Dataiku
UnclaimedThe Universal AI Platform™ for unifying human expertise and AI reasoning at scale.
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TL;DR - Dataiku
- Unifies the entire AI lifecycle from data prep to GenAI and MLOps.
- Empowers diverse teams (business to tech) to collaborate on AI projects.
- Provides robust governance and explainability for enterprise-grade AI at scale.
Pricing: Free plan available
Best for: Growing teams
Pros & Cons
Pros
- Unifies diverse users and data work on a single platform, fostering collaboration.
- Accelerates the development and deployment of AI and analytics solutions.
- Provides strong governance and explainability features for trusted AI.
- Supports both traditional machine learning and cutting-edge Generative AI applications.
- Offers tailored offerings for different team roles like AI/ML and Data Analytics.
Cons
- Requires significant organizational commitment to fully leverage its comprehensive capabilities.
- The breadth of features might have a learning curve for new users.
- Specific pricing details are not publicly available, requiring direct contact for enterprise solutions.
Key Features
Secure LLM gateway for Generative AI developmentNo-code to full-code development tools for AI agents and ML modelsAutomated Machine Learning (AutoML) for faster model buildingVisual data preparation and cleansing toolsInteractive dashboards and data visualizationGenAI-powered storytelling for analytics and insightsAI governance and risk management across all AI projectsAutomated data pipelines and MLOps for deployment and monitoring
Pricing Plans
Free TrialFree Edition
Free
- Install Dataiku on Your Infrastructure
- Collaborate with up to 3 users
- Prepare data and build basic data projects and apps (no deployment, automation, governance)
- 3 users
- Visual Data Prep & AutoML
- Full Code (Python, R) Data Prep & ML
- The LLM Mesh
- End User Analytics & AI Applications
- Generative AI-Powered Assistants
- Limited Data Connectivity
- Limited Data Protection & Security Features
Free Trial
Free
- Ready in under 2 minutes
- Fully managed by Dataiku on our secure servers
- Collaborate with up to 2 users
- Start exploring end-to-end Dataiku features for building and automating AI projects
- 2 users
- Visual Data Prep & AutoML
- Full Code (Python, R) Data Prep & ML
- The LLM Mesh
- End User Analytics & AI Applications
- Generative AI-Powered Assistants
- Limited Data Connectivity
- Limited Data Protection & Security Features
Paid Editions
Contact us
- Scale AI with enterprise-wide collaboration, governance, ops, and model deployment features
- Tailored offerings for any size team or business
- Hosted by Dataiku or self-hosted
- Enterprise-wide Collaboration Features
- Visual Data Prep & AutoML
- Full Code (Python, R) Data Prep & ML
- The LLM Mesh
- End User Analytics & AI Applications
- Generative AI-Powered Assistants
- Data Connectivity
- Data Protection & Security Features
- Pipeline Automation Features
- Advanced LLM Mesh
- Enterprise-Wide Deployment
- AI Governance Features
- Ops & Model Deployment Features
About Dataiku
By Toolradar Team·
Dataiku is a comprehensive platform designed to empower organizations to build, deploy, and manage AI and analytics projects across the enterprise. It unifies various data work, from data preparation and traditional analytics to machine learning and Generative AI, within a single, governed environment. The platform caters to a wide range of users, from business analysts to data scientists and ML engineers, enabling them to collaborate and accelerate the development of AI-powered solutions.
Dataiku facilitates the entire AI lifecycle, offering tools for secure LLM gateway, development, evaluation, and governance for Generative AI and agents. It provides robust capabilities for machine learning, including AutoML and advanced techniques, with a focus on explainability. For analytics, it enhances BI and self-service efforts through visualizations, dashboards, and GenAI-powered storytelling. The platform also significantly speeds up data preparation, allowing users to connect, cleanse, and prepare data efficiently for various AI and analytical tasks. It emphasizes AI governance and MLOps to ensure responsible and scalable AI deployment.
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Dataiku FAQ
How does Dataiku ensure the responsible and secure deployment of Generative AI models, particularly concerning LLM usage?
Dataiku provides a secure LLM gateway, along with dedicated development, evaluation, and governance tools, to ensure that Generative AI applications and agents are built and deployed responsibly and securely at an enterprise scale. This includes managing risks and maintaining visibility across the AI portfolio.
Can Dataiku integrate with existing data infrastructure and other AI tools, or does it require a complete migration to its ecosystem?
Dataiku is designed for flexibility and seamless integration. It allows organizations to leverage their existing infrastructure and adopt new tools, providing options to integrate with their current ecosystem while maintaining the ability to evolve their technology stack without requiring a complete migration.
What specific capabilities does Dataiku offer to bridge the gap between business users and technical data teams in AI projects?
Dataiku unifies business and technical teams through a shared, governed platform. It offers visual, no-code tools for data preparation and analytics, alongside full-code environments for data scientists and ML engineers. Features like GenAI-powered storytelling and collaborative project spaces enable everyone to contribute and understand AI initiatives, accelerating use case delivery.
How does Dataiku support the operationalization and continuous monitoring of machine learning models and AI agents in production environments?
Dataiku includes robust AI Engineering Operations (MLOps) capabilities. This involves automating data pipelines for clean and timely data, deploying and managing models and agents in production, automating drift monitoring, and enabling easy comparison of model performance to ensure continuous, high-quality outputs for business applications.
Beyond general analytics, what specialized solutions does Dataiku offer for industries like manufacturing or pharmaceuticals?
Dataiku provides ready-to-use industry-specific solutions. For manufacturing, it helps reduce downtime and improve quality. In pharmaceuticals, it speeds up R&D and ensures compliance. For banking and FSI, it focuses on risk management, and for retail/CPG, it aids in demand forecasting and customer understanding.
What is the extent of Dataiku's AutoML capabilities, and how does it balance ease of use with advanced customization for data experts?
Dataiku's AutoML offers a guided approach for building and evaluating advanced machine learning models, making it accessible for citizen developers. Simultaneously, it provides cutting-edge techniques and full-code options, allowing data experts to customize and fine-tune models, speed up feature engineering, and track experiments within an easy-to-use visual ML framework.
Source: dataiku.com