Red Hat AI Enterprise

Red Hat® AI Enterprise provides the foundation for building, developing, and deploying AI-powered applications across the hybrid cloud.

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What is Red Hat AI Enterprise?

Red Hat AI Enterprise is an integrated AI platform for building and running efficient, cost-effective models, agents, and applications on any infrastructure. It ensures your AI applications stay fast and responsive, even as user demand grows. With layered security and safety, the platform enables hybrid cloud agility while mitigating risk.

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Product highlights

Accelerate future adoption of new technologies from a stable, reliable foundation.

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Feature	Details	Benefit
Customize models with control	Training Hub interface allows use of private data and offers continual and reinforcement learning.	Build, fine-tune, and manage workflows for generative, predictive, and agentic AI applications.
Manage the end-to-end model lifecycle	Build with familiar tools and frameworks on a single, centralized platform with a Kubernetes core.	Reduce complexity and increase efficiency from development to deployment.
Scale without complexity	Meet the demands of foundational models and generative AI by deploying them with vLLM and llm-d.	High throughput, low-latency model serving with intelligent scaling.
Access a centralized catalog and registry	Experiment with validated and optimized models, Model Context Protocol (MCP) servers, and AI agents.	Simplify discovery and explore options to find what works best for your use case.
Implement AI guardrails	Monitor models with performance tracking, as well as data and concept drift detection.	Keep models and outputs fair, transparent, and reliable in real-world deployments.
Optimize resource allocation	Run models across different GPU platforms and hybrid cloud environments.	Reduce operational cost with efficient GPU usage and faster deployments.

Red Hat AI use cases

Generative AI

Produce new content, like text and software code.

Red Hat AI lets you run the generative AI models of your choice, faster, with fewer resources, and lower inference costs.

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Predictive AI

Connect patterns and forecast future outcomes.

With Red Hat AI, organizations can build, train, serve and monitor predictive models, all while maintaining consistency across the hybrid cloud.

Learn about predictive AI with Red Hat AI

Operationalized AI

Create systems that support the maintenance and deployment of AI at scale.

With Red Hat AI, manage and monitor the lifecycle of AI-enabled applications while saving on resources and ensuring compliance with privacy regulations.