AI Visibility Scorecard
Ledfora Lighting
ledfora.com · Manufacturing & Industrial
Borderline visible. AI bots can crawl Ledfora Lighting, but the structured-data signals are thin - you are at real risk of being skipped when buyers ask ChatGPT, Claude, or Perplexity for a recommendation.
AI engines read this profile 2 times
Claude
#92,218 of 267,381 in Manufacturing & Industrial for AI visibility
5
AEO Visibility
iBorderline · 5/10
40
Muse Index Score
iAI agent readiness
Agent-ready · 40/100
0
AI Adoption
iNone detected · 0/100
About Ledfora Lighting
from our crawl and measurement
Top Reliable Commercial & Residential Lighting Manufacturer describes itself simply: "Ledfora Lighting provide variety of the most cost-effective lamps,The Most Reliable Lighting Manufacturer for Commercial & Residential Use." Its AI visibility score is 5.0 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 (WebPage, BreadcrumbList, WebSite), a sitemap and a readable heading structure. It is missing an llms.txt file.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Good
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
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
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 5/10, Ledfora Lighting is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Why choose us?
Professional As industry experts, we take pride in offering a wide range of energy-efficient options that provide superior illumination and coverage for commercial and industrial spaces. Custom Servise For You Whether you are a retailer looking to create your own brand of LED lights or a business in need of customized lighting solutions, our OEM/ODM factory is here to help.
Is this your brand?
The exact fixes for Ledfora Lighting
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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Ledfora Lighting.
Source & Attribution
Scored by Engagemii on August 10, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/ledfora
Cite this score: Engagemii (2026). "AEO Score for Ledfora Lighting." Retrieved from https://engagemii.com/aeo/brands/ledfora
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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