AI Visibility Scorecard
annaharberfreeman.com · Media & Entertainment
At 1.1/10, Anna Harber Freeman, Children's Author is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are Structured Data, E-E-A-T Signals and Backlinks. That is fixable, and the signals below show where to start.
AI engines read this profile 1 times
Claude
<1
AI Naming Predictability
iRarely named · <1/100
Media & Entertainment average 17
See what's behind this score →1.1
AEO Visibility
iNear-invisible · 1.1/10
Media & Entertainment average 4.2
See what's behind this score →-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Media & Entertainment average 3. Claim your page and Engagemii is your first.
See what's behind this score →5
Muse Index Score
iAI agent readiness
Basic · 5/100
Media & Entertainment average 15
See what's behind this score →0
from our crawl and measurement
"Albert Whitman & Company, 2021 The most renowned Native American Indian potter of her time, Maria Povika Martinez learned pottery as a child under the guiding hands of her ko-ōo, her aunt." That is how Anna Harber Freeman, Children's Author introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 1.1 out of 10.
Our crawl found a sitemap. It is missing structured data describing the business, an llms.txt file and a heading structure that lays out what it offers.
AI crawlers have read this profile once in our tracking, including ClaudeBot (Anthropic).
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Fair
Clear headings and answer-style content.
Entity Clarity
Fair
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
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
-
Not yet measured.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
No social discussion found yet.
Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can read your site and name it in answers. At 1.1/10, Anna Harber Freeman, Children's Author is near-invisible to AI engines today. That is fixable, and the signals above are where to start.
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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 November 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/annaharberfreeman
Cite this score: Engagemii (2026). "AEO Score for Anna Harber Freeman, Children's Author." Retrieved from https://engagemii.com/aeo/brands/annaharberfreeman
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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