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AI Visibility Scorecard
Linux.com
linux.com · Technology
Somewhat visible. AI bots can read Linux.com, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 7 times
ChatGPT · ChatGPT Search · Perplexity · Claude
#28,134 of 2,811,265 in Technology for AI visibility
7
/10
AEO Score
About Linux.com
from our crawl and measurement
"Linux.com is the go-to resource for open source professionals to learn about the latest in Linux and open source technology, careers, best practices, and industry trends." That is how Linux.com introduces itself. To AI engines like ChatGPT and Perplexity it is one of the more visible businesses we measure, scoring 7.0 out of 10.
On the page itself the strengths are clear: a clearly stated business identity and crawler access and the files AI engines look for. It is passable on a workable page structure and partial sitemap and link coverage. What holds it back is structured data describing the business and credibility markers like credentials or reviews.
Away from its own site, other sites link to it, the domain reads as established, it turns up in press coverage, people discuss it in places AI engines read and it comes up on Reddit. Beyond that, AI engines do not yet recognise it as a distinct business.
AI crawlers have visited 4 times in our tracking, including OAI-SearchBot (OpenAI), PerplexityBot and ClaudeBot (Anthropic).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
5
Clear headings and answer-style content.
Entity Clarity
7
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
0
Experience, Expertise, Authority, Trust markers.
Technical AEO
7
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
6
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
5
Established authority for your domain.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
6
Press and news coverage.
Community
9
Forum and community discussion.
7
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 7/10, Linux.com has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Linux.com
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?
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Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/linux
Cite this score: Engagemii (2026). "AEO Score for Linux.com." Retrieved from https://engagemii.com/aeo/brands/linux
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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