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AI Visibility Scorecard
John F Leonard
johnfleonard.com · Media & Entertainment
Borderline visible. AI bots can crawl John F Leonard, but the structured-data signals are thin - you are at real risk of being skipped when buyers ask ChatGPT, Claude, or Perplexity for a recommendation.
Monitoring for AI engine activity
In the Engagemii AEO index
#1,454,949 of 1,853,117 in Media & Entertainment for AI visibility
3.5
/10
AEO Score
About John F Leonard
from our crawl and measurement
Bad Pennies... the Bad Ones always Come Back describes itself simply: "BAD PENNIES. A deeply disturbing tale of darkness and need that will stay with you long after reading. The first book in the terrifying SCAETH MYTHOS." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.5 out of 10.
Our crawl found structured data on the page (WebPage, ImageObject, BreadcrumbList) 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
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
6
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
7
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
7
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
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 3.5/10, John F Leonard is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for John F Leonard
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
The search landscape has fundamentally shifted. While Google still dominates, millions of users now ask questions to ChatGPT, Gemini, and Claude instead of typing into a search bar.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for John F Leonard.
Source & Attribution
Scored by Engagemii on August 12, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/johnfleonard
Cite this score: Engagemii (2026). "AEO Score for John F Leonard." Retrieved from https://engagemii.com/aeo/brands/johnfleonard
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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