AI Visibility Scorecard
k16collaborative.org · Education
Borderline visible. AI bots can crawl Regional K, 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 3 times
Claude · Meta AI
#424,351 of 936,906 in Education for AI visibility
5
AEO Visibility
iBorderline · 4.8/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
from our crawl and measurement
Regional K is a business whose own site puts it this way: "Establish a steering committee comprising at least 25 percent of local employers." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.8 out of 10.
On the page itself the strengths are clear: a clear heading structure. It is passable on a partly stated business identity and basic crawler access. What holds it back is credibility markers like credentials or reviews, sitemaps and entity links AI can follow and structured data describing the business.
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.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic). The site links to no social profiles, so there is nothing tying the brand to a wider presence.
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
Fair
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
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
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
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.
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 4.8/10, Regional K is crawlable but under-signaled - fixable, and the signals above are where to start.
How to Qualify?
Regional K-16 Education Collaboratives Grant Program Collaborative Self-Assessment ChecklistThe program uses a two-phase grant process. Collaboratives are encouraged to use the self-assessment checklist below in order to evaluate which grant phase is most appropriate. Self-Assessment Checklist
What are Phase 1 and Phase 2?
Phase 1 is for existing collaboratives that already include all required partners and are fully operational and prepared to move forward immediately upon receipt of grant funds.*Phase 1 grant recipients have been selected. Phase 1 Grant Award Recipients - Project Summaries Phase 2 is for collaboratives that need or want to engage in further planning and development before applying for a grant.
Is this your brand?
The exact fixes for Regional K
Which AI engines already crawl you
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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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Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/k16collaborative-org
Cite this score: Engagemii (2026). "AEO Score for Regional K." Retrieved from https://engagemii.com/aeo/brands/k16collaborative-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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