▲ 4.7 since Jul 2026
#21,850 OF 1,961,914 IN MEDIA & ENTERTAINMENT
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AI Visibility Scorecard
rollieatkinson.substack.com · Media & Entertainment
Somewhat visible. AI bots can read Moral Dilemmas: First Drafts & Commentaries, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 1 times
Claude
#21,850 of 1,961,914 in Media & Entertainment for AI visibility
7
AEO Visibility
iVisible · 6.8/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
from our crawl and measurement
Moral Dilemmas: First Drafts & Commentaries is a business whose own site puts it this way: "Here is a collection of social commentaries and short fiction pieces written by a veteran newspaper journalist now focusing on the small, but consequential moments of ordinary life and all." Its AI visibility score is 6.7 out of 10: the engines can find it, but they do not have much to hold on to.
Our crawl found a sitemap. It also found the gaps that keep answer engines guessing: structured data describing the business, an llms.txt file, a heading structure that lays out what it offers.
Our monitoring has logged one AI crawler visit here: the engines come, the question is what they find.
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Weak
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
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Weak
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Strong
Established authority for your domain.
Reference Presence
Strong
Recognized in AI knowledge graphs.
News & Press
Strong
Press and news coverage.
Community
Strong
Forum and community discussion.
Social Mentions
Weak
No social discussion found yet.
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 6.8/10, Moral Dilemmas: First Drafts & Commentaries has a working base to build on - fixable, and the signals above are where to start.
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Your potential customers are asking ChatGPT, Gemini, and Claude questions about your product category. These AI models are giving answers without sending traffic to your website. You're not losing rank. You're losing visibility entirely.
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Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/rollieatkinson-substack
Cite this score: Engagemii (2026). "AEO Score for Moral Dilemmas: First Drafts & Commentaries." Retrieved from https://engagemii.com/aeo/brands/rollieatkinson-substack
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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