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The LLM Mesh — pioneered by Dataiku — is a common backbone for Generative AI applications. It provides the components companies need to build safe applications using Large Language Models (LLMs) at scale efficiently.

With the LLM Mesh sitting between LLM service providers and end-user applications, companies have the agility to choose the most cost-effective models for their needs, both today and tomorrow, ensure the safety of their data and responses as well as create reusable components for scalable application development.

There are five key reasons LLM Mesh is the key to Generative AI success:

1. Decouple the application and AI service layers.

2. Enforce a secure gateway to approved LLM services and maintain an audit trail.

3. Ensure safe use by defining which datasets can be used with which LLM.

4. Control costs and avoid unnecessary re-generation with caching.

5. Enrich queries and responses with built-in retrieval augmentation.

We compared five different LLM models, something we couldn’t do without Dataiku, and found that one model continued to outperform the rest by a healthy margin for our specific use case. We realize that no single LLM is good for every use case. Dataiku Customer CHS Inc.