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Unity AI Gateway

Multi-AI governance and cost control

Control AI access, spend and observability across agents, tools, models and MCPs.
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TOP TEAMS SUCCEED WITH AI GOVERNANCE
BENEFITS

Governance, observability and spend controls across AI

As AI adoption expands across agents, tools and workflows, Unity AI Gateway helps organizations manage cost, security and governance across their AI estate.

Govern AI everywhere

Apply consistent governance across Databricks-hosted AI, external models, coding agents, agent harnesses, MCPs and AI frameworks without locking teams into a single provider or stack.

Control access and AI spend

Control your AI estate with centralized policies, contextual guardrails, identity-aware controls, budgets, rate limits and spend governance to keep AI aligned with business requirements. 

End-to-end AI observability

Capture prompts, traces, tool calls, payload logs, audit logs and policy decisions across every AI interaction to monitor behavior, investigate incidents and support compliance.

FEATURES

Production-grade AI governance

Unity AI Gateway provides centralized governance, tracing, guardrails and operational controls for enterprise AI systems.

Catalog and govern AI services, agents, MCP servers and tools with centralized runtime controls and visibility.

Centralized AI Access

Apply identity-aware policies that control what agents can access, what actions they can take and which tools they can use.

Contextual Policies

Monitor prompts, traces, token usage and tool activity with Lakewatch and Unity Catalog-governed inference tables.

Agent Monitoring

Apply built-in, custom and third-party guardrails across prompts, responses and AI interactions to enforce safety and compliance policies.

AI Guardrails

Track token consumption, enforce budgets and manage AI costs across users, teams, applications and model providers.

AI Cost Controls

More features

Traffic Management

Apply rate limits, load balancing and traffic controls across models, agents and AI endpoints.

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Fallback Routing

Automatically route traffic to backup models during outages or quality degradation to improve reliability.

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Audit Logging

Capture governed audit logs for AI activity, tool usage, runtime policies and model access.

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Hard Spend Caps

Automatically stop AI spending when predefined budget thresholds are reached across models, agents and providers.

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MLflow Integration

Connect Unity AI Gateway with MLflow to trace, evaluate and monitor AI systems across development and production.

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Databricks Lakewatch Integration

Stream AI activity, audit logs and runtime telemetry into Lakewatch for security monitoring and threat detection.

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USE CASES

Govern every AI interaction

Omnigent on Databricks

Run, supervise and share agents above any harness, hosted on Databricks

Omnigent runs your agents above the harnesses you already use, so you can compose Claude Code, Codex and custom agents in one workflow. Contextual policies (e.g., progressive safety and cost controls) are enforced at runtime through Unity AI Gateway, and every session is traced in MLflow and shareable with a single link.

PRICING

Usage-based pricing keeps spending in check

Only pay for the products you use at per-second granularity.
RELATED PRODUCTS

Build governed AI with Databricks

Explore how our suite of products integrates seamlessly to enhance your agentic estate.

Unity Catalog

Unity Catalog governs the data, models, functions and tools that power AI systems. Unity AI Gateway extends those controls to AI interactions, observability and runtime policy enforcement.

Agent Bricks

One place to build, deploy and orchestrate custom AI agents that know your data, run on any model and stay governed end to end.

Omnigent on Databricks

Hosted Omnigent on Databricks lets teams run existing agent workflows as managed, governed services with built-in runtime controls.

Model Serving

Effortlessly deploy and manage all types of models with a unified interface. Integrate with Unity AI Gateway for advanced governance and scalability.

Model Training

Fine-tune an open source model like Llama 3.1 efficiently with our robust infrastructure.

Managed MLflow

Managed MLflow enhances MLflow, an open source platform developed by Databricks for building better models and AI apps, focusing on enterprise reliability, security and scalability.

Discover your next steps

Unity AI Gateway FAQ

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