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AI Visibility Scorecard
ghlighthouse.com · Nonprofits
Somewhat visible. AI bots can read Grand Haven Lighthouse, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 2 times
Claude · Apple Intelligence
#91,606 of 750,773 in Nonprofits for AI visibility
5.8
/10
AEO Score
from our crawl and measurement
Grand Haven Lighthouse is a business whose own site puts it this way: "Preservation 360 Live Cam History Volunteer Photos Local Stories Donor List Contact Us search keep the lights on Our mission is to preserve and restore Grand Haven’s Entrance and Inner." Its AI visibility score is 5.8 out of 10: the engines can find it, but they do not have much to hold on to.
On the page it is passable on a workable page structure and basic crawler access. What holds it back is structured data describing the business, a clearly stated business identity, sitemaps and entity links AI can follow and credibility markers like credentials or reviews.
Off the page, other sites link to it. There is some, but not much, sign that the domain is only lightly established and press coverage is thin. Beyond that, AI engines do not yet recognise it as a distinct business, nobody is discussing it where AI engines look and it does not come up on Reddit. None of that can be fixed on the page: it has to be earned.
AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic) and Applebot (Siri). The site links to no social profiles, so there is nothing tying the brand to a wider presence.
Higher is better · 0-10
Structured Data
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
5
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
0
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
4
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
9
Inbound links from other sites.
Domain Trust
3
Established authority for your domain.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
4
Press and news coverage.
Community
0
No community discussion yet.
0
No Reddit mentions found yet.
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 5.8/10, Grand Haven Lighthouse has a working base to build on - fixable, and the signals above are where to start.
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Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/ghlighthouse
Cite this score: Engagemii (2026). "AEO Score for Grand Haven Lighthouse." Retrieved from https://engagemii.com/aeo/brands/ghlighthouse
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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