AI Visibility Scorecard
LightBox
edrnet.com · Technology
Somewhat visible. AI bots can read LightBox, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 22 times
Claude · Meta AI · ChatGPT · Apple Intelligence
#23,384 of 2,707,397 in Technology for AI visibility
7
AEO Visibility
iVisible · 6.7/10
35
Muse Index Score
iAI agent readiness
Agent-ready · 35/100
0
AI Adoption
iNone detected · 0/100
About LightBox
from our crawl and measurement
LightBox describes itself simply: "LightBox EDR® delivers trusted environmental data for Phase I ESA, regulatory research, and environmental due diligence workflows nationwide." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.7 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (WebPage, ImageObject, BreadcrumbList), a sitemap and a readable heading structure. It is missing an llms.txt file.
AI crawlers have visited 3 times in our tracking, including ClaudeBot (Anthropic) and GPTBot (ChatGPT).
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
Good
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Strong
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
Strong
Inbound links from other sites.
Domain Authority
Fair
Established authority for your domain.
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 6.7/10, LightBox has a working base to build on - fixable, and the signals above are where to start.
Frequently Asked Questions
What is EDR LightBox used for?
EDR LightBox provides trusted environmental data used by environmental professionals to conduct environmental due diligence, Phase I ESA research, and regulatory records review.
Does EDR LightBox support Phase I ESA requirements?
Yes. EDR LightBox supports Phase I ESA workflows in accordance with ASTM E1527-21, including historical sources, regulatory records, and environmental data.
What types of environmental data are included?
EDR LightBox includes government records, historical aerial photos, fire insurance maps, environmental liens, and other regulatory data sources.
Who uses EDR LightBox?
Environmental professionals, consultants, lenders, and commercial real estate stakeholders rely on EDR LightBox for environmental investigations and due diligence work.
Can EDR LightBox help identify environmental liability?
Yes. EDR LightBox helps identify recognized environmental conditions, potential contamination, and environmental liability risks tied to property ownership.
Is this your brand?
The exact fixes for LightBox
Which AI engines already crawl you
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The AEO Checklist Every Small Business Owner Needs Right Now
Your potential customers are asking ChatGPT, Gemini, and Claude questions about your product category. These AI models are giving answers without sending traffic to your website. You're not losing rank. You're losing visibility entirely.
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Source & Attribution
Scored by Engagemii on August 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/edrnet
Cite this score: Engagemii (2026). "AEO Score for LightBox." Retrieved from https://engagemii.com/aeo/brands/edrnet
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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