Data as of Aug 16, 2026 · Based on 3,131,739 AI responses across 10,525 prompts · See how Parse measures this
Red Hat is the leading provider of enterprise open source software solutions, offering a broad portfolio of hybrid cloud infrastructure, application services, automation, and AI technologies. More than 90% of Fortune 500 companies rely on Red Hat to deliver IT services quickly and cost-effectively across any infrastructure.
Tone of voice
67% of how AI describes Red Hat reads positive.
Words AI uses
AI reaches for open-source · recommended · agentless when it describes Red Hat.
Sources
redhat.com shapes more of what AI says about Red Hat than any other source, at 40% of its citations.
developers.redhat.com · parse.gl · docs.redhat.com · youtube.com
The market map
Kubernetes and Container Platform Tools →Excerpts where Red Hat appeared in the AI's answer

Red Hat OpenShift : The market leader in enterprise Kubernetes application platforms.
Excerpts where Red Hat appeared in the AI's answer

Red Hat Advanced Cluster Management (RHACM) : The gold standard if your organization relies heavily on Red Hat OpenShift
Excerpts where Red Hat appeared in the AI's answer

Red Hat — best if you're heavily invested in OpenShift/Kubernetes governance
Excerpts where Red Hat appeared in the AI's answer

Red Hat AI / OpenShift AI : Built natively on enterprise Kubernetes using vLLM

Red Hat AI Inference Server provides a supported, hardened distribution of vLLM
Excerpts where Red Hat appeared in the AI's answer

Red Hat — OpenShift + Application Foundations: Especially comprehensive for enterprise and hybrid-cloud development.

Red Hat – OpenShift provides an integrated application development and delivery platform with Kubernetes, CI/CD, and developer tooling.
Excerpts where Red Hat appeared in the AI's answer

Red Hat — historically one of the strongest examples of open-source commercialization.