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AI Visibility Scorecard
Ragan Sutterfield
ragansutterfield.com · Food & Beverage
At 2.3/10, Ragan Sutterfield 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
#1,529,507 of 1,623,150 in Food & Beverage for AI visibility
2.3
/10
AEO Score
About Ragan Sutterfield
from our crawl and measurement
"Drawing from my three decades as a birder, this is a book about paying attention as an act of love, and the gifts we receive when we listen to the world around us." That is how Ragan Sutterfield introduces itself. To AI engines like ChatGPT and Perplexity it is close to invisible, scoring 2.3 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
3
Clear headings and answer-style content.
Entity Clarity
4
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
5
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
0
No inbound links found yet.
Domain Trust
1
Established authority for your domain.
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 2.3/10, Ragan Sutterfield is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Ragan Sutterfield
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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Ragan Sutterfield.
Source & Attribution
Scored by Engagemii on August 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/ragansutterfield
Cite this score: Engagemii (2026). "AEO Score for Ragan Sutterfield." Retrieved from https://engagemii.com/aeo/brands/ragansutterfield
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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