AI Visibility Scorecard
proctorscollaborative.org · Education
At 3.4/10, Proctors Insider is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are Structured Data, Domain Trust and Entity Presence. That is fixable, and the signals below show where to start.
AI engines read this profile 10 times
Meta AI · Claude · Apple Intelligence
62
AI Naming Predictability
iRarely named · 62/100
Education average 14
Top 3% of Education
See what's behind this score →3.4
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Education average 4. Claim your page and Engagemii is your first.
See what's behind this score →5
0
from our crawl and measurement
Proctors Insider is a Schenectady, NY business whose own site puts it this way: "Through arts and community leadership be a catalyst for excellence in education, sustainable economic development and rich civic engagement." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.4 out of 10.
On the page itself the strengths are clear: crawler access and the files AI engines look for and sitemaps and entity links AI can follow. It is passable on a workable page structure and a partly stated business identity. What holds it back is structured data describing the business and credibility markers like credentials or reviews.
Away from its own site, other sites link to it and it turns up in press coverage. 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, 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.
AI crawlers have read this profile 10 times in our tracking, including Meta AI, ClaudeBot (Anthropic) and Applebot (Siri). It does link out to several social profiles, which helps engines tie the brand together. The business dates to 1926.
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Fair
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
Fair
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
Strong
Inbound links from other sites.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
-
Not yet measured.
News & Press
Good
Press and news coverage.
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 read your site and name it in answers. At 3.4/10, Proctors Insider is near-invisible to AI engines today. That is fixable, and the signals above are where to start.
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When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.
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Scored by Engagemii on November 7, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/proctorscollaborative-org
Cite this score: Engagemii (2026). "AEO Score for Proctors Insider." Retrieved from https://engagemii.com/aeo/brands/proctorscollaborative-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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