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AI Visibility Scorecard
Lighthouse Engineering, LLC
lighthouse-engineers.com · Technology
At 1.9/10, Lighthouse Engineering, LLC is close to invisible in AI search today. Most assistants will not cite it when asked about your category - fixable, and the signals below show exactly where to start.
AI engines read this profile 2 times
Claude
#2,358,168 of 2,651,686 in Technology for AI visibility
1.9
/10
AEO Score
About Lighthouse Engineering, LLC
from lighthouse-engineers.com
Lighthouse Engineering Mapping Grants Groups Projects Tools Client Portal Search Permitting Clean Water Stormwater MS4 Infrastructure Review Planning StreetScapes Zoning Land Development Project Management Media Borough is implementing the plans, mandated by the Pennsylvania Department of Environmental Protection, to install hydrodynamic separators at two locations in town.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
1
Clear headings and answer-style content.
Entity Clarity
4
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
2
Experience, Expertise, Authority, Trust markers.
Technical AEO
5
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
2
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 1.9/10, Lighthouse Engineering, LLC is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Lighthouse Engineering, LLC
Which AI engines already crawl you
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Why your brand doesn't show up in ChatGPT answers (and how to fix it)
ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.
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Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/lighthouse-engineers
Cite this score: Engagemii (2026). "AEO Score for Lighthouse Engineering, LLC." Retrieved from https://engagemii.com/aeo/brands/lighthouse-engineers
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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