AI Visibility Scorecard
EV Builder’s Guide
evbuildersguide.com · Education
At 2.75/10, EV Builder’s Guide is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are Domain Trust, News Mentions and Community. That is fixable, and the signals below show where to start.
AI engines read this profile 5 times
Claude · Meta AI · Parallel
Top 50% in Education for AI visibility
30
AI Naming Predictability
iRarely named · 30/100
Education average 14
Top 12% of Education
See what's behind this score →2.75
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Education average 4. Claim your page and Engagemii is your first.
See what's behind this score →20
0
About EV Builder’s Guide
from our crawl and measurement
EV Builder’s Guide describes itself simply: "Register Email address * Password * Confirm password * Your personal data will be used to support your experience throughout this website, to manage access to your account, and for other." When AI engines look at it, they find little to work with. It scores 2.75 out of 10.
On its own pages the site does well on a clear heading structure. It is passable on some structured data, a partly stated business identity, basic crawler access 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. Beyond that, 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.
It does link out to several social profiles, which helps engines tie the brand together.
- Company ·
- EV Builder’s Guide
- Website ·
- evbuildersguide.com
- Industry ·
- Education
- Location ·
- Durham, NC
- Site status ·
- Live (The website showed an active business site when last checked (Oct 31, 2026).)
- Last scored ·
- Nov 9, 2026
The 6 on-page 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
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
The 6 off-page signals AI reads
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
-
Not yet measured.
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 read your site and name it in answers. At 2.75/10, EV Builder’s Guide is near-invisible to AI engines today. That is fixable, and the signals above are where to start.
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.
Continue reading in your free Engagemii portalSign up free to read the full article and get your AEO fix list for EV Builder’s Guide.
Source & Attribution
Scored by Engagemii on November 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/evbuildersguide
Cite this score: Engagemii (2026). "AEO Score for EV Builder’s Guide." Retrieved from https://engagemii.com/aeo/brands/evbuildersguide
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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