AI Visibility Scorecard
Lighting with Vision
lwvdesign.com · Real Estate
Borderline visible. AI bots can crawl Lighting with Vision, 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 · Meta AI
#366,805 of 720,915 in Real Estate for AI visibility
4
AEO Visibility
iBorderline · 4.1/10
20
Muse Index Score
iAI agent readiness
Basic · 20/100
0
AI Adoption
iNone detected · 0/100
About Lighting with Vision
from our crawl and measurement
Lighting with Vision is a business whose own site puts it this way: "Lighting with Vision offers cost controlled lighting solutions, specializing in lighting design and specification for various projects." When AI engines look at it, they find little to work with. It scores 4.1 out of 10.
Our crawl found structured data on the page (LocalBusiness) and a readable heading structure. It is missing an llms.txt file and a sitemap.
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
Good
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
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 4.1/10, Lighting with Vision is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Lighting with Vision
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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 Lighting with Vision.
Source & Attribution
Scored by Engagemii on August 17, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/lwvdesign
Cite this score: Engagemii (2026). "AEO Score for Lighting with Vision." Retrieved from https://engagemii.com/aeo/brands/lwvdesign
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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