AI Visibility Scorecard
Red Hat
redhat.com · Technology
Well-positioned for AI search. Its weakest signal, Structured Data, is where Red Hat still has room to grow.
AI engines read this profile 26 times
ChatGPT · Claude · Amazon Alexa · Parallel
Top 1% in Technology for AI visibility
100
AI Naming Predictability
iAI names companies like this often · 100/100
Technology average 28
Top 1% of Technology
See what's behind this score →8.77
3.2
Network Authority
iLightly connected · 3.2/10
4 relationships on record. The bigger your network, the more likely AI picks you.
See what's behind this score →10
Muse Index Score
iAI agent readiness
Basic · 10/100
Technology average 17
See what's behind this score →14
About Red Hat
from our crawl and measurement
Red Hat describes itself simply: "Red Hat is the world’s leading provider of enterprise open source solutions, including high-performing Linux, cloud, container, and Kubernetes technologies." To AI engines like ChatGPT and Perplexity it is one of the more visible businesses we measure, scoring 8.77 out of 10.
Our crawl found an llms.txt file for AI models, a sitemap and a readable heading structure. It is missing structured data describing the business.
AI crawlers have read this profile 26 times in our tracking, including GPTBot (ChatGPT), ClaudeBot (Anthropic) and AmazonBot (Alexa AI).
- Company ·
- Red Hat
- Website ·
- redhat.com
- Industry ·
- Technology
- Location ·
- Raleigh, NC
- Site status ·
- Live (The website showed an active business site when last checked (Oct 31, 2026).)
- Last scored ·
- Nov 8, 2026
The 6 on-page signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Fair
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
Sitemaps and entity links AI can follow.
The 6 off-page signals AI reads
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
Domain Authority
Good
Established authority for your domain.
Reference Presence
Strong
Recognized in AI knowledge graphs.
News & Press
Good
Press and news coverage.
Community
Strong
Forum and community discussion.
Social Mentions
Strong
Social discussion and mentions.
What this score means
Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can read your site and name it in answers. At 8.77/10, Red Hat is well placed; the signals above show what is left to gain.
The AEO Checklist Every Small Business Owner Needs Right Now
Your potential customers are asking ChatGPT, Gemini, and Claude questions about your product category. These AI models are giving answers without sending traffic to your website. You're not losing rank. You're losing visibility entirely.
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Source & Attribution
Scored by Engagemii on November 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/redhat
Cite this score: Engagemii (2026). "AEO Score for Red Hat." Retrieved from https://engagemii.com/aeo/brands/redhat
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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