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AI Visibility Scorecard
MacKenzie for Nottingham School Board
votemackenzie.com · Education
Borderline visible. AI bots can crawl MacKenzie for Nottingham School Board, 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
#498,247 of 876,918 in Education for AI visibility
4.5
/10
AEO Score
About MacKenzie for Nottingham School Board
from our crawl and measurement
MacKenzie for Nottingham School Board is a business whose own site puts it this way: "MacKenzie Nicholson is a 2026 Candidate for Nottingham School Board in Nottingham, NH. This site details her experience, values and positions on local school warrant articles." When AI engines look at it, they find little to work with. It scores 4.3 out of 10.
The site does the on-page work well, with structured data on the page (WebSite), an llms.txt file for AI models, a sitemap.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
7
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
5
Experience, Expertise, Authority, Trust markers.
Technical AEO
10
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 4.5/10, MacKenzie for Nottingham School Board is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for MacKenzie for Nottingham School Board
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
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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Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/votemackenzie
Cite this score: Engagemii (2026). "AEO Score for MacKenzie for Nottingham School Board." Retrieved from https://engagemii.com/aeo/brands/votemackenzie
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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