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AI Visibility Scorecard
Fritinancy
fritinancy.substack.com · E-commerce
Somewhat visible. AI bots can read Fritinancy, but it is missing the structured signals that push citation rate above competitors.
Monitoring for AI engine activity
In the Engagemii AEO index
#2,747 of 530,530 in E-commerce for AI visibility
6.7
/10
AEO Score
About Fritinancy
from our crawl and measurement
Fritinancy describes itself simply: "Names, brands, and the language of commerce, plus occasional dot-connecting about fashion, retail, culture, and city life. Click to read Fritinancy, by Nancy Friedman, a...." 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
3
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, Fritinancy has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Fritinancy
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
The $4.6 Trillion Problem Every E-Commerce Brand Ignores
Here's a number that should keep every e-commerce founder up at night: $4.6 trillion.
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Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/fritinancy-substack
Cite this score: Engagemii (2026). "AEO Score for Fritinancy." Retrieved from https://engagemii.com/aeo/brands/fritinancy-substack
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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