AI Visibility Scorecard
Evan Designs
modeltrainsoftware.com · E-commerce
At 3.63/10, Evan Designs is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are Domain Authority, News & Press and Community. That is fixable, and the signals below show where to start.
AI engines read this profile 11 times
Claude · Meta AI · ChatGPT · Apple Intelligence
Top 5% in E-commerce for AI visibility
67
AI Naming Predictability
iNamed occasionally · 67/100
E-commerce average 18
Top 4% of E-commerce
See what's behind this score →3.63
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in E-commerce average 9. Claim your page and Engagemii is your first.
See what's behind this score →40
Muse Index Score
iAI agent readiness
Transactable · 40/100
E-commerce average 27
See what's behind this score →0
About Evan Designs
from our crawl and measurement
Evan Designs 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!" To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.63 out of 10.
Our crawl found structured data on the page (SiteNavigationElement, WebPage, WebSite), an llms.txt file for AI models and a sitemap.
AI crawlers have read this profile 11 times in our tracking, including ClaudeBot (Anthropic), Meta AI and GPTBot (ChatGPT).
- Company ·
- Evan Designs
- Website ·
- modeltrainsoftware.com
- Industry ·
- E-commerce
- Location ·
- Fort Collins, CO
- 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
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.
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 3.63/10, Evan Designs is near-invisible to AI engines today. That is fixable, and the signals above are where to start.
Frequently Asked Questions
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
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 Evan Designs.
Evan Designs lists 124 products, 117 in stock, priced 0.50 to 136.00.
Show all 124 products
- Rough Diesel Idle Sound Circuit · 15.00 · Model Making
- Regulated 12 Volt DC Power Supply · 12.00 · out of stock · Wire, switch, more
- Regulated 3 Volt Power Supply · 14.00 · out of stock · Wire, switch, more
- 7-19 volt Flickering Miniature LEDs · 3.85 · Even More LEDs
- 5-12 volt Flickering Miniature LEDs · 3.85 · Even More LEDs
- LED Lights For 1:43 Diecast Emergency Vehicles · 10.00 · Even More LEDs
- Flicker String of Tiny Lights · 18.90 · Hobby LEDs
- Sci Fi Sound Effect Heavy Blaster Sound Effect Circuit · 15.00 · Model Making
- LED Flickering Light Kit · 6.65 · Hobby LEDs
- International Plug Adapters · 5.75
- Twisted Kynar Wire · 8.00 · Wire, switch, more
- Solid 3mm Square LEDs · 2.25 · Even More LEDs
- Thunder Sound Effect for your Miniature Storm Scenes · 18.50 · Diecast Police - Lights - Siren
- Flashing Color Change LED · 3.50 · Hobby LEDs
- Miniature Color Changing LED Lights · 2.50 · Even More LEDs
- Sound of a Geiger Counter for your dioramas! · 16.00 · Model Making
- Red Alert Siren · 15.00 · Diecast Police - Lights - Siren
- 3 Volt Solid Bulb LEDs · 2.25 · Hobby LEDs
- 3 Volt Flashing Bulb LEDs · 2.25 · Hobby LEDs
- Blacksmith Sound Effects Circuit · 15.00 · Model Making
- Haunted House Night Light LED Lighting Kit · 9.00 · out of stock · Model Making
- Miniature On Off Rocker Switch · 3.50 · Wire, switch, more
- Foghorn Siren · 16.00 · Even More LEDs
- Star Destroyer Light Kit · 28.00 · out of stock · Lights for Minis
- Wine Box Vignette Kit Lighting · 5.00 · Model Making
- Quick Burst Strobe Light · 5.85 · Hobby LEDs
- Pink or Pink, Yellow, Green Chip Light Strings · 15.00 · Model Making
- Miniature Industrial Pendant Lamp · 5.00 · Model Making
- Fiber Optic Master Pack · 5.65 · Model Making
- String Mega LEDs · 16.00 · Hobby LEDs
- Bulb Slow Flash LED · 2.25 · Even More LEDs
- Reverse Momentary Switch ("Off" When Pressed) · 2.00 · Wire, switch, more
- LED Photo Sensor · 8.00 · Wire, switch, more
- 3 volt Flickering Miniature LEDs · 3.85 · Even More LEDs
- SMD Slow Flash LED Lights · 3.25 · Even More LEDs
- Separated 7 to 19 V AC/DC LED · 4.00 · Hobby LEDs
- Chip Nano Pico and Z LEDs · 2.25 · Hobby LEDs
- Flashing 3mm Square LEDs · 2.25 · Even More LEDs
- Chip Nano Pico LEDs with 14" wire · 2.35 · Hobby LEDs
- Model Train Mars light Or Heartbeat Effect LED · 16.00 · Hobby LEDs
- Lightning! Create a realistic storm in your miniature land · 18.00 · Hobby LEDs
- Fiber Optic Connector · 0.50 · Model Making
- Miniature On Off Toggle Switch · 2.00 · Wire, switch, more
- 3 Way Slide Switch · 2.00 · Model Making
- Deka LED Lights · 2.25 · Hobby LEDs
- Lighted Push Button Switch · 4.00 · Wire, switch, more
- Motion Sensor for Turning on and Off Your LED Projects · 8.00 · Wire, switch, more
- USB Type A Power Supply Cable: Power for your LEDs · 3.75 · Wire, switch, more
- Master Grade Barbatos Gundam Lighting Kit · 15.25 · out of stock · Model Making
- Timer for 3 Volt LEDs · 6.00 · Wire, switch, more
- Panel Mount Push Button Switch · 3.00 · Wire, switch, more
- Side Glow Fiber Optics · 0.95 · Wire, switch, more
- Rotating LED Lights Circuit For Diecast Models · 15.00 · Hobby LEDs
- Diecast Police Cars Wig-Wag Circuit for Headlights & Taillights · 16.99 · Model Making
- Flashing Mega LEDs · 4.00 · Model Making
- Give the Gift of a Gift Card! · 10.00 · Gift Card
- 3 Volt Small Coin Cell Holder with Switch · 2.75 · Wire, switch, more
- Slide On Off Switch · 2.00 · Wire, switch, more
- Knight Rider LED Light Circuit · 17.00 · Model Making
- Breathing mini LED · 2.50 · Hobby LEDs
- Gooseneck Lamp · 6.00 · Model Making
- 3 Flash Warning for Radio Towers, Smokestacks, and Airplanes · 16.00 · Model Making
- Flashing SMD Chip LEDs · 3.25 · Hobby LEDs
- Slow Warning Flashers · 2.35 · Even More LEDs
- Bi Directional LED · 3.50 · Even More LEDs
- Universal Flashing LEDs for transformers · 3.25 · Hobby LEDs
- Universal Solid LEDs for transformers · 3.25 · Hobby LEDs
- Super Bright Solid Mega LEDs · 2.50 · Hobby LEDs
- Solid LEDs for 5 to 12 volt Battery or Regulated Adapter · 2.25 · Hobby LEDs
- Flashing LEDs For Adding to your Hobby Projects · 2.25 · Diecast Police - Lights - Siren
- Toolkit Bundle · 136.00 · Modeling Software
- 1:18 Undercover Crown Vic or SUV Lights · 48.00 · Even More LEDs
- Model Builder Diorama Software · 39.00 · Modeling Software
- Window Designer · 34.00 · Modeling Software
- Sign Creator · 34.00 · Modeling Software
- The Advertiser · 26.00 · out of stock · Modeling Software
- Lighthouse Light for Miniatures · 17.95 · Even More LEDs
- Police LED Lights for HO 1:87 Scale · 18.00 · Diecast Police - Lights - Siren
- 3 Quick Flash LED Alternator Circuits For Diecast Emergency Vehicles · 15.00 · Even More LEDs
- Graffiti · 12.00 · Modeling Software
- Chase Lights - LED Sequence Flasher · 19.99 · Even More LEDs
- Realistic Police Car Siren For Diecast Vehicles · 18.99 · Model Making
- Nano String Lights · 17.00 · Hobby LEDs
- LED Alternator Circuit · 16.99 · Even More LEDs
- Flickering Fire Kit · 16.99 · Even More LEDs
- Flashing Colored String Light · 17.90 · Even More LEDs
- Fire Truck Siren for your Diecast · 16.00 · Even More LEDs
- Ecto 1 Siren for your Diecast · 16.00 · Even More LEDs
- LED Colored Mini String Lights · 15.90 · Even More LEDs
- Stained Glass · 12.00 · Modeling Software
- String of LED lights Chip Size · 15.00 · Hobby LEDs
- Brickyard · 12.00 · Modeling Software
- Lighting package for scale models · 9.99 · Even More LEDs
- LED Lights For Diecast & Slot Cars · 8.00 · Even More LEDs
- Remote Control and Dimmer for LEDs · 5.50 · Wire, switch, more
- Wire Stripper with Spring · 8.00 · Wire, switch, more
- Magnet Wire Twisted 50 ft spool · 8.00 · Wire, switch, more
- Dollhouse Mini Sized Lighting Package · 6.80 · Lights for Minis
- 4 LED Unit · 7.00 · Even More LEDs
- Welding LED Kit · 6.00 · Hobby LEDs
- Miniature Wall Lamp or Coach Lamp · 6.00 · Even More LEDs
- Touch Sensor Switch · 6.00 · Wire, switch, more
- Sync LEDs · 8.00 · Even More LEDs
- Fire LED Kit · 6.00 · Lights for Minis
- Flashing End of Train Beacon for Model Trains simulates FRED · 5.79 · Even More LEDs
- Chip Light Kit · 5.25 · Hobby LEDs
- Full brightness all around Double LED · 5.00 · Even More LEDs
- Bigger Speaker · 2.00 · Even More LEDs
- Momentary Switch · 2.00 · Wire, switch, more
- Red White Single LED for trains · 3.50 · Even More LEDs
- Tacky Wax for LEDs · 3.50 · out of stock · Wire, switch, more
- Kynar Wire for Connections · 3.00 · Wire, switch, more
- 9 Volt Battery Snap & Micro Push Button Switch For LEDs · 1.25 · Wire, switch, more
- AAA Battery Holder with Switch 3 Volt · 1.50 · Wire, switch, more
- AA Battery Holder with Switch 3 Volt · 1.50 · Wire, switch, more
- 3 Volt Coin Cell Holder · 1.50 · Wire Switch and More
- Shrink Tube · 2.00 · Lights for Minis
- Screw Thread Power Jack Or Standard Power Jack (with or without Added switches) · 2.00 · Wire, switch, more
- Pink or Purple LED Lights · 2.25 · Even More LEDs
- Micro Switch · 2.00 · Wire, switch, more
- 3mm LED or 5mm LED Mounting clips 10 Pack · 1.90 · Wire, switch, more
- Wired Connectors · 1.00 · Wire, switch, more
- custom item or customization charge · 1.00 · Model Making
- Fiber Optic for LEDs · 0.75 · Wire, switch, more
Machine-readable copy: the product feed (JSON).
Source & Attribution
Scored by Engagemii on November 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/modeltrainsoftware
Cite this score: Engagemii (2026). "AEO Score for Evan Designs." Retrieved from https://engagemii.com/aeo/brands/modeltrainsoftware
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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