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AI Visibility Scorecard
Red Hat
redhat.com · Technology
Well-positioned for AI search. The breakdown below shows where Red Hat is still leaving points on the table.
AI engines read this profile 12 times
ChatGPT · Claude · ChatGPT Search · Amazon Alexa
#2 of 2,586,677 in Technology for AI visibility
8.2
/10
AEO Score
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 8.2 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 visited 11 times in our tracking, including OAI-SearchBot (OpenAI), ClaudeBot (Anthropic) and GPTBot (ChatGPT).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
9
Clear headings and answer-style content.
Entity Clarity
4
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
4
Experience, Expertise, Authority, Trust markers.
Technical AEO
10
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
8
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
10
Inbound links from other sites.
Domain Trust
7
Established authority for your domain.
Entity Presence
10
Recognized in AI knowledge graphs.
News Mentions
7
Press and news coverage.
Community
9
Forum and community discussion.
8
Reddit mentions and discussion.
What this score means
Your AEO score measures whether AI search engines - ChatGPT, Claude, Perplexity, Gemini - can actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 8.2/10, Red Hat has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Red Hat
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Tech Shoppers Do More Research Than Anyone. Are You There When They're Looking?
Tech buyers are the most research-intensive shoppers on the internet.
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Source & Attribution
Scored by Engagemii on August 5, 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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