AI Visibility Scorecard
Derby Duck Races
derbyducknetwork.com · Nonprofits
At 1.15/10, Derby Duck Races is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are Structured Data, E-E-A-T Signals and Backlinks. That is fixable, and the signals below show where to start.
AI engines read this profile 1 times
Claude
7
AI Naming Predictability
iRarely named · 7/100
Nonprofits average 9
Top 29% of Nonprofits
See what's behind this score →1.15
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Nonprofits average 2. Claim your page and Engagemii is your first.
See what's behind this score →20
Muse Index Score
iAI agent readiness
Basic · 20/100
Nonprofits average 14
See what's behind this score →0
About Derby Duck Races
from our crawl and measurement
Derby Duck Races 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 1.15 out of 10.
Our crawl found structured data on the page (Blog) and a readable heading structure. It is missing an llms.txt file and a sitemap.
AI crawlers have read this profile once in our tracking, including ClaudeBot (Anthropic).
- Company ·
- Derby Duck Races
- Website ·
- derbyducknetwork.com
- Industry ·
- Nonprofits
- Site status ·
- Live (The website showed an active business site when last checked (Nov 1, 2026).)
- Last scored ·
- Nov 8, 2026
The 6 on-page signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Fair
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
The 6 off-page signals AI reads
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
-
Not yet measured.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
No social discussion found yet.
What this score means
Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can read your site and name it in answers. At 1.15/10, Derby Duck Races is near-invisible to AI engines today. That is fixable, and the signals above are where to start.
Frequently Asked Questions
Curious what your own duck race could raise?
Every playbook here started as a real race for a real organization. The race-plan calculator turns the same numbers into an estimate for your group in about a minute, no call required. Build your free race plan › Derby Duck Races Turning Ducks Into Dollars For Good
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.
Continue reading in your free Engagemii portalSign up free to read the full article and get your AEO fix list for Derby Duck Races.
Source & Attribution
Scored by Engagemii on November 8, 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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