviews) | 9.3 (5 reviews) | 7.1 (11 reviews) | 

### AI Agent Builders

| Product | Score | Reviews |
|---|---|---|
| **Gemini Enterprise Agent Platform** | 8.0/10 | 30 |
| **IBM watsonx.ai** | 9.0/10 | 10 |
| **Dataiku** | N/A | N/A |

#### Customization - AI Agent Builders

| Feature | Gemini Enterprise Agent Platform | IBM watsonx.ai | Dataiku | 
|---|---|---|---|
| **Natural Language Configuration** | 8.6 (28 reviews) | 9.0 (7 reviews) | Not enough data | 
| **Tone Customization** | 7.6 (27 reviews) | 9.0 (7 reviews) | Not enough data | 
| **Security Guardrails** | 8.3 (26 reviews) | 8.9 (6 reviews) | Not enough data | 

#### Functionality - AI Agent Builders

| Feature | Gemini Enterprise Agent Platform | IBM watsonx.ai | Dataiku | 
|---|---|---|---|
| **Omni-channel Support** | 8.1 (27 reviews) | 8.6 (6 reviews) | Not enough data | 
| **Agent Branding** | 7.3 (27 reviews) | 9.3 (7 reviews) | Not enough data | 
| **Proactive Response Capabilities** | 8.2 (26 reviews) | 9.2 (6 reviews) | Not enough data | 
| **Seamless Human Escalation** | 7.2 (27 reviews) | 8.9 (6 reviews) | Not enough data | 

#### Data and Analytics - AI Agent Builders

| Feature | Gemini Enterprise Agent Platform | IBM watsonx.ai | Dataiku | 
|---|---|---|---|
| **Analytics & Reporting** | 7.8 (26 reviews) | 8.9 (6 reviews) | Not enough data | 
| **Contextual Awareness** | 7.9 (27 reviews) | 8.9 (6 reviews) | Not enough data | 
| **Data Privacy Compliance** | 8.1 (28 reviews) | 9.2 (6 reviews) | Not enough data | 

#### Integration - AI Agent Builders

| Feature | Gemini Enterprise Agent Platform | IBM watsonx.ai | Dataiku | 
|---|---|---|---|
| **Workflow Automation** | 8.8 (28 reviews) | 9.0 (7 reviews) | Not enough data | 
| **API Usage** | 8.2 (30 reviews) | 8.9 (6 reviews) | Not enough data | 
| **Platform Interoperability** | 8.1 (28 reviews) | 9.2 (6 reviews) | Not enough data | 
| **CRM Data Integration** | 7.5 (27 reviews) | 8.3 (6 reviews) | Not enough data | 

### AWS Marketplace

| Product | Score | Reviews |
|---|---|---|
| **Gemini Enterprise Agent Platform** | N/A | N/A |
| **IBM watsonx.ai** | N/A | N/A |
| **Dataiku** | N/A | N/A |

#### Agentic AI - AWS Marketplace

| Feature | Gemini Enterprise Agent Platform | IBM watsonx.ai | Dataiku | 
|---|---|---|---|
| **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 | 

### AI Orchestration

| Product | Score | Reviews |
|---|---|---|
| **Gemini Enterprise Agent Platform** | N/A | N/A |
| **IBM watsonx.ai** | N/A | N/A |
| **Dataiku** | N/A | N/A |

#### Workflow Design & Integration - AI Orchestration

| Feature | Gemini Enterprise Agent Platform | IBM watsonx.ai | Dataiku | 
|---|---|---|---|
| **Dependency Management** | Not enough data | Not enough data | Not enough data | 
| **Workflow Coordination** | Not enough data | Not enough data | Not enough data | 
| **Multi-Provider API Connectivity** | Not enough data | Not enough data | Not enough data | 
| **Multi-Step Workflow Creation** | Not enough data | Not enough data | Not enough data | 
| **Enterprise System Integration** | Not enough data | Not enough data | Not enough data | 
| **Real-Time Data Pipelines** | Not enough data | Not enough data | Not enough data | 

#### Performance Optimization & Analytics - AI Orchestration

| Feature | Gemini Enterprise Agent Platform | IBM watsonx.ai | Dataiku | 
|---|---|---|---|
| **Workflow Performance Dashboards** | Not enough data | Not enough data | Not enough data | 
| **Workflow Reporting** | Not enough data | Not enough data | Not enough data | 
| **Resource Utilization Monitoring** | Not enough data | Not enough data | Not enough data | 
| **Computational Resource Management** | Not enough data | Not enough data | Not enough data | 
| **Dynamic Scaling** | Not enough data | Not enough data | Not enough data | 
| **Component Monitoring** | Not enough data | Not enough data | Not enough data | 

#### Governance & Compliance Controls - AI Orchestration

| Feature | Gemini Enterprise Agent Platform | IBM watsonx.ai | Dataiku | 
|---|---|---|---|
| **Regulatory Compliance** | Not enough data | Not enough data | Not enough data | 
| **Governance Policy Enforcement** | Not enough data | Not enough data | Not enough data | 
| **Role-Based Access Control** | Not enough data | Not enough data | Not enough data | 
| **Audit Trail Management** | Not enough data | Not enough data | Not enough data | 
| **Security Protocols** | Not enough data | Not enough data | Not enough data | 

### Low-Code Machine Learning Platforms

| Product | Score | Reviews |
|---|---|---|
| **Gemini Enterprise Agent Platform** | N/A | N/A |
| **IBM watsonx.ai** | N/A | N/A |
| **Dataiku** | N/A | N/A |

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

| Feature | Gemini Enterprise Agent Platform | IBM watsonx.ai | Dataiku | 
|---|---|---|---|
| **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 | Gemini Enterprise Agent Platform | IBM watsonx.ai | Dataiku | 
|---|---|---|---|
| **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 |
|---|---|---|
| **Gemini Enterprise Agent Platform** | N/A | N/A |
| **IBM watsonx.ai** | N/A | N/A |
| **Dataiku** | 8.3/10 | 39 |

#### Statistical Tool

| Feature | Gemini Enterprise Agent Platform | IBM watsonx.ai | Dataiku | 
|---|---|---|---|
| **Scripting** | Not enough data | Not enough data | 8.2 (35 reviews) | 
| **Data Mining** | Not enough data | Not enough data | 8.5 (35 reviews) | 
| **Algorithms** | Not enough data | Not enough data | 8.0 (35 reviews) | 

#### Data Analysis

| Feature | Gemini Enterprise Agent Platform | IBM watsonx.ai | Dataiku | 
|---|---|---|---|
| **Analysis** | Not enough data | Not enough data | 8.5 (37 reviews) | 
| **Data Interaction** | Not enough data | Not enough data | 8.8 (37 reviews) | 

#### Decision Making

| Feature | Gemini Enterprise Agent Platform | IBM watsonx.ai | Dataiku | 
|---|---|---|---|
| **Modeling** | Not enough data | Not enough data | 8.6 (35 reviews) | 
| **Data Visualizations** | Not enough data | Not enough data | 7.9 (36 reviews) | 
| **Report Generation** | Not enough data | Not enough data | 7.8 (35 reviews) | 
| **Data Unification** | Not enough data | Not enough data | 8.6 (36 reviews) | 

#### Generative AI

| Feature | Gemini Enterprise Agent Platform | IBM watsonx.ai | Dataiku | 
|---|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | 8.6 (20 reviews) | 
| **AI Text Summarization** | Not enough data | Not enough data | 8.3 (20 reviews) | 

### Big Data Analytics

| Product | Score | Reviews |
|---|---|---|
| **Gemini Enterprise Agent Platform** | N/A | N/A |
| **IBM watsonx.ai** | N/A | N/A |
| **Dataiku** | 8.7/10 | 47 |

#### Data Transformation

| Feature | Gemini Enterprise Agent Platform | IBM watsonx.ai | Dataiku | 
|---|---|---|---|
| **Real-Time Analytics** | Not enough data | Not enough data | 8.5 (44 reviews) | 
| **Data Querying** | Not enough data | Not enough data | 9.2 (39 reviews) | 

#### Connectivity

| Feature | Gemini Enterprise Agent Platform | IBM watsonx.ai | Dataiku | 
|---|---|---|---|
| **Hadoop Integration** | Not enough data | Not enough data | 8.2 (38 reviews) | 
| **Spark Integration** | Not enough data | Not enough data | 8.3 (40 reviews) | 
| **Multi-Source Analysis** | Not enough data | Not enough data | 8.7 (41 reviews) | 
| **Data Lake** | Not enough data | Not enough data | 8.9 (44 reviews) | 

#### Operations

| Feature | Gemini Enterprise Agent Platform | IBM watsonx.ai | Dataiku | 
|---|---|---|---|
| **Data Visualization** | Not enough data | Not enough data | 8.1 (42 reviews) | 
| **Data Workflow** | Not enough data | Not enough data | 9.1 (41 reviews) | 
| **Governed Discovery** | Not enough data | Not enough data | 8.7 (40 reviews) | 
| **Embedded Analytics** | Not enough data | Not enough data | 8.6 (40 reviews) | 
| **Notebooks** | Not enough data | Not enough data | 8.9 (35 reviews) | 

### AI Agents

| Product | Score | Reviews |
|---|---|---|
| **Gemini Enterprise Agent Platform** | N/A | N/A |
| **IBM watsonx.ai** | N/A | N/A |
| **Dataiku** | N/A | N/A |

#### Agentic AI - AI Agents

| Feature | Gemini Enterprise Agent Platform | IBM watsonx.ai | Dataiku | 
|---|---|---|---|
| **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 | 

### Big Data

| Product | Score | Reviews |
|---|---|---|
| **Gemini Enterprise Agent Platform** | N/A | N/A |
| **IBM watsonx.ai** | N/A | N/A |
| **Dataiku** | 8.7/10 | 94 |

#### Building Reports

| Feature | Gemini Enterprise Agent Platform | IBM watsonx.ai | Dataiku | 
|---|---|---|---|
| **Data Transformation** | Not enough data | Not enough data | 8.5 (92 reviews) | 
| **Data Modeling** | Not enough data | Not enough data | 8.6 (89 reviews) | 
| **WYSIWYG Report Design** | Not enough data | Not enough data | 7.7 (85 reviews) | 
| **Integration APIs** | Not enough data | Not enough data | 8.1 (89 reviews) | 

#### Platform

| Feature | Gemini Enterprise Agent Platform | IBM watsonx.ai | Dataiku | 
|---|---|---|---|
| **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 (6):** [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), [Data Science and Machine Learning Platforms](https://www.g2.com/categories/data-science-and-machine-learning-platforms), [Machine Learning Software](https://www.g2.com/categories/machine-learning), [ Low-Code Machine Learning Platforms Software](https://www.g2.com/categories/low-code-machine-learning-platforms)

**Unique to Gemini Enterprise Agent Platform (1):** [ AI Agent Builders Software](https://www.g2.com/categories/ai-agent-builders)

**Unique to IBM watsonx.ai (3):** [Synthetic Data Tools](https://www.g2.com/categories/synthetic-data), [AI Content Creation Platforms Software](https://www.g2.com/categories/ai-content-creation-platforms), [ AI Agent Builders Software](https://www.g2.com/categories/ai-agent-builders)

**Unique to Dataiku (6):** [AI Orchestration Software](https://www.g2.com/categories/ai-orchestration), [AWS Marketplace Software](https://www.g2.com/categories/aws-marketplace), [Big Data Analytics Software](https://www.g2.com/categories/big-data-analytics), [Analytics Platforms](https://www.g2.com/categories/analytics-platforms), [Predictive Analytics Software](https://www.g2.com/categories/predictive-analytics), [AI Agents For Business Operations](https://www.g2.com/categories/ai-agents-for-business-operations)


---
## Reviewer Demographics

### By Company Size

| Segment | Gemini Enterprise Agent Platform | IBM watsonx.ai | Dataiku | 
|---|---|---|---|
| **Small-Business** | 42.3% | 42.6% | 18.0% | 
| **Mid-Market** | 25.8% | 31.0% | 20.2% | 
| **Enterprise** | 31.9% | 26.4% | 61.7% | 

### By Industry

#### Gemini Enterprise Agent Platform

- **Computer Software:** 17.9%
- **Information Technology and Services:** 14.1%
- **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:** 40.0%

#### IBM watsonx.ai

- **Information Technology and Services:** 19.8%
- **Computer Software:** 12.7%
- **Consulting:** 7.1%
- **Financial Services:** 6.3%
- **Banking:** 6.3%
- **Market Research:** 4.8%
- **Marketing and Advertising:** 4.8%
- **Telecommunications:** 4.0%
- **Computer & Network Security:** 3.2%
- **Automotive:** 3.2%
- **Other:** 27.8%

#### Dataiku

- **Financial Services:** 14.9%
- **Pharmaceuticals:** 7.7%
- **Manufacturing:** 5.5%
- **Retail:** 5.5%
- **Consulting:** 5.0%
- **Information Technology and Services:** 5.0%
- **Insurance:** 5.0%
- **Banking:** 4.4%
- **Oil & Energy:** 4.4%
- **Airlines/Aviation:** 3.3%
- **Other:** 39.2%

---
## Alternatives

### Alternatives to Gemini Enterprise Agent Platform

- [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 (769 reviews)
- [Amazon SageMaker](https://www.g2.com/products/amazon-sagemaker/reviews) — 4.2/5 stars (51 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)
- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (809 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 (53 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)

### Alternatives to IBM watsonx.ai

- [Databricks](https://www.g2.com/products/databricks/reviews) — 4.6/5 stars (769 reviews)
- [SAS Viya](https://www.g2.com/products/sas-sas-viya/reviews) — 4.3/5 stars (798 reviews)
- [Altair AI Studio](https://www.g2.com/products/rapidminer-studio/reviews) — 4.6/5 stars (516 reviews)
- [Snowflake](https://www.g2.com/products/snowflake/reviews) — 4.6/5 stars (741 reviews)
- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (809 reviews)
- [MATLAB](https://www.g2.com/products/matlab/reviews) — 4.5/5 stars (770 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)
- [ServiceNow AI Agents](https://www.g2.com/products/servicenow-ai-agents/reviews) — 4.3/5 stars (424 reviews)
- [Canva](https://www.g2.com/products/canva/reviews) — 4.7/5 stars (7466 reviews)

### Alternatives to Dataiku

- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (809 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)
- [Tableau](https://www.g2.com/products/tableau/reviews) — 4.4/5 stars (3649 reviews)
- [Databricks](https://www.g2.com/products/databricks/reviews) — 4.6/5 stars (769 reviews)
- [Spotfire Analytics](https://www.g2.com/products/spotfire-analytics/reviews) — 4.2/5 stars (362 reviews)
- [Amazon SageMaker](https://www.g2.com/products/amazon-sagemaker/reviews) — 4.2/5 stars (51 reviews)
- [Qlik Sense](https://www.g2.com/products/qlik-sense/reviews) — 4.4/5 stars (928 reviews)
- [SAS Viya](https://www.g2.com/products/sas-sas-viya/reviews) — 4.3/5 stars (798 reviews)
- [Domo](https://www.g2.com/products/domo/reviews) — 4.3/5 stars (1005 reviews)

---
## Top Discussions

### 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..."

### IBM watsonx.ai

No discussions available for this product.

### Dataiku

- Title: [What data visualization and reporting methods do you support?](https://www.g2.com/discussions/data-visualization) — 2 comments, 1 upvote *(includes official response)*
  > **Top comment:** "Dataiku supports a number of tools for engaging stakeholders and team members, including:

- 25 types of interactive charts

- Dashboards that allow you..."
- Title: [Can I securely work on my sensitive data?](https://www.g2.com/discussions/can-i-securely-work-on-my-sensitive-data) — 2 comments, 2 upvotes
  > **Top comment:** "Hi,

DSS is on-premise software but we also provide a Amazon image and Docker if desired. You can try DSS on your own computer for free by downloading the..."
- Title: [What machine learning algorithms do you support?](https://www.g2.com/discussions/techical-specifications-5dafbb22-fb53-40e6-99ca-920a3000c257) — 1 comment, 1 upvote *(includes official response)*
  > **Top comment:** "Dataiku leverages machine learning libraries from scikit-learn, Spark MLlib, H2O and Vertica for guided ML analyses that give you instant visual &..."
- Title: [What programming languages do you support?](https://www.g2.com/discussions/techical-specifications-168d61c9-5165-4b3f-bded-0167b92ff8ed) — 1 comment, 1 upvote *(includes official response)*
  > **Top comment:** "Dataiku allows you to integrate code into your analytic workflow with code recipes using your favorite languages.Additionally, Dataiku features notebooks for..."
- Title: [What data wrangling techniques do you support?](https://www.g2.com/discussions/techical-specifications-ab5002f3-fd5f-4acb-8fbd-280592800a16) — 1 comment, 1 upvote *(includes official response)*
  > **Top comment:** "Dataiku enables numerous data preparation and shaping options through visual recipes that don’t require coding skills. The scope of data wrangling techniques..."

---
**Source:** [G2.com](https://www.g2.com) | [Comparison Page](https://www.g2.com/compare/gemini-enterprise-agent-platform-vs-ibm-watsonx-ai-vs-dataiku)