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AI Visibility Scorecard
Friends of Harlow Lake
friendsofharlow.com · Nonprofits
Borderline visible. AI bots can crawl Friends of Harlow Lake, 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 3 times
Claude · Apple Intelligence · Meta AI
#390,606 of 769,380 in Nonprofits for AI visibility
4.7
/10
AEO Score
About Friends of Harlow Lake
from our crawl and measurement
Friends of Harlow Lake, based in non-profit Little Presque Isle Marquette, MI, describes itself simply: "Learn More Friends of Harlow Lake (FOHL) is a 501(c)(3) non-profit organization and official partner of the MDNR." When AI engines look at it, they find little to work with. It scores 4.7 out of 10.
Our crawl found structured data on the page (WebSite, Organization, LocalBusiness) and a sitemap. It is missing an llms.txt file and a heading structure that lays out what it offers.
AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic) and Applebot (Siri).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
5
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
4
Clear headings and answer-style content.
Entity Clarity
8
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
3
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.
Off-page authority
How the web signals your brand to AI
Backlinks
6
Inbound links from other sites.
Domain Authority
1
Established authority for your domain.
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 4.7/10, Friends of Harlow Lake is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Friends of Harlow Lake
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/friendsofharlow
Cite this score: Engagemii (2026). "AEO Score for Friends of Harlow Lake." Retrieved from https://engagemii.com/aeo/brands/friendsofharlow
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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