Governance
Enterprise governance with Unity Catalog
MLflow is integrated with Unity Catalog to track the lifecycle and lineage of your app’s assets - models, prompts, datasets, and metrics - and apply access controls.
Unified Data and AI governance
Unity Catalog provides central, unified governance over all your data and AI assets - including GenAI and classic/deep learning ML. Enforce access controls and automatically track lineage.
Prompt Registry
Track every prompt template, its version history, and deployment lifecycle in the Unity Catalog. Each prompt is linked to its associated apps and evaluation results. Integrate prompts into your app’s code base via our SDK to allow non-technical users to edit prompts without access to your code base.
App Version Registry
Track every application version and its associated prompts and evaluation results in the Unity Catalog.
You can store the app’s code as a deployable asset or link to Git commits to integrate with your existing software development lifecycle.
Collaboration & Sharing
Enable cross-organization discovery and sharing of prompts and apps
You can store the app’s code as a deployable asset or link to Git commits to integrate with your existing software development lifecycle.
Evaluation Dataset & Metric Registry
Track and manage evaluation datasets and custom metrics as UC assets.
Get started with MLflow
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Self-hosted Open Source

Apache-2.0 license
Full control over your own infrastructure
Community support

Managed hosting

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Built and maintained by the original creators of MLflow
Full OSS compatibility
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