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AI Visibility Scorecard
Re-Elect Melissa for BOE
melissaforboe.com · Education
Borderline visible. AI bots can crawl Re-Elect Melissa for BOE, 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 6 times
Meta AI · Claude
#586,218 of 893,932 in Education for AI visibility
4
AEO Visibility
iBorderline · 4.2/10
35
Muse Index Score
iAI agent readiness
Basic · 35/100
0
AI Adoption
iNone detected · 0/100
About Re-Elect Melissa for BOE
from our crawl and measurement
"Home page for the Melissa Woods for KCS Board of Education campaign. The Primary election is April 15-30 (early voting) and May 5 (Election Day)." That is how Re-Elect Melissa for BOE of Kingsport, TN introduces itself. When AI engines look at it, they find little to work with. It scores 4.2 out of 10.
The site gets some of it right: it has structured data on the page (LocalBusiness, WebSite), an llms.txt file for AI models, a sitemap. What holds it back is what is absent, including a heading structure that lays out what it offers.
Our monitoring has logged 2 AI crawler visits here: the engines come, the question is what they find.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
5
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
6
Clear headings and answer-style content.
Entity Clarity
9
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
4
Experience, Expertise, Authority, Trust markers.
Technical AEO
10
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
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 4.2/10, Re-Elect Melissa for BOE is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Re-Elect Melissa for BOE
Which AI engines already crawl you
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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 July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/melissaforboe
Cite this score: Engagemii (2026). "AEO Score for Re-Elect Melissa for BOE." Retrieved from https://engagemii.com/aeo/brands/melissaforboe
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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