AI Visibility Scorecard
Eclipse IoT
iot.eclipse.org · Technology
Somewhat visible. AI bots can read Eclipse IoT, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 1 times
Claude
#181,331 of 2,704,685 in Technology for AI visibility
6
AEO Visibility
iBorderline · 5.9/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
About Eclipse IoT
from our crawl and measurement
"Eclipse IoT fosters global industrial collaboration on an end-to-end secure and flexible IoT architecture fully focused on open source software." That is how Eclipse IoT introduces itself. Its AI visibility score is 5.9 out of 10: the engines can find it, but they do not have much to hold on to.
The site gets some of it right: it has a sitemap, a readable heading structure. What holds it back is what is absent, including structured data describing the business, an llms.txt file.
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
Strong
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Good
Established authority for your domain.
Reference Presence
Strong
Recognized in AI knowledge graphs.
News & Press
Weak
No press coverage found yet.
Community
Strong
Forum and community discussion.
Social Mentions
Weak
No social discussion found yet.
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 5.9/10, Eclipse IoT has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Eclipse IoT
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
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Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/iot-eclipse-org
Cite this score: Engagemii (2026). "AEO Score for Eclipse IoT." Retrieved from https://engagemii.com/aeo/brands/iot-eclipse-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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