AI VISIBILITY SCOREAS OF 2026-09-16 · ENGAGEMII INDEX
3.6/ 10

#737,965 OF 930,655 IN EDUCATION

SCORED BY THE SAME PIPELINE AS 54M+ COMPANIES · SIX ON-PAGE SIGNALS + OFF-PAGE AUTHORITYCHECK ANOTHER SITE →THE INDEX →

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AI Visibility Scorecard

Collaboratory for Policy and Leadership

Collaboratory for Policy and Leadership

Unclaimed

cepl.ca · Education

Borderline visible. AI bots can crawl Collaboratory for Policy and Leadership, 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

#737,965 of 930,655 in Education for AI visibility

4

AEO Visibility

i

Near-invisible · 3.6/10

5

Muse Index Score

i

AI agent readiness

Basic · 5/100

0

AI Adoption

i

None detected · 0/100

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About Collaboratory for Policy and Leadership

from our crawl and measurement

"In co-learning research, all of the participants involved in the research project have a voice in all aspects of the research." That is how Home introduces itself. When AI engines look at it, they find little to work with. It scores 3.6 out of 10.

Our crawl found structured data on the page (WebPage, ImageObject, BreadcrumbList) and a sitemap. It is missing an llms.txt file and a heading structure that lays out what it offers.

Industry · Education
Last scored · Sep 16, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

3

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

8

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

6

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 3.6/10, Collaboratory for Policy and Leadership is crawlable but under-signaled - fixable, and the signals above are where to start.

Frequently Asked Questions

Why a collaboratory now?

Over the past year we have seen challenges emerge that were unforeseen before the global pandemic. Our response to the pandemic has driven by both policy decisions involving all aspects of educational context and leadership by those leading our individual and collective reactions to the challenges all educators are facing.

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Picked for Collaboratory for Policy and Leadership: How-To

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 September 16, 2026. Methodology: engagemii.com/aeo/methodology

Source URL: https://engagemii.com/aeo/brands/cepl-ca

Cite this score: Engagemii (2026). "AEO Score for Collaboratory for Policy and Leadership." Retrieved from https://engagemii.com/aeo/brands/cepl-ca

Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.

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