Dataiku for Generative AI
Real Applications, Real Safety
Meet the LLM Mesh
A Common Backbone for Generative AI Applications
How can you ensure all the LLM-powered applications you build and deploy are safe, secure, and scalable? Dataiku’s answer is the LLM Mesh, a set of specialized functions and controls that serve as a backbone to support all your Generative AI applications while addressing common IT concerns.
Dataiku’s LLM Mesh monitors cost per query to LLMs, allowing teams to aggregate costs by user or application, forecast costs, and make informed decisions about service usage.
To mitigate risk related to data privacy, Dataiku’s LLM Mesh can evaluate LLM requests and responses for sensitive information like PII, toxicity, and forbidden terms.
The LLM Mesh provides a central, secure way to manage access and controls to AI services and models, including safeguarding API keys.
Use the Latest & Best in Generative AI Technology
All At Your Fingertips
The availability of Generative AI services and models is accelerating — working with a single provider could limit innovation.
With Dataiku’s LLM Mesh infrastructure and algorithm-agnostic approach, your team will always have access to the best Generative AI services and models for maximum agility and performance
READ MORE ABOUT LLM MESH
Design & Operationalize High-Performing, Reusable Prompts
With Dataiku’s Prompt Studios
Prompt engineering is the key to developing robust interactions and reliable outputs from Generative AI services.
With Dataiku’s Prompt Studios, data scientists and engineers can design and operationalize high-performing, reusable prompts, complete with cost estimates across different LLM providers and models.
https://content.dataiku.com/generative-ai-dataiku/prompt-studios
Get Tailored Results
With Retrieval Augmented Generation (RAG)
Infuse your internal company knowledge into the responses of an LLM to get customized results.
By applying (RAG) and semantic search techniques in Dataiku, you can ensure chatbots provide the most relevant, accurate, and trustworthy information possible.
Watch a Video on Retrieval Augmented Generation (RAG)
Build Responsible Generative AI
For Compliance, Fairness, & Trust
Dataiku continues to invest in built-in explainability, Responsible AI, and governance capabilities for robust AI projects that everyone can trust.
Plus, use Dataiku RAFT (Reliable, Accountable, Fair, and Transparent) framework for actionable steps to be ready for future AI regulation.
Read the Full RAFT Ebook
Analyze and Enrich Text Faster
With LLM-Powered NLP Recipes
Take advantage of Generative AI-powered, no-code recipes for text summarization, classification, and more!
Dataiku enables you to:
- Quickly classify large amounts of text without the need for extensive training data or rule sets
- Process text in multiple languages, not just English
- Efficiently and accurately summarize lengthy documents while maintaining the meaning
Watch a Video on LLM-Powered NLP Recipes
