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AI Visibility Scorecard
12V Sim
12vsim.com · Automotive
At 2/10, 12V Sim 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
#314,065 of 320,967 in Automotive for AI visibility
2
/10
AEO Score
About 12V Sim
from our crawl and measurement
"Free online 12V DC circuit simulator with wire gauge calculator, voltage drop analysis, and wiring diagrams for boat, RV, camper van, off-grid solar, and automotive 12V. No...." That is how 12V Sim introduces itself. To AI engines like ChatGPT and Perplexity it is close to invisible, scoring 2.0 out of 10.
The site gets some of it right: it has structured data on the page (Organization, WebSite, WebPage), a sitemap. What holds it back is what is absent, including an llms.txt file, a heading structure that lays out what it offers.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
7
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
0
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
0
Experience, Expertise, Authority, Trust markers.
Technical AEO
4
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
2
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
1
Inbound links from other sites.
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 2/10, 12V Sim is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for 12V Sim
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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for 12V Sim.
Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/12vsim
Cite this score: Engagemii (2026). "AEO Score for 12V Sim." Retrieved from https://engagemii.com/aeo/brands/12vsim
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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