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AI Visibility Scorecard
Molly Milroy
mollymilroy.substack.com · Other
At 1.4/10, Molly Milroy 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
1.4
/10
AEO Score
About Molly Milroy
from our crawl and measurement
Peeled Grapes describes itself simply: "Stop in for a peeled grape, an exposed and vulnerable look at life. Juicy and delicious. Essays and poetry. Click to read Peeled Grapes, by Molly Milroy, a Substack publication." To AI engines like ChatGPT and Perplexity it is close to invisible, scoring 1.4 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.
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
1
Inbound links from other sites.
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 1.4/10, Molly Milroy is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Molly Milroy
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Why your brand doesn't show up in ChatGPT answers (and how to fix it)
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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Source & Attribution
Scored by Engagemii on August 10, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mollymilroy-substack
Cite this score: Engagemii (2026). "AEO Score for Molly Milroy." Retrieved from https://engagemii.com/aeo/brands/mollymilroy-substack
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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