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AI Visibility Scorecard
Karen McMahon for New York State Assembly
mcmahonforassembly.com · Healthcare
Borderline visible. AI bots can crawl Karen McMahon for New York State Assembly, 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
#410,688 of 819,164 in Healthcare for AI visibility
4.7
/10
AEO Score
About Karen McMahon for New York State Assembly
from our crawl and measurement
Karen McMahon for New York State Assembly describes itself simply: "<p><em>Ready to Work for Amherst, Williamsville, and Pendleton</em></p>." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.7 out of 10.
On the page it is passable on a workable page structure, a partly stated business identity and basic crawler access. What holds it back is structured data describing the business, sitemaps and entity links AI can follow and credibility markers like credentials or reviews.
Away from its own site, other sites link to it. There is some, but not much, sign that the domain is only lightly established. Beyond that, 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.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
6
Clear headings and answer-style content.
Entity Clarity
5
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
1
Experience, Expertise, Authority, Trust markers.
Technical AEO
5
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
7
Inbound links from other sites.
Domain Trust
1
Established authority for your domain.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
0
No Reddit mentions 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 4.7/10, Karen McMahon for New York State Assembly is crawlable but under-signaled - fixable, and the signals above are where to start.
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The exact fixes for Karen McMahon for New York State Assembly
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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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/mcmahonforassembly
Cite this score: Engagemii (2026). "AEO Score for Karen McMahon for New York State Assembly." Retrieved from https://engagemii.com/aeo/brands/mcmahonforassembly
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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