AI Visibility Scorecard
marionroach.com · Media & Entertainment
Somewhat visible. AI bots can read Memoir coach and author Marion Roach, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 7 times
Claude · Meta AI · Apple Intelligence
#185,711 of 1,967,019 in Media & Entertainment for AI visibility
6
AEO Visibility
iBorderline · 5.8/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
from our crawl and measurement
Memoir coach and author Marion Roach describes itself simply: "Welcome to The Memoir Project, the portal to your writing life." Its AI visibility score is 5.8 out of 10: the engines can find it, but they do not have much to hold on to.
Our crawl found structured data on the page (CollectionPage, BreadcrumbList, WebSite), a sitemap and a readable heading structure. It is missing an llms.txt file.
AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic) and Applebot (Siri).
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
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
Good
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
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 5.8/10, Memoir coach and author Marion Roach has a working base to build on - fixable, and the signals above are where to start.
Do you want to learn to write memoir of any length, and on every platform? You've come to the right place.?
No one else teaches memoir like I do. To help you create writing that others will read, we will never use prompts or writing exercises. Ever. I have never used them and no one I’ve taught gets any from me. Instead, we get right to work.
Is this your brand?
The exact fixes for Memoir coach and author Marion Roach
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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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Scored by Engagemii on August 7, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/marionroach
Cite this score: Engagemii (2026). "AEO Score for Memoir coach and author Marion Roach." Retrieved from https://engagemii.com/aeo/brands/marionroach
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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