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AI Visibility Scorecard
Friends of Harlow Lake
harlowlake.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 7 times
Meta AI · Claude · Apple Intelligence
#663,018 of 779,461 in Nonprofits for AI visibility
3
AEO Visibility
iNear-invisible · 3.3/10
25
Muse Index Score
iAI agent readiness
Agent-ready · 25/100
0
AI Adoption
iNone detected · 0/100
About Friends of Harlow Lake
from our crawl and measurement
"Learn More Friends of Harlow Lake (FOHL) is a 501(c)(3) non-profit organization and official partner of the MDNR." That is how Friends of Harlow Lake of Marquette, MI introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.3 out of 10.
On the page itself the strengths are clear: a clearly stated business identity. It is passable on some structured data and basic crawler access. What holds it back is a heading structure that lays out what it offers, credibility markers like credentials or reviews and sitemaps and entity links AI can follow.
Off the page there is only faint evidence that only a handful of sites link to it. Beyond that, the domain does not yet read as established, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. Those are earned elsewhere on the web, not fixed on the site itself.
AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic). The site links to no social profiles, so there is nothing tying the brand to a wider presence.
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
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 3.3/10, 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
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
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Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/harlowlake
Cite this score: Engagemii (2026). "AEO Score for Friends of Harlow Lake." Retrieved from https://engagemii.com/aeo/brands/harlowlake
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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