AI Visibility Scorecard
Eclipse SDV
eclipsesdv.org · Technology
Somewhat visible. AI bots can read Eclipse SDV, but it is missing the structured signals that push citation rate above competitors.
Monitoring for AI engine activity
In the Engagemii AEO index
#667,089 of 2,705,620 in Technology for AI visibility
5
AEO Visibility
iBorderline · 5.2/10
30
Muse Index Score
iAI agent readiness
Basic · 30/100
0
AI Adoption
iNone detected · 0/100
About Eclipse SDV
from our crawl and measurement
"Explore Eclipse SDV, the open source ecosystem enabling modular, scalable automotive software for next-generation software-defined vehicles." That is how Eclipse SDV Open Source Automotive Software Platform of Sunnyvale, CA introduces itself. Its AI visibility score is 5.2 out of 10: the engines can find it, but they do not have much to hold on to.
Our crawl found structured data on the page (BreadcrumbList, Organization, WebPage), an llms.txt file for AI models and a sitemap.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Fair
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Strong
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Weak
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.
Off-page authority
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
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 5.2/10, Eclipse SDV has a working base to build on - fixable, and the signals above are where to start.
Frequently Asked Questions
What is Eclipse SDV?
Eclipse SDV is the leading open source automotive ecosystem, uniting automakers, suppliers, and technology leaders to build the software foundation for the next generation of mobility. Hosted by the Eclipse Foundation, it provides a vendor-neutral and code-first platform where organisations collaborate to develop modular, industry-ready software building blocks for modern vehicle architectures. See who’s involved
Why Eclipse SDV?
The transition to software-defined vehicles requires more than isolated innovation.
Is this your brand?
The exact fixes for Eclipse SDV
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
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 29, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/eclipsesdv-org
Cite this score: Engagemii (2026). "AEO Score for Eclipse SDV." Retrieved from https://engagemii.com/aeo/brands/eclipsesdv-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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