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AI Visibility Scorecard
Force of Infection
caitlinrivers.substack.com · Food & Beverage
Somewhat visible. AI bots can read Force of Infection, but it is missing the structured signals that push citation rate above competitors.
Monitoring for AI engine activity
In the Engagemii AEO index
#3,872 of 1,712,924 in Food & Beverage for AI visibility
6.7
/10
AEO Score
About Force of Infection
from our crawl and measurement
Force of Infection describes itself simply: "Weekly updates on what's going around. Tracking COVID-19, influenza, RSV, food recalls, and more. Helpful for anyone looking to stay well. Click to read Force of Infection, by...." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.7 out of 10, readable in places, missing in others.
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.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
2
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
1
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
8
Established authority for your domain.
Entity Presence
10
Recognized in AI knowledge graphs.
News Mentions
10
Press and news coverage.
Community
10
Forum and community discussion.
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 6.7/10, Force of Infection has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Force of Infection
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 Force of Infection.
Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/caitlinrivers-substack
Cite this score: Engagemii (2026). "AEO Score for Force of Infection." Retrieved from https://engagemii.com/aeo/brands/caitlinrivers-substack
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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