AI Visibility Scorecard
Castor for Congress
kathy4fl.com · Nonprofits
At 2.4/10, Castor for Congress is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are Backlinks, Domain Trust and Entity Presence. That is fixable, and the signals below show where to start.
AI engines read this profile 8 times
Meta AI · Claude · Parallel
<1
2.4
-
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 →30
Muse Index Score
iAI agent readiness
Agent-ready · 30/100
Nonprofits average 14
See what's behind this score →0
About Castor for Congress
from our crawl and measurement
Castor for Congress is a business whose own site puts it this way: "You must request to vote by mail again after every general election." When AI engines look at it, they find little to work with. It scores 2.4 out of 10.
Our crawl found structured data on the page (WebPage, ImageObject, BreadcrumbList) and a readable heading structure. It is missing an llms.txt file and a sitemap.
- Company ·
- Castor for Congress
- Website ·
- kathy4fl.com
- Industry ·
- Nonprofits
- Location ·
- Tampa, FL
- Site status ·
- Live (The website showed an active business site when last checked (Aug 26, 2026).)
- Last scored ·
- Nov 7, 2026
The 6 on-page signals AI reads
Strong · Good · Fair · Weak
Structured Data
Good
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Strong
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Fair
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 2.4/10, Castor for Congress is near-invisible to AI engines today. That is fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Castor for Congress
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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.
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Source & Attribution
Scored by Engagemii on November 7, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/kathy4fl
Cite this score: Engagemii (2026). "AEO Score for Castor for Congress." Retrieved from https://engagemii.com/aeo/brands/kathy4fl
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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