AI Visibility Scorecard
sumrwind.com · Education
Somewhat visible. AI bots can read SUMR - Segmented Ultralight Morphing Rotor, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 3 times
Claude · Meta AI
#312,024 of 937,379 in Education for AI visibility
5
AEO Visibility
iBorderline · 5.1/10
25
Muse Index Score
iAI agent readiness
Basic · 25/100
0
AI Adoption
iNone detected · 0/100
from our crawl and measurement
"Our mission is to conceptualize, design and demonstrate morphing technologies for 50-megawatt wind turbines that can reduce offshore levelized cost of energy by as much as 50% by 2025." That is how SUMR introduces itself. Its AI visibility score is 5.1 out of 10: the engines can find it, but they do not have much to hold on to.
On its own pages the site does well on crawler access and the files AI engines look for. It is passable on some structured data, a workable page structure, a partly stated business identity and partial sitemap and link coverage. What holds it back is credibility markers like credentials or reviews.
Off the page, other sites link to it. There is some, but not much, sign that the domain is only lightly established and there is little discussion of it. Beyond that, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on and it does not come up on Reddit. None of that can be fixed on the page: it has to be earned.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic). The site links to no social profiles, so there is nothing tying the brand to a wider presence.
Strong · Good · Fair · Weak
Structured Data
Fair
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Fair
Clear headings and answer-style content.
Entity Clarity
Good
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
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
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
Fair
Forum and community discussion.
Social Mentions
Weak
No social discussion found yet.
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 5.1/10, SUMR - Segmented Ultralight Morphing Rotor has a working base to build on - fixable, and the signals above are where to start.
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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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Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/sumrwind
Cite this score: Engagemii (2026). "AEO Score for SUMR - Segmented Ultralight Morphing Rotor." Retrieved from https://engagemii.com/aeo/brands/sumrwind
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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