What AI says about Red Hat
Part of IBM
Since Jul 5Updated Oct 27, 2026Based on 43,049 AI responses
Reviewed by Dimitry Apollonsky
AI summary
Red Hat provides enterprise open-source software and services to build, deploy, and manage applications across hybrid cloud environments.
Mentioned in
1%
of AI answers about Red Hat and its rivals
Where Red Hat ranks in AI
MarketRank · Mentioned in
- Kubernetes and Container Platform ToolsAI picks SUSE Rancher Prime most62%#8 of 175tied · 20%
- Cloud Infrastructure and Storage SolutionsAI picks Nutanix Cloud Platform and 3 more about as often51%#21 of 120tied · 2%
- Edge Computing Platform ServicesAI picks AWS Wavelength most51%#26 of 290tied · 7%
- Private Artifact Registry ServicesAI picks Google Artifact Registry and 2 more about as often66%#29 of 43tied · 1%
- Developer Portal PlatformsAI picks Backstage most62%#30 of 155tied · 4%
- Ephemeral Cloud Development PlatformsAI picks Coder most43%#59 of 203tied · <1%
- Cloud Infrastructure Management and SecurityAI picks Wiz most35%#61 of 912tied · 2%
- Enterprise Cloud Migration & ModernizationAI picks AWS and 1 more about as often39%#64 of 501tied · 2%
- IT Certification Training ProgramsAI picks NetApp and 1 more about as often41%#64 of 329tied · 1%
- Edge AI Model Optimization ToolsAI picks ONNX Runtime most34%#65 of 491tied · 1%
- Automated Patch & Vulnerability Remediation PlatformsAI picks NinjaOne most52%#81 of 349tied · 1%
- AI Semiconductor and Accelerator VendorsAI picks Qualcomm and 2 more about as often41%#99 of 426tied · 2%
Topics where AI mentions Red Hat
TopicMentioned in · on this topicRank
- AI picks mostMentioned in
- My goal is to manage a large Kubernetes fleet across multiple clouds and data centers. What is the best multi-cluster Kubernetes management platform?on this questionAI picks SUSE Rancher Prime most38%
Excerpts where Red Hat appeared in the AI's answer
ChatGPTOct 4, 2026, ChatGPT with **Rafay** and **Red Hat Advanced Cluster Management (ACM)** as the strongest alternatives.
ChatGPTSep 30, 2026, ChatGPT Red Hat Advanced Cluster Management (ACM) — particularly compelling if you're standardized on OpenShift/Red Hat
- Creating golden machine images for both cloud and on-premise deploymentsCloud Infrastructure Management and Security40%Rank #5tied#5tied
- Infrastructure automation for legacy and cloud systemsCloud Infrastructure Management and Security21%Rank #5tied#5tied
- Monolith refactoring and modernizationEnterprise Cloud Migration & Modernization11%Rank #10tied#10tied
- Cross-platform artifact and container registryPrivate Artifact Registry Services2%Rank #13tied#13tied
- Enterprise-grade petabyte-scale object storageEnterprise Cloud Storage & Data Platforms2%Rank #14tied#14tied
- Legacy code modernization
- Server patch management
- DevOps compliance automation platform
- DevOps agent framework for self-healing systems
- Enterprise AI inference serving
- Enterprise automated incident remediation software
- Automated code documentation
- Edge container deployment
- Hybrid cloud management and governance
- Algorithmic fairness auditing for public sector predictive policing
- Linux server patch management
- Storage certification training
- Real-time edge analytics
- Mainframe and COBOL modernization
- Edge model distillation
- AI picks mostMentioned in
- What are some enterprise PaaS solutions that support Kubernetes and focus on application scalability?on this questionAI picks Red Hat OpenShift most14%
Excerpts where Red Hat appeared in the AI's answer
ChatGPTSep 17, 2026, ChatGPT Red Hat OpenShift is probably the most direct example of a Kubernetes-based PaaS.
ChatGPTSep 9, 2026, ChatGPT Red Hat OpenShift is probably the closest match to a traditional enterprise Kubernetes PaaS.
- I want to train large-scale AI models on sensitive internal data. What is the best AI/ML platform that can be deployed in a private cloud or on-premise?on this questionAI picks Kubeflow most20%
Excerpts where Red Hat appeared in the AI's answer
ChatGPTSep 2, 2026, ChatGPT Red Hat OpenShift AI is probably the strongest enterprise platform for this use case
ChatGPTAug 21, 2026, ChatGPT Red Hat OpenShift AI is a strong option if your organization already runs Kubernetes/OpenShift.
- Who are the leading firms in the optimization of large language models?on this questionAI picks NVIDIA and 4 more about as often19%
Excerpts where Red Hat appeared in the AI's answer
Google AI ModeSep 20, 2026, Google AI Mode Red Hat has become a primary enterprise powerhouse for algorithmic model compression.
ChatGPTSep 12, 2026, ChatGPT Red Hat — Through Neural Magic technology, focuses on model compression and efficient inference on enterprise hardware.
How AI describes Red Hat
Common descriptions
excellent · best · robust · strong · ideal · open-source
Tone of AI’s statements about Red Hat
- Positive49%
- Neutral45%
- Mixed4%
- Negative1%
Question: Where can I find practice exams and study materials for vendor-specific data storage and infrastructure certifications that offer offline access?
ChatGPTOct 25, 2026
lists Cisco, Fortinet, Red Hat, Microsoft Azure, AWS, and other IT certifications
ChatGPTAsk ChatGPT yourself (opens in a new tab)Google AI ModeAsk Google AI Mode yourself (opens in a new tab)
Question: Which edge computing platforms offer managed services for deploying containerized applications close to the end-user?
Google AI ModeOct 24, 2026
Red Hat OpenShift Service / Edge : Offers managed OpenShift container platforms
Google AI ModeAsk Google AI Mode yourself (opens in a new tab)ChatGPTAsk ChatGPT yourself (opens in a new tab)
Question: My goal is to manage a large Kubernetes fleet across multiple clouds and data centers. What is the best multi-cluster Kubernetes management platform?
ChatGPTOct 4, 2026
with **Rafay** and **Red Hat Advanced Cluster Management (ACM)** as the strongest alternatives.
ChatGPTAsk ChatGPT yourself (opens in a new tab)Google AI ModeAsk Google AI Mode yourself (opens in a new tab)
How prominently AI mentions Red Hat
Position in answers
- Named first9%
- 2nd or 3rd22%
- Later69%
Each engine’s share of its own answers across Red Hat’s markets
- ChatGPT1%
- Google AI Mode<1%
Other brands in Cloud Infrastructure Management and Security
Rank
- Wiz#1
- AWS#2
- Terraform#2
- Orca Security#5
- Microsoft#5
Sources AI cites
redhat.com 33%Other sites 67%
- Your site33%
- What is a golden image? (opens in a new tab) · 3%
- What is PaaS? (opens in a new tab) · 2%
- Red Hat Announces Definitive Agreement to Acquire Neural Magic (opens in a new tab) · 1%
- Red Hat Advanced Cluster Management for Kubernetes (opens in a new tab) · 1%Lists Red Hat
- Edge computing with Red Hat OpenShift (opens in a new tab) · 1%Leaves Red Hat out
- Red Hat Advanced Cluster Management for Kubernetes (opens in a new tab) · 1%Leaves Red Hat out
- What is sovereign AI? - Red Hat (opens in a new tab) · 1%
- What is an application development platform? (opens in a new tab) · 1%
- What is IoT Edge computing? (opens in a new tab) · 1%
- What is an image builder? (opens in a new tab) · 1%
- Lists Red Hat on 4 of 4 pages8%
- Chapter 1. multicluster global hub | Multicluster global hub | Red Hat Advanced Cluster Management for Kubernetes | 2.13 | Red Hat Documentation (opens in a new tab) · 1%Lists Red Hat
- Red Hat Advanced Cluster Management for Kubernetes 2.14 Multicluster global hub (opens in a new tab) · 1%
- About | Red Hat Advanced Cluster Management for Kubernetes | 2.16 | Red Hat Documentation (opens in a new tab) · 1%Lists Red Hat
- Chapter 1. multicluster global hub | Multicluster global hub | Red Hat Advanced Cluster Management for Kubernetes | 2.16 | Red Hat Documentation (opens in a new tab) · 1%Lists Red Hat
- About | Red Hat Advanced Cluster Management for Kubernetes | 2.5 | Red Hat Documentation (opens in a new tab) · 1%Lists Red Hat
- Red Hat AI Model Optimization Toolkit | Red Hat AI Inference Server | 3.3 | Red Hat Documentation (opens in a new tab) · 1%
- Red Hat Developer Hub 1.9 (opens in a new tab) · 1%
- Chapter 2. Overview of installing and deploying OpenShift AI | Installing the OpenShift AI Cloud Service | Red Hat OpenShift AI Cloud Service | 1 | Red Hat Documentation (opens in a new tab) · 1%
- Chapter 3. Installing and deploying OpenShift AI | Installing and uninstalling OpenShift AI Self-Managed | Red Hat OpenShift AI Self-Managed | 2.25 | Red Hat Documentation (opens in a new tab) · 1%
- Chapter 1. Overview of OpenShift AI | Introduction to Red Hat OpenShift AI | Red Hat OpenShift AI Self-Managed | 2.25 | Red Hat Documentation (opens in a new tab) · 1%
- Leaves Red Hat out6%
- LLM Compressor: Optimize LLMs for low-latency deployments | Red Hat Developer (opens in a new tab) · 1%
- LLM Semantic Router: Intelligent request routing for large language models | Red Hat Developer (opens in a new tab) · 1%
- Automate VM golden image builds for OpenShift with Packer | Red Hat Developer (opens in a new tab) · 1%Leaves Red Hat out
- Build a zero trust AI pipeline with OpenShift and RHEL CVMs | Red Hat Developer (opens in a new tab) · 1%
- Managing edge solutions with Red Hat: A layered approach | Red Hat Developer (opens in a new tab) · 1%Leaves Red Hat out
- Self-service provisioning of ephemeral environments with Red Hat Developer Hub and Red Hat Advanced Cluster Management for Kubernetes | Red Hat Developer (opens in a new tab) · 1%
- Red Hat Advanced Developer Suite | Red Hat Developer (opens in a new tab) · 1%
- Red Hat OpenShift | Red Hat Developer (opens in a new tab) · 1%
- Red Hat Trusted Software Supply Chain (opens in a new tab) · 1%
- 6%
- How to start with DDD when you have a monolith - Javiera Laso (opens in a new tab) · 1%
- As AI Makes More Health Coverage Decisions, the Risks to ... (opens in a new tab) · 1%
- Accelerate hybrid cloud automation with Red Hat Ansible ... (opens in a new tab) · 1%
- Optimize for performance with vLLM (opens in a new tab) · 1%
- The Ultimate Guide to Local AI and AI Agents (The Future is Here) (opens in a new tab) · 1%
- Optimize LLMs for faster AI inference (opens in a new tab) · 1%
- Best Patch Management Software & Tools Compared (opens in a new tab) · 1%
- Streamline RHEL management and patching with Red Hat Satellite | Full Series - YouTube (opens in a new tab) · 1%
- LLM Compression Explained: Build Faster, Efficient AI ... (opens in a new tab) · 1%
- Lists Red Hat on 2 of 2 pages3%
- Lists Red Hat on 1 of 2 pages1%
- Rancher vs OpenShift: a practical comparison (opens in a new tab) · 1%Lists Red Hat
- Top 5 hybrid Kubernetes platforms compared (2026) (opens in a new tab) · 1%Leaves Red Hat out
- Lists Red Hat on 1 of 1 page1%
The page AI cites most for Red Hat
