Mosaic AI by Databricks

Mosaic AI by Databricks is an integrated AI and machine learning platform built on the Databricks Data Intelligence Platform, designed to help organizations develop, deploy, and govern production-grade AI applications. It provides tools for working with both traditional ML models and large language models (LLMs), including capabilities for model training, fine-tuning, evaluation, and serving at scale. Mosaic AI enables teams to use their existing data in Delta Lake and Databricks notebooks to build custom models or adapt foundation models to specific business needs.

Key features include managed vector search, retrieval-augmented generation (RAG) tooling, prompt engineering support, and experiment tracking to compare model performance. The platform also offers guardrails, monitoring, and access controls to manage data privacy, model safety, and regulatory compliance.