Generative AI Features in KNIME
Augment your analytics workflows with powerful GenAI features and scale adoption with customizable model governance and safeguarding functionalities
Bring GenAI to your teams with confidence
Upskill and onboard teams on data science and KNIME with the KNIME AI assistant (K-AI), which generates data science workflows, data visualizations and code snippets based on text prompts.
Adopt the latest GenAI technology with KNIME’s AI extension and access and customize LLM-based solutions.
Govern and scale GenAI usage transparently with an AI Gateway that routes requests through trusted AI providers and allows you to set permissions, add guard-railing workflows, and track GenAI usage.
Augment data work with GenAI
Build and upskill faster with KNIME’s AI assistant (K-AI)
- Build simple analyses fully automatically and document them with K-AI.
- Learn how to use KNIME better by asking K-AI how certain nodes work or how to approach creating a workflow.
Customize LLMs with the KNIME AI extension
- Connect to and prompt large language models (LLMs), chat models, and embedding models provided by OpenAI, Azure OpenAI Service, Hugging Face, and GPT4ALL.
- Combine data with LLMs using vector stores and agents, build in custom business logic and prompts securely, and get more relevant results.
Generate scripts and visualizations automatically with KNIME’s AI coding assistant
- Create Python scripts efficiently by prompting KNIME’s AI-powered coding assistant.
- Build custom visualizations in a few seconds by simply prompting the AI coding assistant.
Govern GenAI usage with powerful enterprise features
Set trusted AI providers according to company policies
- Route all GenAI requests through one or multiple trusted AI providers so you can be confident your data isn’t being sent out to untrusted tools.
- Set internal AI tools as a trusted source for routing GenAI requests.
Keep data safe with guard-railing workflows
- Prevent sensitive information being accessed by GenAI tools with KNIME
“guard-railing” workflows that block requests including sensitive data. - Set workflows that anonymize personally identifiable information before requests are made to GenAI tooling.
Get a birds-eye view with audit logs
- Benefit from a KNIME data app to analyze AI activity and usage history.
- Understand a data science workflow and trace its steps at a glance with KNIME’s visual workflow builder.
Recommended resources
Generative AI Workflow Collection
Browse KNIME workflows for practical apps using large language models, chat models, vector stores, and agents
How to Build Your Own AI-Powered Data Apps
Watch this webinar by KNIME AI experts to learn how to quickly build AI-powered data apps for your specific needs.