# Dataiku vs SAS Enterprise Guide Comparison
---
## AI Generated Summary
- **G2 reviewers report** that Dataiku excels in user collaboration, particularly due to its no-code platform that allows both technical and non-technical users to work together seamlessly. Users appreciate the ease of sharing workbooks, which enhances teamwork and project efficiency.
- **Users say** that SAS Enterprise Guide offers a robust process flow feature that is highly regarded for its ability to create reusable code. This functionality is particularly beneficial for users looking to streamline their workflow and generate unique records effectively.
- **According to verified reviews** , Dataiku's implementation process is praised for its quick setup, with users highlighting the intuitive onboarding experience. This ease of setup is a significant advantage for teams looking to get started without extensive training.
- **Reviewers mention** that SAS Enterprise Guide's query builder is a standout feature, simplifying complex data queries by automatically resolving 'where' conditions. This tool is especially useful for users who need to navigate data quickly and efficiently.
- **G2 reviewers highlight** that Dataiku's strong support quality is a key differentiator, with users noting the responsiveness and helpfulness of the support team. This level of support can be crucial for organizations that rely on timely assistance for their data projects.
- **Users report** that while both platforms have strong data transformation capabilities, SAS Enterprise Guide slightly outperforms in this area, with users appreciating its advanced features for data manipulation and analysis, which can enhance overall project outcomes.



| | Dataiku | SAS Enterprise Guide | 
|---|---|---|
| **Star Rating** | 4.4 out of 5 | 4.3 out of 5 | 
| **Total Reviews** | 221 | 117 | 
| **Largest Market Segment** | Enterprise (62.1% of reviews) | Enterprise (55.9% of reviews) | 
| **Entry Level Price** | No pricing available | No pricing available | 

---
## Top Pros & Cons

### Dataiku

Pros:
- Features (80 reviews)
- Ease of Use (79 reviews)

Cons:
- Learning Curve (43 reviews)
- Steep Learning Curve (25 reviews)

### SAS Enterprise Guide

Pros:
- Ease of Use (8 reviews)
- User Interface (4 reviews)

Cons:
- Slow Performance (3 reviews)
- Complex Usage (2 reviews)

---
## Ratings Comparison
| Rating | Dataiku | SAS Enterprise Guide | 
|---|---|---|
  | **Meets Requirements** | 8.7 (191 reviews) | 8.7 (57 reviews) | 
  | **Ease of Use** | 8.7 (190 reviews) | 8.4 (93 reviews) | 
  | **Ease of Setup** | 8.1 (151 reviews) | 8.1 (50 reviews) | 
  | **Ease of Admin** | 8.0 (61 reviews) | 8.0 (14 reviews) | 
  | **Quality of Support** | 8.5 (174 reviews) | 8.0 (51 reviews) | 
  | **Has the product been a good partner in doing business?** | 8.6 (61 reviews) | 9.0 (14 reviews) | 
  | **Product Direction (% positive)** | 8.9 (185 reviews) | 7.9 (55 reviews) | 

---
## Pricing

### Dataiku

#### Entry-Level Pricing

No pricing available

#### Free Trial

Yes

### SAS Enterprise Guide

#### Entry-Level Pricing

No pricing available

#### Free Trial

No information available

---
## Features Comparison By Category

### Analytics Platforms

| Product | Score | Reviews |
|---|---|---|
| **Dataiku** | 8.1/10 | 102 |
| **SAS Enterprise Guide** | 8.1/10 | 67 |

#### Reports

| Feature | Dataiku | SAS Enterprise Guide | 
|---|---|---|
| **Reports Interface** | 7.8 (77 reviews) | 8.4 (47 reviews) ✓ Verified | 
| **Steps to Answer** | 7.8 (77 reviews) | 7.9 (48 reviews) ✓ Verified | 
| **Graphs and Charts** | 7.6 (77 reviews) | 8.3 (44 reviews) ✓ Verified | 
| **Score Cards** | 7.5 (75 reviews) | 8.1 (33 reviews) ✓ Verified | 
| **Dashboards** | 7.6 (77 reviews) | 7.8 (35 reviews) ✓ Verified | 

#### Data Preparation

| Feature | Dataiku | SAS Enterprise Guide | 
|---|---|---|
| **Connectors** | 8.7 (66 reviews) | 7.9 (28 reviews) ✓ Verified | 
| **Data Governance** | 8.2 (64 reviews) | 7.9 (24 reviews) ✓ Verified | 

#### Data Modeling and Blending

| Feature | Dataiku | SAS Enterprise Guide | 
|---|---|---|
| **Data Querying** | 8.6 (63 reviews) | 9.1 (30 reviews) ✓ Verified | 
| **Data Filtering** | 8.6 (63 reviews) | 8.9 (29 reviews) ✓ Verified | 
| **Data Blending** | 8.7 (63 reviews) | 8.5 (30 reviews) ✓ Verified | 

#### Generative AI

| Feature | Dataiku | SAS Enterprise Guide | 
|---|---|---|
| **AI Text Generation** | 8.0 (52 reviews) | 7.0 (18 reviews) | 
| **AI Text Summarization** | 8.0 (51 reviews) | 7.0 (17 reviews) | 

#### Agentic AI - Analytics Platforms

| Feature | Dataiku | SAS Enterprise Guide | 
|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | 
| **Multi-step Planning** | Not enough data | Not enough data | 
| **Cross-system Integration** | Not enough data | Not enough data | 
| **Adaptive Learning** | Not enough data | Not enough data | 
| **Natural Language Interaction** | Not enough data | Not enough data | 
| **Proactive Assistance** | Not enough data | Not enough data | 
| **Decision Making** | Not enough data | Not enough data | 

#### Self Service 

| Feature | Dataiku | SAS Enterprise Guide | 
|---|---|---|
| **Calculated Fields** | 8.2 (77 reviews) | 8.1 (44 reviews) ✓ Verified | 
| **Data Column Filtering** | 8.6 (76 reviews) | 8.9 (44 reviews) ✓ Verified | 
| **Data Discovery** | 8.4 (76 reviews) | 8.7 (44 reviews) ✓ Verified | 
| **Search** | 8.0 (75 reviews) | 8.1 (41 reviews) ✓ Verified | 
| **Collaboration / Workflow** | 8.7 (75 reviews) | 7.9 (41 reviews) ✓ Verified | 
| **Automodeling** | 8.1 (75 reviews) | 7.8 (33 reviews) ✓ Verified | 

#### Deployment & Integration - Analytics Platforms

| Feature | Dataiku | SAS Enterprise Guide | 
|---|---|---|
| **No-code Dashboard Builder** | Not enough data | Not enough data | 
| **Report Scheduling and Automation** | Not enough data | Not enough data | 
| **Embedded Analytics and White-labeling** | Not enough data | Not enough data | 
| **Data Source Connectivity** | Not enough data | Not enough data | 

#### Advanced Analytics

| Feature | Dataiku | SAS Enterprise Guide | 
|---|---|---|
| **Predictive Analytics** | 8.4 (75 reviews) | 8.5 (41 reviews) ✓ Verified | 
| **Data Visualization** | 7.8 (77 reviews) | 7.8 (44 reviews) ✓ Verified | 
| **Big Data Services** | 8.1 (75 reviews) | 8.1 (42 reviews) ✓ Verified | 

#### Performance & Scalability - Analytics Platforms

| Feature | Dataiku | SAS Enterprise Guide | 
|---|---|---|
| **Large data handling and Query Speed** | Not enough data | Not enough data | 
| **Concurrent User Support** | Not enough data | Not enough data | 

#### Advanced Analytics & Modeling - Analytics Platforms

| Feature | Dataiku | SAS Enterprise Guide | 
|---|---|---|
| **Data Modeling and Governance** | Not enough data | Not enough data | 
| **Notebook and Script Integration** | Not enough data | Not enough data | 
| **Built-in Predictive and Statistical Models** | Not enough data | Not enough data | 

#### Agentic AI Capabilities - Analytics Platforms

| Feature | Dataiku | SAS Enterprise Guide | 
|---|---|---|
| **Auto-generated Insights and Narratives** | Not enough data | Not enough data | 
| **Natural Language Queries** | Not enough data | Not enough data | 
| **Proactive KPI Monitoring and Alerts** | Not enough data | Not enough data | 
| **AI Agents for Analytical Follow-ups** | Not enough data | Not enough data | 

#### Personalized Intelligence - Analytics Platforms

| Feature | Dataiku | SAS Enterprise Guide | 
|---|---|---|
| **Behavioral Learning for Contextual Query Refinement** | Not enough data | Not enough data | 
| **Role-based Insight Personalization** | Not enough data | Not enough data | 
| **Conversational and Prompt-based Analytics** | Not enough data | Not enough data | 

#### Building Reports

| Feature | Dataiku | SAS Enterprise Guide | 
|---|---|---|
| **Data Transformation** | 8.5 (94 reviews) | 9.1 (30 reviews) ✓ Verified | 
| **Data Modeling** | 8.6 (91 reviews) | 8.4 (29 reviews) ✓ Verified | 
| **WYSIWYG Report Design** | 7.8 (86 reviews) | 7.2 (24 reviews) ✓ Verified | 
| **Integration APIs** | 8.1 (90 reviews) | 7.4 (22 reviews) ✓ Verified | 

### MLOps Platforms

| Product | Score | Reviews |
|---|---|---|
| **Dataiku** | 8.5/10 | 18 |
| **SAS Enterprise Guide** | N/A | N/A |

#### Deployment

| Feature | Dataiku | SAS Enterprise Guide | 
|---|---|---|
| **Language Flexibility** | 8.2 (16 reviews) | Not enough data | 
| **Framework Flexibility** | 8.8 (16 reviews) | Not enough data | 
| **Versioning** | 8.6 (16 reviews) | Not enough data | 
| **Ease of Deployment** | 9.0 (17 reviews) | Not enough data | 
| **Scalability** | 9.1 (16 reviews) | Not enough data | 

#### Deployment

| Feature | Dataiku | SAS Enterprise Guide | 
|---|---|---|
| **Language Flexibility** | 7.9 (13 reviews) | Not enough data | 
| **Framework Flexibility** | 8.6 (14 reviews) | Not enough data | 
| **Versioning** | 8.6 (14 reviews) | Not enough data | 
| **Ease of Deployment** | 9.0 (15 reviews) | Not enough data | 
| **Scalability** | 8.9 (14 reviews) | Not enough data | 

#### Management

| Feature | Dataiku | SAS Enterprise Guide | 
|---|---|---|
| **Cataloging** | 7.9 (15 reviews) | Not enough data | 
| **Monitoring** | 8.8 (16 reviews) | Not enough data | 
| **Governing** | 8.6 (16 reviews) | Not enough data | 
| **Model Registry** | 8.1 (15 reviews) | Not enough data | 

#### Operations

| Feature | Dataiku | SAS Enterprise Guide | 
|---|---|---|
| **Metrics** | 8.7 (15 reviews) | Not enough data | 
| **Infrastructure management** | 8.5 (14 reviews) | Not enough data | 
| **Collaboration** | 9.0 (15 reviews) | Not enough data | 

#### Management

| Feature | Dataiku | SAS Enterprise Guide | 
|---|---|---|
| **Cataloging** | 7.7 (13 reviews) | Not enough data | 
| **Monitoring** | 8.6 (14 reviews) | Not enough data | 
| **Governing** | 8.1 (14 reviews) | Not enough data | 

#### Generative AI

| Feature | Dataiku | SAS Enterprise Guide | 
|---|---|---|
| **AI Text Generation** | 8.6 (7 reviews) | Not enough data | 
| **AI Text Summarization** | 8.6 (7 reviews) | Not enough data | 

### Data Science and Machine Learning Platforms

| Product | Score | Reviews |
|---|---|---|
| **Dataiku** | 8.2/10 | 92 |
| **SAS Enterprise Guide** | N/A | N/A |

#### System

| Feature | Dataiku | SAS Enterprise Guide | 
|---|---|---|
| **Data Ingestion & Wrangling** | 8.6 (77 reviews) | Not enough data | 

#### Model Development

| Feature | Dataiku | SAS Enterprise Guide | 
|---|---|---|
| **Language Support** | 8.4 (79 reviews) | Not enough data | 
| **Drag and Drop** | 8.9 (81 reviews) | Not enough data | 
| **Pre-Built Algorithms** | 8.6 (81 reviews) | Not enough data | 
| **Model Training** | 8.6 (80 reviews) | Not enough data | 

#### Model Development

| Feature | Dataiku | SAS Enterprise Guide | 
|---|---|---|
| **Feature Engineering** | 8.5 (79 reviews) | Not enough data | 

#### Machine/Deep Learning Services

| Feature | Dataiku | SAS Enterprise Guide | 
|---|---|---|
| **Computer Vision** | 8.0 (75 reviews) | Not enough data | 
| **Natural Language Processing** | 8.1 (75 reviews) | Not enough data | 
| **Natural Language Generation** | 7.9 (74 reviews) | Not enough data | 
| **Artificial Neural Networks** | 7.9 (73 reviews) | Not enough data | 

#### Machine/Deep Learning Services

| Feature | Dataiku | SAS Enterprise Guide | 
|---|---|---|
| **Natural Language Understanding** | 7.8 (69 reviews) | Not enough data | 
| **Deep Learning** | 8.0 (71 reviews) | Not enough data | 

#### Deployment

| Feature | Dataiku | SAS Enterprise Guide | 
|---|---|---|
| **Managed Service** | 8.1 (75 reviews) | Not enough data | 
| **Application** | 8.3 (78 reviews) | Not enough data | 
| **Scalability** | 8.4 (77 reviews) | Not enough data | 

#### Generative AI

| Feature | Dataiku | SAS Enterprise Guide | 
|---|---|---|
| **AI Text Generation** | 8.1 (61 reviews) | Not enough data | 
| **AI Text Summarization** | 8.1 (61 reviews) | Not enough data | 
| **AI Text-to-Image** | 7.8 (60 reviews) | Not enough data | 

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

| Feature | Dataiku | SAS Enterprise Guide | 
|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | 
| **Multi-step Planning** | Not enough data | Not enough data | 
| **Cross-system Integration** | Not enough data | Not enough data | 
| **Adaptive Learning** | Not enough data | Not enough data | 
| **Natural Language Interaction** | Not enough data | Not enough data | 
| **Proactive Assistance** | Not enough data | Not enough data | 
| **Decision Making** | Not enough data | Not enough data | 

### AI Agents For Business Operations

| Product | Score | Reviews |
|---|---|---|
| **Dataiku** | N/A | N/A |
| **SAS Enterprise Guide** | N/A | N/A |

#### Responses

| Feature | Dataiku | SAS Enterprise Guide | 
|---|---|---|
| **Personalization** | Not enough data | Not enough data | 
| **Route To Human** | Not enough data | Not enough data | 
| **Natural Language Understanding (NLU)** | Not enough data | Not enough data | 

#### Automation - AI Agents

| Feature | Dataiku | SAS Enterprise Guide | 
|---|---|---|
| **Sales Follow-Up** | Not enough data | Not enough data | 
| **Customer Interaction Automation** | Not enough data | Not enough data | 
| **Lead Generation** | Not enough data | Not enough data | 
| **Document Processing** | Not enough data | Not enough data | 
| **Feedback Collection** | Not enough data | Not enough data | 

#### Platform

| Feature | Dataiku | SAS Enterprise Guide | 
|---|---|---|
| **Conversation Editor** | Not enough data | Not enough data | 
| **Integration** | Not enough data | Not enough data | 
| **Human-In-The-Loop** | Not enough data | Not enough data | 

#### Autonomy -  AI Agents

| Feature | Dataiku | SAS Enterprise Guide | 
|---|---|---|
| **Independent Decision Making** | Not enough data | Not enough data | 
| **Adaptive Responses** | Not enough data | Not enough data | 
| **Task Execution** | Not enough data | Not enough data | 
| **Problem Solving** | Not enough data | Not enough data | 

#### Generative AI

| Feature | Dataiku | SAS Enterprise Guide | 
|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | 
| **AI Text Summarization** | Not enough data | Not enough data | 

### Generative AI Infrastructure

| Product | Score | Reviews |
|---|---|---|
| **Dataiku** | 7.5/10 | 33 |
| **SAS Enterprise Guide** | N/A | N/A |

#### Scalability and Performance - Generative AI Infrastructure

| Feature | Dataiku | SAS Enterprise Guide | 
|---|---|---|
| **AI High Availability** | 8.0 (18 reviews) | Not enough data | 
| **AI Model Training Scalability** | 7.5 (22 reviews) | Not enough data | 
| **AI Inference Speed** | 7.2 (18 reviews) | Not enough data | 

#### Cost and Efficiency - Generative AI Infrastructure

| Feature | Dataiku | SAS Enterprise Guide | 
|---|---|---|
| **AI Cost per API Call** | 7.0 (17 reviews) | Not enough data | 
| **AI Resource Allocation Flexibility** | 7.3 (10 reviews) | Not enough data | 
| **AI Energy Efficiency** | 8.1 (9 reviews) | Not enough data | 

#### Integration and Extensibility - Generative AI Infrastructure

| Feature | Dataiku | SAS Enterprise Guide | 
|---|---|---|
| **AI Multi-cloud Support** | 7.5 (17 reviews) | Not enough data | 
| **AI Data Pipeline Integration** | 8.1 (22 reviews) | Not enough data | 
| **AI API Support and Flexibility** | 7.5 (17 reviews) | Not enough data | 

#### Security and Compliance - Generative AI Infrastructure

| Feature | Dataiku | SAS Enterprise Guide | 
|---|---|---|
| **AI GDPR and Regulatory Compliance** | 7.5 (17 reviews) | Not enough data | 
| **AI Role-based Access Control** | 7.4 (16 reviews) | Not enough data | 
| **AI Data Encryption** | 7.7 (16 reviews) | Not enough data | 

#### Usability and Support - Generative AI Infrastructure

| Feature | Dataiku | SAS Enterprise Guide | 
|---|---|---|
| **AI Documentation Quality** | 6.9 (23 reviews) | Not enough data | 
| **AI Community Activity** | 7.1 (16 reviews) | Not enough data | 

### Machine Learning

| Product | Score | Reviews |
|---|---|---|
| **Dataiku** | 8.2/10 | 30 |
| **SAS Enterprise Guide** | N/A | N/A |

#### Integration - Machine Learning

| Feature | Dataiku | SAS Enterprise Guide | 
|---|---|---|
| **Integration** | 8.7 (27 reviews) | Not enough data | 

#### Learning - Machine Learning

| Feature | Dataiku | SAS Enterprise Guide | 
|---|---|---|
| **Training Data** | 8.3 (28 reviews) | Not enough data | 
| **Actionable Insights** | 7.9 (29 reviews) | Not enough data | 
| **Algorithm** | 8.0 (29 reviews) | Not enough data | 

### Large Language Model Operationalization (LLMOps)

| Product | Score | Reviews |
|---|---|---|
| **Dataiku** | 7.8/10 | 13 |
| **SAS Enterprise Guide** | N/A | N/A |

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

| Feature | Dataiku | SAS Enterprise Guide | 
|---|---|---|
| **Prompt Optimization Tools** | 8.5 (12 reviews) | Not enough data | 
| **Template Library** | 8.1 (12 reviews) | Not enough data | 

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

| Feature | Dataiku | SAS Enterprise Guide | 
|---|---|---|
| **Batch Processing Support** | 7.4 (12 reviews) | Not enough data | 

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

| Feature | Dataiku | SAS Enterprise Guide | 
|---|---|---|
| **Model Comparison Dashboard** | 7.9 (12 reviews) | Not enough data | 

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

| Feature | Dataiku | SAS Enterprise Guide | 
|---|---|---|
| **Fine-Tuning Interface** | 7.8 (12 reviews) | Not enough data | 

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

| Feature | Dataiku | SAS Enterprise Guide | 
|---|---|---|
| **SDK & API Integrations** | 8.1 (12 reviews) | Not enough data | 

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

| Feature | Dataiku | SAS Enterprise Guide | 
|---|---|---|
| **One-Click Deployment** | 8.6 (12 reviews) | Not enough data | 
| **Scalability Management** | 7.9 (12 reviews) | Not enough data | 

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

| Feature | Dataiku | SAS Enterprise Guide | 
|---|---|---|
| **Content Moderation Rules** | 7.1 (12 reviews) | Not enough data | 
| **Policy Compliance Checker** | 6.9 (12 reviews) | Not enough data | 

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

| Feature | Dataiku | SAS Enterprise Guide | 
|---|---|---|
| **Drift Detection Alerts** | 7.5 (12 reviews) | Not enough data | 
| **Real-Time Performance Metrics** | 7.8 (13 reviews) | Not enough data | 

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

| Feature | Dataiku | SAS Enterprise Guide | 
|---|---|---|
| **Data Encryption Tools** | 7.8 (12 reviews) | Not enough data | 
| **Access Control Management** | 7.6 (12 reviews) | Not enough data | 

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

| Feature | Dataiku | SAS Enterprise Guide | 
|---|---|---|
| **Request Routing Optimization** | 7.4 (12 reviews) | Not enough data | 

### AI Agent Builders

| Product | Score | Reviews |
|---|---|---|
| **Dataiku** | N/A | N/A |
| **SAS Enterprise Guide** | N/A | N/A |

#### Customization - AI Agent Builders

| Feature | Dataiku | SAS Enterprise Guide | 
|---|---|---|
| **Natural Language Configuration** | Not enough data | Not enough data | 
| **Tone Customization** | Not enough data | Not enough data | 
| **Security Guardrails** | Not enough data | Not enough data | 

#### Functionality - AI Agent Builders

| Feature | Dataiku | SAS Enterprise Guide | 
|---|---|---|
| **Omni-channel Support** | Not enough data | Not enough data | 
| **Agent Branding** | Not enough data | Not enough data | 
| **Proactive Response Capabilities** | Not enough data | Not enough data | 
| **Seamless Human Escalation** | Not enough data | Not enough data | 

#### Data and Analytics - AI Agent Builders

| Feature | Dataiku | SAS Enterprise Guide | 
|---|---|---|
| **Analytics & Reporting** | Not enough data | Not enough data | 
| **Contextual Awareness** | Not enough data | Not enough data | 
| **Data Privacy Compliance** | Not enough data | Not enough data | 

#### Integration - AI Agent Builders

| Feature | Dataiku | SAS Enterprise Guide | 
|---|---|---|
| **Workflow Automation** | Not enough data | Not enough data | 
| **API Usage** | Not enough data | Not enough data | 
| **Platform Interoperability** | Not enough data | Not enough data | 
| **CRM Data Integration** | Not enough data | Not enough data | 

### AWS Marketplace

| Product | Score | Reviews |
|---|---|---|
| **Dataiku** | N/A | N/A |
| **SAS Enterprise Guide** | N/A | N/A |

#### Agentic AI - AWS Marketplace

| Feature | Dataiku | SAS Enterprise Guide | 
|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | 
| **Multi-step Planning** | Not enough data | Not enough data | 
| **Cross-system Integration** | Not enough data | Not enough data | 

### AI Orchestration

| Product | Score | Reviews |
|---|---|---|
| **Dataiku** | N/A | N/A |
| **SAS Enterprise Guide** | N/A | N/A |

#### Workflow Design & Integration - AI Orchestration

| Feature | Dataiku | SAS Enterprise Guide | 
|---|---|---|
| **Dependency Management** | Not enough data | Not enough data | 
| **Workflow Coordination** | Not enough data | Not enough data | 
| **Multi-Provider API Connectivity** | Not enough data | Not enough data | 
| **Multi-Step Workflow Creation** | Not enough data | Not enough data | 
| **Enterprise System Integration** | Not enough data | Not enough data | 
| **Real-Time Data Pipelines** | Not enough data | Not enough data | 

#### Performance Optimization & Analytics - AI Orchestration

| Feature | Dataiku | SAS Enterprise Guide | 
|---|---|---|
| **Workflow Performance Dashboards** | Not enough data | Not enough data | 
| **Workflow Reporting** | Not enough data | Not enough data | 
| **Resource Utilization Monitoring** | Not enough data | Not enough data | 
| **Computational Resource Management** | Not enough data | Not enough data | 
| **Dynamic Scaling** | Not enough data | Not enough data | 
| **Component Monitoring** | Not enough data | Not enough data | 

#### Governance & Compliance Controls - AI Orchestration

| Feature | Dataiku | SAS Enterprise Guide | 
|---|---|---|
| **Regulatory Compliance** | Not enough data | Not enough data | 
| **Governance Policy Enforcement** | Not enough data | Not enough data | 
| **Role-Based Access Control** | Not enough data | Not enough data | 
| **Audit Trail Management** | Not enough data | Not enough data | 
| **Security Protocols** | Not enough data | Not enough data | 

### Low-Code Machine Learning Platforms

| Product | Score | Reviews |
|---|---|---|
| **Dataiku** | N/A | N/A |
| **SAS Enterprise Guide** | N/A | N/A |

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

| Feature | Dataiku | SAS Enterprise Guide | 
|---|---|---|
| **Automatic Data Profiling & Quality Assessment** | Not enough data | Not enough data | 
| **Multi‑Source Connector Support** | Not enough data | Not enough data | 
| **Schema Drift / Change Detection** | Not enough data | Not enough data | 

#### Model Construction & Automation - Low-Code Machine Learning Platforms

| Feature | Dataiku | SAS Enterprise Guide | 
|---|---|---|
| **Guided Algorithm & Hyperparameter Recommendation** | Not enough data | Not enough data | 
| **Code Extensibility** | Not enough data | Not enough data | 
| **Automated Feature Engineering** | Not enough data | Not enough data | 

### Predictive Analytics

| Product | Score | Reviews |
|---|---|---|
| **Dataiku** | 8.3/10 | 40 |
| **SAS Enterprise Guide** | N/A | N/A |

#### Statistical Tool

| Feature | Dataiku | SAS Enterprise Guide | 
|---|---|---|
| **Scripting** | 8.2 (36 reviews) | Not enough data | 
| **Data Mining** | 8.6 (36 reviews) | Not enough data | 
| **Algorithms** | 8.1 (36 reviews) | Not enough data | 

#### Data Analysis

| Feature | Dataiku | SAS Enterprise Guide | 
|---|---|---|
| **Analysis** | 8.5 (38 reviews) | Not enough data | 
| **Data Interaction** | 8.8 (38 reviews) | Not enough data | 

#### Decision Making

| Feature | Dataiku | SAS Enterprise Guide | 
|---|---|---|
| **Modeling** | 8.7 (36 reviews) | Not enough data | 
| **Data Visualizations** | 7.9 (37 reviews) | Not enough data | 
| **Report Generation** | 7.8 (36 reviews) | Not enough data | 
| **Data Unification** | 8.6 (37 reviews) | Not enough data | 

#### Generative AI

| Feature | Dataiku | SAS Enterprise Guide | 
|---|---|---|
| **AI Text Generation** | 8.7 (21 reviews) | Not enough data | 
| **AI Text Summarization** | 8.3 (21 reviews) | Not enough data | 

### Big Data Analytics

| Product | Score | Reviews |
|---|---|---|
| **Dataiku** | 8.7/10 | 48 |
| **SAS Enterprise Guide** | N/A | N/A |

#### Data Transformation

| Feature | Dataiku | SAS Enterprise Guide | 
|---|---|---|
| **Real-Time Analytics** | 8.6 (45 reviews) | Not enough data | 
| **Data Querying** | 9.2 (40 reviews) | Not enough data | 

#### Connectivity

| Feature | Dataiku | SAS Enterprise Guide | 
|---|---|---|
| **Hadoop Integration** | 8.2 (39 reviews) | Not enough data | 
| **Spark Integration** | 8.3 (41 reviews) | Not enough data | 
| **Multi-Source Analysis** | 8.8 (42 reviews) | Not enough data | 
| **Data Lake** | 8.9 (45 reviews) | Not enough data | 

#### Operations

| Feature | Dataiku | SAS Enterprise Guide | 
|---|---|---|
| **Data Visualization** | 8.1 (43 reviews) | Not enough data | 
| **Data Workflow** | 9.1 (42 reviews) | Not enough data | 
| **Governed Discovery** | 8.7 (41 reviews) | Not enough data | 
| **Embedded Analytics** | 8.7 (41 reviews) | Not enough data | 
| **Notebooks** | 8.9 (36 reviews) | Not enough data | 

### AI Agents

| Product | Score | Reviews |
|---|---|---|
| **Dataiku** | N/A | N/A |
| **SAS Enterprise Guide** | N/A | N/A |

#### Agentic AI - AI Agents

| Feature | Dataiku | SAS Enterprise Guide | 
|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | 
| **Multi-step Planning** | Not enough data | Not enough data | 
| **Cross-system Integration** | Not enough data | Not enough data | 
| **Adaptive Learning** | Not enough data | Not enough data | 
| **Natural Language Interaction** | Not enough data | Not enough data | 
| **Proactive Assistance** | Not enough data | Not enough data | 
| **Decision Making** | Not enough data | Not enough data | 

### Big Data

| Product | Score | Reviews |
|---|---|---|
| **Dataiku** | 8.7/10 | 96 |
| **SAS Enterprise Guide** | N/A | N/A |

#### Building Reports

| Feature | Dataiku | SAS Enterprise Guide | 
|---|---|---|
| **Data Transformation** | 8.5 (94 reviews) | 9.1 (30 reviews) ✓ Verified | 
| **Data Modeling** | 8.6 (91 reviews) | 8.4 (29 reviews) ✓ Verified | 
| **WYSIWYG Report Design** | 7.8 (86 reviews) | 7.2 (24 reviews) ✓ Verified | 
| **Integration APIs** | 8.1 (90 reviews) | 7.4 (22 reviews) ✓ Verified | 

#### Platform

| Feature | Dataiku | SAS Enterprise Guide | 
|---|---|---|
| **Mobile User Support** | Not enough data | Not enough data | 
| **Customization ** | Not enough data | Not enough data | 
| **User, Role, and Access Management** | Not enough data | Not enough data | 
| **Internationalization** | Not enough data | Not enough data | 
| **Sandbox / Test Environments** | Not enough data | Not enough data | 
| **Performance and Reliability** | Not enough data | Not enough data | 
| **Breadth of Partner Applications** | Not enough data | Not enough data | 

---
## Categories
**Shared Categories (1):** [Analytics Platforms](https://www.g2.com/categories/analytics-platforms)

**Unique to Dataiku (12):** [ Low-Code Machine Learning Platforms Software](https://www.g2.com/categories/low-code-machine-learning-platforms), [AI Orchestration Software](https://www.g2.com/categories/ai-orchestration), [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), [AWS Marketplace Software](https://www.g2.com/categories/aws-marketplace), [MLOps Platforms](https://www.g2.com/categories/mlops-platforms), [Big Data Analytics Software](https://www.g2.com/categories/big-data-analytics), [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), [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), [ AI Agent Builders Software](https://www.g2.com/categories/ai-agent-builders)



---
## Reviewer Demographics

### By Company Size

| Segment | Dataiku | SAS Enterprise Guide | 
|---|---|---|
| **Small-Business** | 17.5% | 16.2% | 
| **Mid-Market** | 20.4% | 27.9% | 
| **Enterprise** | 62.1% | 55.9% | 

### By Industry

#### Dataiku

- **Financial Services:** 14.2%
- **Pharmaceuticals:** 7.6%
- **Manufacturing:** 6.1%
- **Airlines/Aviation:** 6.1%
- **Retail:** 5.6%
- **Information Technology and Services:** 5.6%
- **Consulting:** 5.1%
- **Insurance:** 4.6%
- **Banking:** 4.1%
- **Oil & Energy:** 4.1%
- **Other:** 37.1%

#### SAS Enterprise Guide

- **Banking:** 15.5%
- **Hospital & Health Care:** 14.6%
- **Financial Services:** 10.7%
- **Insurance:** 9.7%
- **Education Management:** 5.8%
- **Government Administration:** 5.8%
- **Higher Education:** 4.9%
- **Utilities:** 3.9%
- **Computer Software:** 2.9%
- **Telecommunications:** 2.9%
- **Other:** 23.3%

---
## Alternatives

### Alternatives to Dataiku

- [Gemini Enterprise Agent Platform](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews) — 4.3/5 stars (660 reviews)
- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (875 reviews)
- [Altair AI Studio](https://www.g2.com/products/rapidminer-studio/reviews) — 4.6/5 stars (520 reviews)
- [KNIME](https://www.g2.com/products/knime-analytics-platform/reviews) — 4.5/5 stars (100 reviews)
- [Databricks](https://www.g2.com/products/databricks/reviews) — 4.6/5 stars (1346 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 (3761 reviews)
- [Domo](https://www.g2.com/products/domo/reviews) — 4.3/5 stars (1034 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) — 4.3/5 stars (56 reviews)

### Alternatives to SAS Enterprise Guide

- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (875 reviews)
- [Microsoft Power BI](https://www.g2.com/products/microsoft-microsoft-power-bi/reviews) — 4.5/5 stars (1645 reviews)
- [Tableau](https://www.g2.com/products/tableau/reviews) — 4.4/5 stars (3761 reviews)
- [KNIME](https://www.g2.com/products/knime-analytics-platform/reviews) — 4.5/5 stars (100 reviews)
- [Qlik Sense](https://www.g2.com/products/qlik-sense/reviews) — 4.4/5 stars (930 reviews)
- [SAP Analytics Cloud](https://www.g2.com/products/sap-analytics-cloud/reviews) — 4.2/5 stars (911 reviews)
- [IBM Cognos Analytics](https://www.g2.com/products/ibm-cognos-analytics/reviews) — 4.1/5 stars (504 reviews)
- [Altair AI Studio](https://www.g2.com/products/rapidminer-studio/reviews) — 4.6/5 stars (520 reviews)
- [Looker](https://www.g2.com/products/looker/reviews) — 4.4/5 stars (1651 reviews)
- [Domo](https://www.g2.com/products/domo/reviews) — 4.3/5 stars (1034 reviews)

---
## Top Discussions

### 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..."

### SAS Enterprise Guide

No discussions available for this product.

---
**Source:** [G2.com](https://www.g2.com) | [Comparison Page](https://www.g2.com/compare/dataiku-vs-sas-enterprise-guide)