# Dataiku vs ibi WebFOCUS Comparison
---
## AI Generated Summary
- **G2 reviewers report** that Dataiku excels in user experience, with many users appreciating its **graphical user interface** that simplifies managing code and datasets visually. This feature is particularly beneficial for those looking to quickly prototype and launch their projects.
- **Users say** ibi WebFOCUS stands out for its robust reporting capabilities, with feedback highlighting the ease of creating **dashboards and reports** tailored to specific needs. This adaptability makes it a strong choice for organizations focused on performance tracking.
- **According to verified reviews** , Dataiku's ease of use is frequently praised, with users noting that it allows for a smooth integration of AI into their workflows. This is a significant advantage for teams looking to leverage AI technologies without steep learning curves.
- **Reviewers mention** that ibi WebFOCUS provides a strong support experience, with high ratings for its quality of support. Users appreciate the assistance available when building complex reporting solutions, which can be crucial for enterprise-level applications.
- **G2 reviewers highlight** that while both platforms have similar star ratings, Dataiku's higher G2 Score reflects a broader satisfaction among users, particularly in the realm of **data science and AI integration** , making it a more favorable option for tech-forward organizations.
- **Users report** that ibi WebFOCUS is particularly effective for enterprises needing detailed reporting tools, but some find it less intuitive compared to Dataiku, which is noted for its **plug-and-play functionality** that accelerates project timelines.



| | Dataiku | ibi WebFOCUS | 
|---|---|---|
| **Star Rating** | 4.4 out of 5 | 4.4 out of 5 | 
| **Total Reviews** | 198 | 158 | 
| **Largest Market Segment** | Enterprise (61.4% of reviews) | Enterprise (60.4% of reviews) | 
| **Entry Level Price** | Free 3 Users | 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)

### ibi WebFOCUS

**Not enough data**

---
## Ratings Comparison
| Rating | Dataiku | ibi WebFOCUS | 
|---|---|---|
  | **Meets Requirements** | 8.7 (177 reviews) | 8.7 (137 reviews) | 
  | **Ease of Use** | 8.7 (176 reviews) | 7.8 (139 reviews) | 
  | **Ease of Setup** | 8.1 (137 reviews) | 7.3 (92 reviews) | 
  | **Ease of Admin** | 8.0 (61 reviews) | 7.7 (90 reviews) | 
  | **Quality of Support** | 8.5 (161 reviews) | 8.8 (136 reviews) | 
  | **Has the product been a good partner in doing business?** | 8.6 (61 reviews) | 8.9 (96 reviews) | 
  | **Product Direction (% positive)** | 9.0 (173 reviews) | 9.2 (137 reviews) | 

---
## Pricing

### 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

### ibi WebFOCUS

#### Entry-Level Pricing

No pricing available

#### Free Trial

Yes

---
## Features Comparison By Category

### Analytics Platforms

| Product | Score | Reviews |
|---|---|---|
| **Dataiku** | 8.1/10 | 99 |
| **ibi WebFOCUS** | 8.3/10 | 115 |

#### Reports

| Feature | Dataiku | ibi WebFOCUS | 
|---|---|---|
| **Reports Interface** | 7.8 (76 reviews) | 8.7 (104 reviews) ✓ Verified | 
| **Steps to Answer** | 7.7 (75 reviews) | 8.0 (91 reviews) ✓ Verified | 
| **Graphs and Charts** | 7.5 (76 reviews) | 8.2 (104 reviews) ✓ Verified | 
| **Score Cards** | 7.5 (74 reviews) | 7.9 (80 reviews) ✓ Verified | 
| **Dashboards** | 7.6 (76 reviews) | 8.5 (103 reviews) ✓ Verified | 

#### Data Preparation

| Feature | Dataiku | ibi WebFOCUS | 
|---|---|---|
| **Connectors** | 8.7 (65 reviews) | 8.7 (5 reviews) ✓ Verified | 
| **Data Governance** | 8.2 (63 reviews) | 7.7 (5 reviews) ✓ Verified | 

#### Data Modeling and Blending

| Feature | Dataiku | ibi WebFOCUS | 
|---|---|---|
| **Data Querying** | 8.6 (62 reviews) | 8.3 (6 reviews) ✓ Verified | 
| **Data Filtering** | 8.6 (62 reviews) | 7.6 (7 reviews) ✓ Verified | 
| **Data Blending** | 8.7 (62 reviews) | 8.3 (7 reviews) ✓ Verified | 

#### Generative AI

| Feature | Dataiku | ibi WebFOCUS | 
|---|---|---|
| **AI Text Generation** | 7.9 (51 reviews) | Not enough data | 
| **AI Text Summarization** | 8.0 (50 reviews) | Not enough data | 

#### Agentic AI - Analytics Platforms

| Feature | Dataiku | ibi WebFOCUS | 
|---|---|---|
| **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 | ibi WebFOCUS | 
|---|---|---|
| **Calculated Fields** | 8.2 (76 reviews) | 8.4 (96 reviews) ✓ Verified | 
| **Data Column Filtering** | 8.6 (75 reviews) | 8.6 (97 reviews) ✓ Verified | 
| **Data Discovery** | 8.4 (75 reviews) | 8.7 (75 reviews) ✓ Verified | 
| **Search** | 7.9 (74 reviews) | 8.3 (64 reviews) ✓ Verified | 
| **Collaboration / Workflow** | 8.7 (74 reviews) | 8.0 (61 reviews) ✓ Verified | 
| **Automodeling** | 8.1 (74 reviews) | 7.7 (47 reviews) ✓ Verified | 

#### Deployment & Integration - Analytics Platforms

| Feature | Dataiku | ibi WebFOCUS | 
|---|---|---|
| **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 | ibi WebFOCUS | 
|---|---|---|
| **Predictive Analytics** | 8.4 (74 reviews) | 7.9 (40 reviews) ✓ Verified | 
| **Data Visualization** | 7.8 (76 reviews) | 8.6 (84 reviews) ✓ Verified | 
| **Big Data Services** | 8.0 (74 reviews) | 8.1 (40 reviews) ✓ Verified | 

#### Performance & Scalability - Analytics Platforms

| Feature | Dataiku | ibi WebFOCUS | 
|---|---|---|
| **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 | ibi WebFOCUS | 
|---|---|---|
| **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 | ibi WebFOCUS | 
|---|---|---|
| **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 | ibi WebFOCUS | 
|---|---|---|
| **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 | ibi WebFOCUS | 
|---|---|---|
| **Data Transformation** | 8.5 (92 reviews) | 8.6 (52 reviews) ✓ Verified | 
| **Data Modeling** | 8.6 (89 reviews) | 8.6 (49 reviews) ✓ Verified | 
| **WYSIWYG Report Design** | 7.7 (85 reviews) | 8.6 (43 reviews) ✓ Verified | 
| **Integration APIs** | 8.1 (89 reviews) | 8.6 (34 reviews) ✓ Verified | 

### MLOps Platforms

| Product | Score | Reviews |
|---|---|---|
| **Dataiku** | 8.4/10 | 15 |
| **ibi WebFOCUS** | N/A | N/A |

#### Deployment

| Feature | Dataiku | ibi WebFOCUS | 
|---|---|---|
| **Language Flexibility** | 8.1 (15 reviews) | Not enough data | 
| **Framework Flexibility** | 8.7 (15 reviews) | Not enough data | 
| **Versioning** | 8.6 (15 reviews) | Not enough data | 
| **Ease of Deployment** | 8.9 (15 reviews) | Not enough data | 
| **Scalability** | 9.0 (15 reviews) | Not enough data | 

#### Deployment

| Feature | Dataiku | ibi WebFOCUS | 
|---|---|---|
| **Language Flexibility** | 7.8 (12 reviews) | Not enough data | 
| **Framework Flexibility** | 8.5 (13 reviews) | Not enough data | 
| **Versioning** | 8.5 (13 reviews) | Not enough data | 
| **Ease of Deployment** | 8.8 (13 reviews) | Not enough data | 
| **Scalability** | 8.8 (13 reviews) | Not enough data | 

#### Management

| Feature | Dataiku | ibi WebFOCUS | 
|---|---|---|
| **Cataloging** | 7.6 (13 reviews) | Not enough data | 
| **Monitoring** | 8.5 (13 reviews) | Not enough data | 
| **Governing** | 8.3 (13 reviews) | Not enough data | 
| **Model Registry** | 7.8 (13 reviews) | Not enough data | 

#### Operations

| Feature | Dataiku | ibi WebFOCUS | 
|---|---|---|
| **Metrics** | 8.5 (13 reviews) | Not enough data | 
| **Infrastructure management** | 8.3 (13 reviews) | Not enough data | 
| **Collaboration** | 8.8 (13 reviews) | Not enough data | 

#### Management

| Feature | Dataiku | ibi WebFOCUS | 
|---|---|---|
| **Cataloging** | 7.5 (12 reviews) | Not enough data | 
| **Monitoring** | 8.5 (13 reviews) | Not enough data | 
| **Governing** | 7.9 (13 reviews) | Not enough data | 

#### Generative AI

| Feature | Dataiku | ibi WebFOCUS | 
|---|---|---|
| **AI Text Generation** | 8.3 (6 reviews) | Not enough data | 
| **AI Text Summarization** | 8.3 (6 reviews) | Not enough data | 

### Data Science and Machine Learning Platforms

| Product | Score | Reviews |
|---|---|---|
| **Dataiku** | 8.2/10 | 89 |
| **ibi WebFOCUS** | N/A | N/A |

#### System

| Feature | Dataiku | ibi WebFOCUS | 
|---|---|---|
| **Data Ingestion & Wrangling** | 8.6 (75 reviews) | Not enough data | 

#### Model Development

| Feature | Dataiku | ibi WebFOCUS | 
|---|---|---|
| **Language Support** | 8.4 (78 reviews) | Not enough data | 
| **Drag and Drop** | 8.8 (78 reviews) | Not enough data | 
| **Pre-Built Algorithms** | 8.6 (78 reviews) | Not enough data | 
| **Model Training** | 8.5 (77 reviews) | Not enough data | 

#### Model Development

| Feature | Dataiku | ibi WebFOCUS | 
|---|---|---|
| **Feature Engineering** | 8.5 (78 reviews) | Not enough data | 

#### Machine/Deep Learning Services

| Feature | Dataiku | ibi WebFOCUS | 
|---|---|---|
| **Computer Vision** | 8.0 (74 reviews) | Not enough data | 
| **Natural Language Processing** | 8.1 (74 reviews) | Not enough data | 
| **Natural Language Generation** | 7.9 (73 reviews) | Not enough data | 
| **Artificial Neural Networks** | 7.9 (72 reviews) | Not enough data | 

#### Machine/Deep Learning Services

| Feature | Dataiku | ibi WebFOCUS | 
|---|---|---|
| **Natural Language Understanding** | 7.7 (68 reviews) | Not enough data | 
| **Deep Learning** | 8.0 (70 reviews) | Not enough data | 

#### Deployment

| Feature | Dataiku | ibi WebFOCUS | 
|---|---|---|
| **Managed Service** | 8.1 (74 reviews) | Not enough data | 
| **Application** | 8.2 (77 reviews) | Not enough data | 
| **Scalability** | 8.3 (76 reviews) | Not enough data | 

#### Generative AI

| Feature | Dataiku | ibi WebFOCUS | 
|---|---|---|
| **AI Text Generation** | 8.1 (60 reviews) | Not enough data | 
| **AI Text Summarization** | 8.0 (60 reviews) | Not enough data | 
| **AI Text-to-Image** | 7.7 (59 reviews) | Not enough data | 

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

| Feature | Dataiku | ibi WebFOCUS | 
|---|---|---|
| **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 |
| **ibi WebFOCUS** | N/A | N/A |

#### Responses

| Feature | Dataiku | ibi WebFOCUS | 
|---|---|---|
| **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 | ibi WebFOCUS | 
|---|---|---|
| **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 | ibi WebFOCUS | 
|---|---|---|
| **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 | ibi WebFOCUS | 
|---|---|---|
| **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 | ibi WebFOCUS | 
|---|---|---|
| **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** | 7.3/10 | 26 |
| **ibi WebFOCUS** | N/A | N/A |

#### Scalability and Performance - Generative AI Infrastructure

| Feature | Dataiku | ibi WebFOCUS | 
|---|---|---|
| **AI High Availability** | 7.9 (17 reviews) | Not enough data | 
| **AI Model Training Scalability** | 7.5 (18 reviews) | Not enough data | 
| **AI Inference Speed** | 7.2 (16 reviews) | Not enough data | 

#### Cost and Efficiency - Generative AI Infrastructure

| Feature | Dataiku | ibi WebFOCUS | 
|---|---|---|
| **AI Cost per API Call** | 6.8 (16 reviews) | Not enough data | 
| **AI Resource Allocation Flexibility** | 7.3 (8 reviews) | Not enough data | 
| **AI Energy Efficiency** | 7.9 (8 reviews) | Not enough data | 

#### Integration and Extensibility - Generative AI Infrastructure

| Feature | Dataiku | ibi WebFOCUS | 
|---|---|---|
| **AI Multi-cloud Support** | 7.3 (16 reviews) | Not enough data | 
| **AI Data Pipeline Integration** | 7.7 (18 reviews) | Not enough data | 
| **AI API Support and Flexibility** | 7.2 (15 reviews) | Not enough data | 

#### Security and Compliance - Generative AI Infrastructure

| Feature | Dataiku | ibi WebFOCUS | 
|---|---|---|
| **AI GDPR and Regulatory Compliance** | 7.1 (15 reviews) | Not enough data | 
| **AI Role-based Access Control** | 7.2 (15 reviews) | Not enough data | 
| **AI Data Encryption** | 7.6 (15 reviews) | Not enough data | 

#### Usability and Support - Generative AI Infrastructure

| Feature | Dataiku | ibi WebFOCUS | 
|---|---|---|
| **AI Documentation Quality** | 6.9 (18 reviews) | Not enough data | 
| **AI Community Activity** | 6.9 (15 reviews) | Not enough data | 

### Machine Learning

| Product | Score | Reviews |
|---|---|---|
| **Dataiku** | 8.2/10 | 29 |
| **ibi WebFOCUS** | N/A | N/A |

#### Integration - Machine Learning

| Feature | Dataiku | ibi WebFOCUS | 
|---|---|---|
| **Integration** | 8.7 (26 reviews) | Not enough data | 

#### Learning - Machine Learning

| Feature | Dataiku | ibi WebFOCUS | 
|---|---|---|
| **Training Data** | 8.3 (27 reviews) | Not enough data | 
| **Actionable Insights** | 7.9 (28 reviews) | Not enough data | 
| **Algorithm** | 8.0 (28 reviews) | Not enough data | 

### Large Language Model Operationalization (LLMOps)

| Product | Score | Reviews |
|---|---|---|
| **Dataiku** | 7.5/10 | 11 |
| **ibi WebFOCUS** | N/A | N/A |

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

| Feature | Dataiku | ibi WebFOCUS | 
|---|---|---|
| **Prompt Optimization Tools** | 8.3 (11 reviews) | Not enough data | 
| **Template Library** | 7.9 (11 reviews) | Not enough data | 

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

| Feature | Dataiku | ibi WebFOCUS | 
|---|---|---|
| **Batch Processing Support** | 7.1 (11 reviews) | Not enough data | 

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

| Feature | Dataiku | ibi WebFOCUS | 
|---|---|---|
| **Model Comparison Dashboard** | 7.7 (11 reviews) | Not enough data | 

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

| Feature | Dataiku | ibi WebFOCUS | 
|---|---|---|
| **Fine-Tuning Interface** | 7.6 (11 reviews) | Not enough data | 

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

| Feature | Dataiku | ibi WebFOCUS | 
|---|---|---|
| **SDK & API Integrations** | 7.9 (11 reviews) | Not enough data | 

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

| Feature | Dataiku | ibi WebFOCUS | 
|---|---|---|
| **One-Click Deployment** | 8.5 (11 reviews) | Not enough data | 
| **Scalability Management** | 7.7 (11 reviews) | Not enough data | 

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

| Feature | Dataiku | ibi WebFOCUS | 
|---|---|---|
| **Content Moderation Rules** | 6.8 (11 reviews) | Not enough data | 
| **Policy Compliance Checker** | 6.7 (11 reviews) | Not enough data | 

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

| Feature | Dataiku | ibi WebFOCUS | 
|---|---|---|
| **Drift Detection Alerts** | 7.3 (11 reviews) | Not enough data | 
| **Real-Time Performance Metrics** | 7.4 (11 reviews) | Not enough data | 

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

| Feature | Dataiku | ibi WebFOCUS | 
|---|---|---|
| **Data Encryption Tools** | 7.6 (11 reviews) | Not enough data | 
| **Access Control Management** | 7.4 (11 reviews) | Not enough data | 

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

| Feature | Dataiku | ibi WebFOCUS | 
|---|---|---|
| **Request Routing Optimization** | 7.1 (11 reviews) | Not enough data | 

### AWS Marketplace

| Product | Score | Reviews |
|---|---|---|
| **Dataiku** | N/A | N/A |
| **ibi WebFOCUS** | N/A | N/A |

#### Agentic AI - AWS Marketplace

| Feature | Dataiku | ibi WebFOCUS | 
|---|---|---|
| **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 |
| **ibi WebFOCUS** | N/A | N/A |

#### Workflow Design & Integration - AI Orchestration

| Feature | Dataiku | ibi WebFOCUS | 
|---|---|---|
| **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 | ibi WebFOCUS | 
|---|---|---|
| **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 | ibi WebFOCUS | 
|---|---|---|
| **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 |
| **ibi WebFOCUS** | N/A | N/A |

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

| Feature | Dataiku | ibi WebFOCUS | 
|---|---|---|
| **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 | ibi WebFOCUS | 
|---|---|---|
| **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 | 39 |
| **ibi WebFOCUS** | 8.3/10 | 23 |

#### Statistical Tool

| Feature | Dataiku | ibi WebFOCUS | 
|---|---|---|
| **Scripting** | 8.2 (35 reviews) | 8.3 (14 reviews) | 
| **Data Mining** | 8.5 (35 reviews) | 8.2 (14 reviews) | 
| **Algorithms** | 8.0 (35 reviews) | 8.1 (15 reviews) | 

#### Data Analysis

| Feature | Dataiku | ibi WebFOCUS | 
|---|---|---|
| **Analysis** | 8.5 (37 reviews) | 8.9 (19 reviews) | 
| **Data Interaction** | 8.8 (37 reviews) | 8.3 (21 reviews) | 

#### Decision Making

| Feature | Dataiku | ibi WebFOCUS | 
|---|---|---|
| **Modeling** | 8.6 (35 reviews) | 8.3 (18 reviews) | 
| **Data Visualizations** | 7.9 (36 reviews) | 8.6 (21 reviews) | 
| **Report Generation** | 7.8 (35 reviews) | 8.4 (21 reviews) | 
| **Data Unification** | 8.6 (36 reviews) | 8.0 (18 reviews) | 

#### Generative AI

| Feature | Dataiku | ibi WebFOCUS | 
|---|---|---|
| **AI Text Generation** | 8.6 (20 reviews) | Not enough data | 
| **AI Text Summarization** | 8.3 (20 reviews) | Not enough data | 

### Big Data Analytics

| Product | Score | Reviews |
|---|---|---|
| **Dataiku** | 8.7/10 | 47 |
| **ibi WebFOCUS** | N/A | N/A |

#### Data Transformation

| Feature | Dataiku | ibi WebFOCUS | 
|---|---|---|
| **Real-Time Analytics** | 8.5 (44 reviews) | Not enough data | 
| **Data Querying** | 9.2 (39 reviews) | Not enough data | 

#### Connectivity

| Feature | Dataiku | ibi WebFOCUS | 
|---|---|---|
| **Hadoop Integration** | 8.2 (38 reviews) | Not enough data | 
| **Spark Integration** | 8.3 (40 reviews) | Not enough data | 
| **Multi-Source Analysis** | 8.7 (41 reviews) | Not enough data | 
| **Data Lake** | 8.9 (44 reviews) | Not enough data | 

#### Operations

| Feature | Dataiku | ibi WebFOCUS | 
|---|---|---|
| **Data Visualization** | 8.1 (42 reviews) | Not enough data | 
| **Data Workflow** | 9.1 (41 reviews) | Not enough data | 
| **Governed Discovery** | 8.7 (40 reviews) | Not enough data | 
| **Embedded Analytics** | 8.6 (40 reviews) | Not enough data | 
| **Notebooks** | 8.9 (35 reviews) | Not enough data | 

### AI Agents

| Product | Score | Reviews |
|---|---|---|
| **Dataiku** | N/A | N/A |
| **ibi WebFOCUS** | N/A | N/A |

#### Agentic AI - AI Agents

| Feature | Dataiku | ibi WebFOCUS | 
|---|---|---|
| **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 | 94 |
| **ibi WebFOCUS** | N/A | N/A |

#### Building Reports

| Feature | Dataiku | ibi WebFOCUS | 
|---|---|---|
| **Data Transformation** | 8.5 (92 reviews) | 8.6 (52 reviews) ✓ Verified | 
| **Data Modeling** | 8.6 (89 reviews) | 8.6 (49 reviews) ✓ Verified | 
| **WYSIWYG Report Design** | 7.7 (85 reviews) | 8.6 (43 reviews) ✓ Verified | 
| **Integration APIs** | 8.1 (89 reviews) | 8.6 (34 reviews) ✓ Verified | 

#### Platform

| Feature | Dataiku | ibi WebFOCUS | 
|---|---|---|
| **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 (2):** [Analytics Platforms](https://www.g2.com/categories/analytics-platforms), [Predictive Analytics Software](https://www.g2.com/categories/predictive-analytics)

**Unique to Dataiku (10):** [ 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), [AI Agents For Business Operations](https://www.g2.com/categories/ai-agents-for-business-operations)



---
## Reviewer Demographics

### By Company Size

| Segment | Dataiku | ibi WebFOCUS | 
|---|---|---|
| **Small-Business** | 18.5% | 7.6% | 
| **Mid-Market** | 20.1% | 31.9% | 
| **Enterprise** | 61.4% | 60.4% | 

### By Industry

#### Dataiku

- **Financial Services:** 14.8%
- **Pharmaceuticals:** 7.7%
- **Manufacturing:** 5.5%
- **Consulting:** 5.5%
- **Retail:** 5.5%
- **Information Technology and Services:** 4.9%
- **Insurance:** 4.9%
- **Banking:** 4.4%
- **Oil & Energy:** 4.4%
- **Airlines/Aviation:** 3.3%
- **Other:** 39.0%

#### ibi WebFOCUS

- **Higher Education:** 9.4%
- **Information Technology and Services:** 9.4%
- **Government Administration:** 8.7%
- **Hospital & Health Care:** 8.7%
- **Financial Services:** 7.4%
- **Insurance:** 4.7%
- **Transportation/Trucking/Railroad:** 4.0%
- **Airlines/Aviation:** 3.4%
- **Computer Software:** 3.4%
- **Health, Wellness and Fitness:** 2.7%
- **Other:** 38.3%

---
## Alternatives

### Alternatives to Dataiku

- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (809 reviews)
- [Gemini Enterprise Agent Platform](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews) — 4.3/5 stars (657 reviews)
- [Altair AI Studio](https://www.g2.com/products/rapidminer-studio/reviews) — 4.6/5 stars (516 reviews)
- [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 (3652 reviews)
- [Databricks](https://www.g2.com/products/databricks/reviews) — 4.6/5 stars (780 reviews)
- [Amazon SageMaker](https://www.g2.com/products/amazon-sagemaker/reviews) — 4.2/5 stars (55 reviews)
- [Spotfire Analytics](https://www.g2.com/products/spotfire-analytics/reviews) — 4.2/5 stars (362 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)

### Alternatives to ibi WebFOCUS

- [Tableau](https://www.g2.com/products/tableau/reviews) — 4.4/5 stars (3652 reviews)
- [Spotfire Analytics](https://www.g2.com/products/spotfire-analytics/reviews) — 4.2/5 stars (362 reviews)
- [Microsoft Power BI](https://www.g2.com/products/microsoft-microsoft-power-bi/reviews) — 4.5/5 stars (1627 reviews)
- [Qlik Sense](https://www.g2.com/products/qlik-sense/reviews) — 4.4/5 stars (928 reviews)
- [Looker](https://www.g2.com/products/looker/reviews) — 4.4/5 stars (1642 reviews)
- [Domo](https://www.g2.com/products/domo/reviews) — 4.3/5 stars (1005 reviews)
- [Amazon QuickSight](https://www.g2.com/products/amazon-quicksight/reviews) — 4.3/5 stars (692 reviews)
- [Strategy One (formerly MicroStrategy ONE)](https://www.g2.com/products/strategy-one-formerly-microstrategy-one/reviews) — 4.2/5 stars (600 reviews)
- [Altair AI Studio](https://www.g2.com/products/rapidminer-studio/reviews) — 4.6/5 stars (516 reviews)
- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (809 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..."

### ibi WebFOCUS

- Title: [how do i obtain extra information about upcoming events and opportunities as a student](https://www.g2.com/discussions/how-do-i-obtain-extra-information-about-upcoming-events-and-opportunities-as-a-student) — 3 comments, 1 upvote
  > **Top comment:** "Visit https://www.informationbuilders.com/events
You can also join a local group or the Focal Point online community at http://forums.informationbuilders.com/"
- Title: [What s involved in migrating from WebFocus 8.1.5M to Webfocus 8.2](https://www.g2.com/discussions/33259-what-s-involved-in-migrating-from-webfocus-8-1-5m-to-webfocus-8-2) — 1 comment, 1 upvote
  > **Top comment:** "The upgrade from 8.1 to 8.2 will not be as difficult as a upgrade from 7.1 to 8.0. I'm sure that when you updated from 7 to 8 you had allot of Fex's that..."
- Title: [Can we have migration utility to make migration automated from domain?](https://www.g2.com/discussions/can-we-have-migration-utility-to-make-migration-automated-from-domain) — 1 comment, 1 upvote
  > **Top comment:** "You probably want to take a look at Information Builder's Omni-Gen Data Management platform.  Find more info here:..."
- Title: [Can you provide analytics use-cases for WebFOCUS?](https://www.g2.com/discussions/webfocus-afd7b43f-72c6-4e1b-936e-d59118632b28) — 1 comment, 1 upvote
  > **Top comment:** "An Analytics use-case in place here is determining the effects of Covid-19 /per week across the country  has on our sales."

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