AI Visibility Scorecard
The Modest Perspicac
modperslibrarian.com · Food & Beverage
At 1.66/10, The Modest Perspicac is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are Structured Data, E-E-A-T Signals and Backlinks. That is fixable, and the signals below show where to start.
AI engines read this profile 2 times
Claude · Parallel
3
AI Naming Predictability
iRarely named · 3/100
Food & Beverage average 12
See what's behind this score →1.66
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Food & Beverage average 2. Claim your page and Engagemii is your first.
See what's behind this score →10
Muse Index Score
iAI agent readiness
Basic · 10/100
Food & Beverage average 18
See what's behind this score →0
About The Modest Perspicac
from our crawl and measurement
"Helping others understand how to search and collect desired information. See the blog for book reviews, commentary, and fun." That is how The Modest Perspicac introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 1.66 out of 10.
Our crawl found structured data on the page (WebSite), an llms.txt file for AI models and a sitemap.
- Company ·
- The Modest Perspicac
- Website ·
- modperslibrarian.com
- Industry ·
- Food & Beverage
- Site status ·
- Live (The website showed an active business site when last checked (Aug 26, 2026).)
- Last scored ·
- Nov 9, 2026
The 6 on-page signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
Clear headings and answer-style content.
Entity Clarity
Fair
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
Sitemaps and entity links AI can follow.
The 6 off-page signals AI reads
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
-
Not yet measured.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
No social discussion found yet.
What this score means
Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can read your site and name it in answers. At 1.66/10, The Modest Perspicac is near-invisible to AI engines today. That is fixable, and the signals above are where to start.
Frequently Asked Questions
Library or Resource Center?
Nearly everyone loves and respects places called "The Library." For the most part, many appreciate when a place is called a "resource...The Modest Perspicacious LibrarianFeb 25, 20242 min read
Happy New Year?
Well hello... again. I won't try to catch you up. I'll just start from here and see where it takes us. A few items of housekeeping: I'm...The Modest Perspicacious LibrarianJan 27, 20241 min read
Is this your brand?
The exact fixes for The Modest Perspicac
Which AI engines already crawl you
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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 November 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/modperslibrarian
Cite this score: Engagemii (2026). "AEO Score for The Modest Perspicac." Retrieved from https://engagemii.com/aeo/brands/modperslibrarian
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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