AI Visibility Scorecard
Red Hat
cloudformsblog.redhat.com · Media & Entertainment
Borderline visible. AI bots can crawl Red Hat, but the structured-data signals are thin - you are at real risk of being skipped when buyers ask ChatGPT, Claude, or Perplexity for a recommendation.
AI engines read this profile 1 times
Claude
#435,558 of 1,966,405 in Media & Entertainment for AI visibility
3
AI Naming Predictability
iRarely named · 3/100
More likely to be named than 94% of Media & Entertainment companies
3
AEO Visibility
iNear-invisible · 3.4/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
12
AI Adoption
iBasic · 12/100
About Red Hat
from our crawl and measurement
"Get the latest information about our ecosystem of customers, partners, and communities." That is how Red Hat introduces itself. When AI engines look at it, they find little to work with. It scores 3.4 out of 10.
Our crawl found a readable heading structure. It is missing structured data describing the business, an llms.txt file and a sitemap.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 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
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
Off-page authority
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 actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 3.4/10, Red Hat is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Red Hat
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
The search landscape has fundamentally shifted. While Google still dominates, millions of users now ask questions to ChatGPT, Gemini, and Claude instead of typing into a search bar.
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Source & Attribution
Scored by Engagemii on September 30, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/cloudformsblog-redhat
Cite this score: Engagemii (2026). "AEO Score for Red Hat." Retrieved from https://engagemii.com/aeo/brands/cloudformsblog-redhat
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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