#237,759 OF 933,380 IN EDUCATION
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AI Visibility Scorecard
Code and Change
codeandchange.com · Education
Somewhat visible. AI bots can read Code and Change, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 7 times
Meta AI · Claude · Apple Intelligence
#237,759 of 933,380 in Education for AI visibility
5
AEO Visibility
iBorderline · 5.4/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
About Code and Change
from our crawl and measurement
Code and Change describes itself simply: "Education Beyond the Textbook: Cultivating the Architect Within KevinAugust 30, 2025 Unlock your students’ potential!." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.4 out of 10, readable in places, missing in others.
Under the hood there is a sitemap and a readable heading structure, but the score is capped by what is missing: structured data describing the business, an llms.txt file.
AI crawlers have visited the site once in our tracking, so the engines are already looking.
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
Weak
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
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
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 5.4/10, Code and Change has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Code and Change
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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 August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/codeandchange
Cite this score: Engagemii (2026). "AEO Score for Code and Change." Retrieved from https://engagemii.com/aeo/brands/codeandchange
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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