AI Visibility Scorecard
Vision Lighting Ltd
ledtrough.com · Manufacturing & Industrial
Somewhat visible. AI bots can read Vision Lighting Ltd, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 1 times
Claude
#61,604 of 267,889 in Manufacturing & Industrial for AI visibility
5
AEO Visibility
iBorderline · 5.3/10
55
Muse Index Score
iAI agent readiness
Transactable · 55/100
0
AI Adoption
iNone detected · 0/100
About Vision Lighting Ltd
from our crawl and measurement
Vision Lighting Ltd is a business whose own site puts it this way: "Shop high-quality LED lighting solutions for your home and business at Vision Lighting. Find the latest LED lights, lamps, and more. Next Day Delivery Available." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.3 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (Organization), a sitemap and a readable heading structure. It is missing an llms.txt file.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 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
Good
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
Sitemaps and entity links AI can follow.
Off-page authority
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.
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 5.3/10, Vision Lighting Ltd has a working base to build on - fixable, and the signals above are where to start.
Frequently Asked Questions
Why Choose LED Lighting Systems For Your Signage?
With a range of lighting products on the market, as well as different types of bulbs, you may be wondering why LED systems are the best choice for your lighting needs.Ultimately, LED light sources are said to be the brightest option on offer. LED light sources are far more energy-efficient than the fluorescent predecessors because for far less power consumption there is the same, if not more, lumens output.
Is this your brand?
The exact fixes for Vision Lighting Ltd
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
The search landscape has fundamentally shifted. While Google still dominates, millions of users now ask questions to ChatGPT, Gemini, and Claude instead of typing into a search bar.
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Source & Attribution
Scored by Engagemii on August 10, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/ledtrough
Cite this score: Engagemii (2026). "AEO Score for Vision Lighting Ltd." Retrieved from https://engagemii.com/aeo/brands/ledtrough
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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