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AI Visibility Scorecard
changeleaderbehaviorinventory.com · Education
At 1.2/10, CLBI 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.
Monitoring for AI engine activity
In the Engagemii AEO index
#856,924 of 860,918 in Education for AI visibility
1.2
/10
AEO Score
from our crawl and measurement
CLBI describes itself simply: "CLBI Home Book Research Contact Change Leader Behavior InventoryWhile the pace and complexity of change is increasing, the rate of failed change attempts continues to be unacceptably high." As far as answer engines are concerned it may as well not exist yet: 1.2 out of 10.
Under the hood there is a sitemap, but the score is capped by what is missing: structured data describing the business, an llms.txt file, a heading structure that lays out what it offers.
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
1
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
4
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
1
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
0
No inbound links found yet.
Domain Trust
0
Little domain authority yet.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
0
No Reddit mentions 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 1.2/10, CLBI is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for CLBI
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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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Scored by Engagemii on August 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/changeleaderbehaviorinventory
Cite this score: Engagemii (2026). "AEO Score for CLBI." Retrieved from https://engagemii.com/aeo/brands/changeleaderbehaviorinventory
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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