AI system cards for Red Hat products
AI models are only one part of what users actually interact with. Real-world value shows up when models are packaged into complete AI systems—with data pipelines, application logic, guardrails, monitoring, and user experiences.
Security beyond the model
System cards extend the "model card" idea to cover the full AI system: architecture, components, data sources, evaluation notes, and—critically—security and safety posture.
"End users engage with systems, not raw models."
Why AI system cards?
An AI system card is meant to help teams make informed choices by documenting how an AI system is built and how it's operated—not just which model it uses.
- Architecture & components: what services, pipelines, and integrations make up the system.
- Models & data: which models are used and what data sources are involved (training, tuning, or augmentation).
- Security & safety posture: scope, guardrails, and how risks, like prompt injection, are addressed.
- Issues & change history: links to security and safety fixes and when they occurred (where applicable).
- Governance & licensing: contacts, accountability, and licensing (commonly CC BY 4.0 for the card text).
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Ask Red Hat AI assistant
A conversational assistant in the Red Hat Customer Portal that helps users find relevant knowledge, docs, and support resources.
- Designed to speed up self-service troubleshooting and discovery of approved Red Hat content.
- This system card documents purpose, scope, core components, data sources, security, and safety considerations.
Ansible Intelligent Assistant
Provides a comprehensive overview of the Red Hat in-product virtual assistant designed to support Ansible Automation Platform users by streamlining troubleshooting and automation tasks through retrieval-augmented generation and API integration.
- Simplifies Ansible platform troubleshooting tasks.
Red Hat AI Inference
An enterprise platform to deploy, serve, and manage AI models.
- Optimized model serving, compression and validation, and distributed inference orchestration across GPU clusters.
Red Hat Developer Lightspeed for Migration Toolkit for Applications
AI coding assistant for modernizing and migrating legacy application code.
- Combines local static analysis with a Retrieval-Augmented Generation knowledge base of historic, contextually accurate migration solutions.
Red Hat Lightspeed malware service
Provides AI-generated summaries for malware.
- AI-generated summaries of known malware signatures for RHEL systems.
Red Hat OpenShift Lightspeed
An AI-powered assistant integrated into the OpenShift web console to help users learn, troubleshoot, and investigate cluster resources.
- Uses official OpenShift documentation for augmentation and provides guidance via natural language prompts.
- This system card covers intent and scope, platform details, provider options, and security considerations, such as prompt injection defenses.
Red Hat Enterprise Linux Lightspeed
AI-assisted guidance for common RHEL workflows, for example, plain-language help in the command line, to simplify operations for new and experienced admins.
- This system card covers intent and scope, platform details, data provenance as well as some safety and security considerations for the product.
FAQ
Do system cards replace security documentation?
No—think of them as an at-a-glance companion that highlights architecture and trust posture, plus pointers to deeper sources, such as documentation, advisories, and governance contacts.
Can we add more system cards?
More cards coming soon.
Note: Some system cards may require a Red Hat login/subscription to view.
Last edited: June 7, 2026
