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AI Visibility Scorecard
Barbara Johnson - A Head of Cabbage
aheadofcabbage.com · Education
At 1.5/10, Barbara Johnson - A Head of Cabbage 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 1 times
Claude
#866,818 of 873,651 in Education for AI visibility
1.5
/10
AEO Score
About Barbara Johnson - A Head of Cabbage
from our crawl and measurement
"This book shares an account of the everyday life struggles of a black woman and shows her determination to live a life different from those of her ancestors." That is how Barbara Johnson introduces itself. When AI engines look at it, they find little to work with. It scores 4.0 out of 10.
On the page it is passable on a workable page structure, a partly stated business identity, a few credibility markers and basic crawler access. What holds it back is structured data describing the business and sitemaps and entity links AI can follow.
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
0
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
1
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
0
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
5
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 1.5/10, Barbara Johnson - A Head of Cabbage is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Barbara Johnson - A Head of Cabbage
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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 June 29, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/aheadofcabbage
Cite this score: Engagemii (2026). "AEO Score for Barbara Johnson - A Head of Cabbage." Retrieved from https://engagemii.com/aeo/brands/aheadofcabbage
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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