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AI Visibility Scorecard
John Roeder Freeman Jr.
johnroederfreeman.com · Food & Beverage
At 2.2/10, John Roeder Freeman Jr. 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
#1,634,206 of 1,712,075 in Food & Beverage for AI visibility
2.2
/10
AEO Score
About John Roeder Freeman Jr.
from our crawl and measurement
"John Freeman is an Illustrator who's work specializes in whimsical, colorful, fun, quirky children's book illustrations, surface design, packaging, and gaming." That is how John Roeder Freeman Jr. introduces itself. To AI engines like ChatGPT and Perplexity it is close to invisible, scoring 2.2 out of 10.
Our crawl found structured data on the page (WebSite, LocalBusiness) and a sitemap. It is missing an llms.txt file and a heading structure that lays out what it offers.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
4
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
2
Clear headings and answer-style content.
Entity Clarity
5
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
4
Sitemaps and entity links AI can follow.
Off-page authority
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.
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 2.2/10, John Roeder Freeman Jr. is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for John Roeder Freeman Jr.
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Your Ingredient Label Has a Story. Is Anyone Telling It?
Food is the most intimate purchase a person makes. You're deciding what goes into your body, what you feed your family, what aligns with your values. That decision deserves more than a label and a hope.
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Source & Attribution
Scored by Engagemii on August 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/johnroederfreeman
Cite this score: Engagemii (2026). "AEO Score for John Roeder Freeman Jr.." Retrieved from https://engagemii.com/aeo/brands/johnroederfreeman
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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