AI VISIBILITY SCOREAS OF 2026-07-31 · ENGAGEMII INDEX
6.8/ 10

▲ 4.7 since Jul 2026

#21,850 OF 1,961,914 IN MEDIA & ENTERTAINMENT

SCORED BY THE SAME PIPELINE AS 54M+ COMPANIES · SIX ON-PAGE SIGNALS + OFF-PAGE AUTHORITYCHECK ANOTHER SITE →THE INDEX →

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AI Visibility Scorecard

Moral Dilemmas: First Drafts &  Commentaries

Moral Dilemmas: First Drafts & Commentaries

Unclaimed

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

i

Visible · 6.8/10

5

Muse Index Score

i

AI agent readiness

Basic · 5/100

0

AI Adoption

i

None detected · 0/100

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About Moral Dilemmas: First Drafts & Commentaries

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.

Industry · Media & Entertainment
Last scored · Jul 31, 2026

The 6 signals AI reads

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.

Off-page authority

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.

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 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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Picked for Moral Dilemmas: First Drafts & Commentaries: AEO & AI Search

The AEO Checklist Every Small Business Owner Needs Right Now

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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Source & Attribution

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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