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AI Visibility Scorecard
ChangeMaker Playbook
thechangemakerplaybook.com · Education
At 1.2/10, ChangeMaker Playbook is close to invisible in AI search today. Most assistants will not cite it when asked about your category - fixable, and the signals below show exactly where to start.
AI engines read this profile 2 times
Claude · Meta AI
#880,718 of 888,837 in Education for AI visibility
1
AEO Visibility
iNear-invisible · 1.2/10
55
Muse Index Score
iAI agent readiness
Transactable · 55/100
0
AI Adoption
iNone detected · 0/100
About ChangeMaker Playbook
from our crawl and measurement
ChangeMaker Playbook is a business whose own site puts it this way: "AS9100 Rev D Auditor Training by The Changemaker Playbook, builds auditors who follow evidence, write defensible findings, and lead the change that closes the loop." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.9 out of 10.
The site is missing structured data describing the business, an llms.txt file and a sitemap.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
0
Clear headings and answer-style content.
Entity Clarity
3
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
0
Experience, Expertise, Authority, Trust markers.
Technical AEO
2
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
2
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 1.2/10, ChangeMaker Playbook is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for ChangeMaker Playbook
Which AI engines already crawl you
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Why your brand doesn't show up in ChatGPT answers (and how to fix it)
ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.
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Source & Attribution
Scored by Engagemii on August 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/thechangemakerplaybook
Cite this score: Engagemii (2026). "AEO Score for ChangeMaker Playbook." Retrieved from https://engagemii.com/aeo/brands/thechangemakerplaybook
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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