AI Visibility Scorecard
Perlman for Mayor
samanthaperlman.org · Nonprofits
Somewhat visible. AI bots can read Perlman for Mayor, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 8 times
Meta AI · Claude
#47,957 of 827,020 in Nonprofits for AI visibility
6
AEO Visibility
iVisible · 6/10
10
Muse Index Score
iAI agent readiness
Basic · 10/100
0
AI Adoption
iNone detected · 0/100
About Perlman for Mayor
from our crawl and measurement
Perlman for Mayor is a business whose own site puts it this way: "Councilor Samantha Perlman is running for Mayor of Marlborough!." Its AI visibility score is 6.0 out of 10: the engines can find it, but they do not have much to hold on to.
The site does the on-page work well, with structured data on the page (WebSite), an llms.txt file for AI models, a sitemap.
Our monitoring has logged one AI crawler visit here: the engines come, the question is what they find.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
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
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
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.
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 6/10, Perlman for Mayor has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Perlman for Mayor
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
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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/samanthaperlman-org
Cite this score: Engagemii (2026). "AEO Score for Perlman for Mayor." Retrieved from https://engagemii.com/aeo/brands/samanthaperlman-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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