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Artificial Intelligence

Build and deploy quality AI agent systems

Securely connect your data with any AI model to create accurate, domain-specific applications.
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benefits

The only unified platform for agent systems

Stop relying on generic AI models. Databricks has the tools to build agent systems that deliver accurate, data-driven results.

Agents built on your data

Quickly develop agents that are tuned on your enterprise data across multiple systems. Use any model, from classical ML to GenAl, to apply the best solution to your application’s needs.

Custom evaluation

Mosaic AI offers built-in evaluation for agents, supporting any AI model. Measure agent output quality with AI judges, evaluate fixes and redeploy quickly. Across ML and GenAI apps, you can identify production issues, analyze root causes and take corrective actions.

Governance

Maintain data security with end-to-end governance for agents. Enforce guardrails for all of your models, automate access controls, set rate limits and track data lineage across your entire workflow.

44% improvement in accuracy

FactSet built a text-to-code knowledge agent, evolving from a single foundation model to an agent system, in order to deliver higher-quality responses to natural language questions from nontechnical users.

Read the FactSet Story

$10M in productivity gains

Block built an AI agent system using Mosaic AI to automate operations for their sellers, such as generating customized menus.

Watch the Block Story

96% accuracy of responses

Intercontinental Exchange (ICE) built an agent system that securely used their unique financial data to provide highly accurate answers to customer questions.

Read the Intercontinental Exchange Story

10x reduction in cost

Comcast built a personalized viewer experience that boosted engagement through intelligent voice commands while reducing ML costs.

Read the Comcast Story
MOSAIC AI PRODUCTS

Tools for end-to-end AI agent systems

AI Gateway

Consistently apply data governance across every GenAI model in your enterprise. 

Vector Search

A highly performant vector database with real-time syncing of source data.

 

Agent Framework and Evaluation

Build production-quality AI agents with Agent Framework. Agent Evaluation, an integral feature of the framework, ensures agent output quality with AI-assisted assessments and offers an intuitive UI for feedback from human stakeholders.

Model Serving

Unified deployment for agents, GenAI and classical ML models.

Model Training

Fine-tune open source LLMs, pretrain custom LLMs or build classical ML models.

Managed MLflow

Extend open source MLflow, a unified MLOps platform for building better models and generative AI apps, with enterprise-grade reliability, security and scalability.

Lakehouse Monitoring

Monitor your entire AI workflow — from data and features to GenAI and classical ML models — without additional tools and complexity.

The Databricks Data Intelligence Platform

Explore the full range of tools available on the Databricks Data Intelligence Platform to seamlessly integrate data and AI across your organization.

USE CASES

Build high-quality agent systems

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