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AI Visibility Scorecard
Shelly Stewart-Author
pen2prose.com · Media & Entertainment
Borderline visible. AI bots can crawl Shelly Stewart-Author, 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.
AI engines read this profile 2 times
Apple Intelligence
#1,639,690 of 1,910,026 in Media & Entertainment for AI visibility
3.2
/10
AEO Score
About Shelly Stewart-Author
from our crawl and measurement
Shelly Stewart-Author describes itself simply: "Featured Book - Hugs For Grandma Michael and Isobel learn Grandma is moving and they want to hug her. But Mom is busy and can't take them. How will they get to Grandma's to give her a hug." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.2 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.
AI crawlers have visited 2 times in our tracking, including Applebot (Siri).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
6
Clear headings and answer-style content.
Entity Clarity
5
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
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
5
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 3.2/10, Shelly Stewart-Author is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Shelly Stewart-Author
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.
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Source & Attribution
Scored by Engagemii on August 7, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/pen2prose
Cite this score: Engagemii (2026). "AEO Score for Shelly Stewart-Author." Retrieved from https://engagemii.com/aeo/brands/pen2prose
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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