AI Visibility Scorecard
replacekatie.com · Education
Borderline visible. AI bots can crawl Replace Katie Stuart - Join our mission to replace Katie Stuart in Illinois and make a real difference by supporting our, 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 2 times
Claude
#725,289 of 937,395 in Education for AI visibility
2
AI Naming Predictability
iRarely named · 2/100
4
AEO Visibility
iNear-invisible · 3.9/10
35
Muse Index Score
iAI agent readiness
Agent-ready · 35/100
0
AI Adoption
iNone detected · 0/100
from our crawl and measurement
Replace Katie Stuart is a business whose own site puts it this way: "Join our mission to replace Katie Stuart in Illinois and make a real difference by supporting our cause against HB2827. Together, we can drive positive change and achieve our shared goals." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.9 out of 10.
Our crawl found structured data on the page (BreadcrumbList, Organization, WebPage) and a sitemap. It is missing an llms.txt file and a heading structure that lays out what it offers.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
Strong · Good · Fair · Weak
Structured Data
Good
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
Clear headings and answer-style content.
Entity Clarity
Good
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.
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
No social discussion found yet.
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 3.9/10, Replace Katie Stuart - Join our mission to replace Katie Stuart in Illinois and make a real difference by supporting our is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Replace Katie Stuart - Join our mission to replace Katie Stuart in Illinois and make a real difference by supporting our
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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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Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/replacekatie
Cite this score: Engagemii (2026). "AEO Score for Replace Katie Stuart - Join our mission to replace Katie Stuart in Illinois and make a real difference by supporting our." Retrieved from https://engagemii.com/aeo/brands/replacekatie
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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