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AI Visibility Scorecard
Engineered Solutions and Design
glafentech.com · Automotive
At 2.7/10, Engineered Solutions and Design is close to invisible in AI search today. Most assistants will not cite it when asked about your category - fixable, and the signals below show exactly where to start.
Monitoring for AI engine activity
In the Engagemii AEO index
#314,087 of 331,956 in Automotive for AI visibility
2.7
/10
AEO Score
About Engineered Solutions and Design
from our crawl and measurement
"ABOUT GlafenTech (formerly GlafenSaab) is a family Business started in 2017. We started by making and selling Repair Kits for 2010-12 Saab 9-5NG to fix issues with the electrical system." That is how Engineered Solutions and Design introduces itself. As far as answer engines are concerned it may as well not exist yet: 2.7 out of 10.
On its own pages the site does well on crawler access and the files AI engines look for. It is passable on a partly stated business identity. What holds it back is a heading structure that lays out what it offers, sitemaps and entity links AI can follow, structured data describing the business and credibility markers like credentials or reviews.
Off the page, almost no other sites link to it, the domain does not yet read as established, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. None of that can be fixed on the page: it has to be earned.
The site links to no social profiles, so there is nothing tying the brand to a wider presence.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
4
Clear headings and answer-style content.
Entity Clarity
5
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
1
Experience, Expertise, Authority, Trust markers.
Technical AEO
7
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
4
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
0
No inbound links found yet.
Domain Trust
0
Little domain authority yet.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
0
No Reddit mentions 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 2.7/10, Engineered Solutions and Design is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Engineered Solutions and Design
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Why your brand doesn't show up in ChatGPT answers (and how to fix it)
ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.
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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/glafentech
Cite this score: Engagemii (2026). "AEO Score for Engineered Solutions and Design." Retrieved from https://engagemii.com/aeo/brands/glafentech
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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