AI Visibility Scorecard
modeltrainssoftware.com · E-commerce
Somewhat visible. AI bots can read Evan Designs, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 12 times
Meta AI · Claude · Apple Intelligence
#45,434 of 736,354 in E-commerce for AI visibility
6
AEO Visibility
iVisible · 6.1/10
35
Muse Index Score
iAI agent readiness
Basic · 35/100
0
AI Adoption
iNone detected · 0/100
from our crawl and measurement
Buy Battery Powered & Small LED Lights is a Fort Collins, Colorado business whose own site puts it this way: "At Evan Designs, we take pride in offering the very best battery powered LED lights for your projects. Shop our small LED lights, accessories, and more!." Its AI visibility score is 6.1 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 (SiteNavigationElement, WebPage, WebSite), an llms.txt file for AI models and a sitemap.
Strong · Good · Fair · Weak
Structured Data
Good
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
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
Sitemaps and entity links AI can follow.
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.
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 6.1/10, Evan Designs has a working base to build on - fixable, and the signals above are where to start.
Why Should You Use Battery Powered LED Lights?
At Evan Designs, we're dedicated to supplying hobbyists from all over with regular and small LED lights for a variety of fun and interesting projects. Whether you're searching for tiny LED lights for diecast police cars, diorama lighting or model train lights, our selection of bright bulbs and accessories will breathe life into your craft.
Where Can I Buy Micro, Mini, or Other Small LED Lights?
For more than 10 years, Evan Designs has established itself as an experienced supplier of all kinds of battery powered LED lights. Our hobby LED lights are individually tested, inspected for quality and ready to be used in your project. If you are ready to purchase some new LEDs and have any questions, contact us today and we'll be happy to assist you. Contact Us Subscribe today and get 10% off your first purchase
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The exact fixes for Evan Designs
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Your potential customers are asking ChatGPT, Gemini, and Claude questions about your product category. These AI models are giving answers without sending traffic to your website. You're not losing rank. You're losing visibility entirely.
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Scored by Engagemii on August 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/modeltrainssoftware
Cite this score: Engagemii (2026). "AEO Score for Evan Designs." Retrieved from https://engagemii.com/aeo/brands/modeltrainssoftware
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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