#554,374 OF 806,757 IN NONPROFITS
SCORE HISTORY BEGINS 2026-09-19
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AI Visibility Scorecard
Derby Duck Races
derbyducknetwork.com · Nonprofits
Borderline visible. AI bots can crawl Derby Duck Races, 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.
Monitoring for AI engine activity
In the Engagemii AEO index
#554,374 of 806,757 in Nonprofits for AI visibility
4
AEO Visibility
iBorderline · 4/10
25
Muse Index Score
iAI agent readiness
Basic · 25/100
0
AI Adoption
iNone detected · 0/100
About Derby Duck Races
from our crawl and measurement
The Derby Duck Races Blog describes itself simply: "Playbooks, ideas, and real stories to help your organization raise more with a rubber-duck race fundraiser, whatever kind of group you lead." When AI engines look at it, they find little to work with. It scores 4.0 out of 10.
Our crawl found structured data on the page (Blog). It is missing an llms.txt file, a sitemap and a heading structure that lays out what it offers.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
9
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
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
7
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 4/10, Derby Duck Races is crawlable but under-signaled - fixable, and the signals above are where to start.
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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 September 19, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/derbyducknetwork
Cite this score: Engagemii (2026). "AEO Score for Derby Duck Races." Retrieved from https://engagemii.com/aeo/brands/derbyducknetwork
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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