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AI Visibility Scorecard

Lighting with Vision

Lighting with Vision

Unclaimed

lwvdesign.com Β· 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.

Monitoring for AI engine activity

In the Engagemii AEO index

#306,182 of 622,084 in Real Estate for AI visibility

4.1

/10

AEO Score

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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 3.9 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.

Industry Β· Real Estate
Last scored Β· Aug 17, 2026

The 6 signals AI reads

Higher is better Β· 0-10

Structured Data

6

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

7

Clear headings and answer-style content.

Entity Clarity

9

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

7

Experience, Expertise, Authority, Trust markers.

Technical AEO

6

robots.txt, llms.txt, and AI-bot crawl access.

AI Discoverability

5

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

1

Inbound links from other sites.

Domain Authority

0

Little domain authority yet.

Reference Presence

0

Not in AI knowledge graphs yet.

News & Press

0

No press coverage found yet.

Community

0

No community discussion yet.

Social Mentions

0

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.

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Weekly ChatGPT & Claude citation tracking

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Picked for Lighting with Vision: How-To

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 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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