AI Visibility Scorecard
randyroeder.com · Education
At 2.7/10, Randy Roeder, writer of crime fiction is close to invisible in AI search today. Most assistants will not cite it when asked about your category - fixable, and the signals below show exactly where to start.
AI engines read this profile 1 times
Claude
#903,265 of 936,542 in Education for AI visibility
3
AEO Visibility
iNear-invisible · 2.7/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
0
AI Adoption
iNone detected · 0/100
from our crawl and measurement
"Sins of Intent, his first novel featuring the indefatigable Efferding, is set in the city of Cedar Rapids and appeared in 2017." That is how Randy Roeder, writer of crime fiction introduces itself. As far as answer engines are concerned it may as well not exist yet: 2.7 out of 10.
The site is missing structured data describing the business, an llms.txt file and a sitemap.
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
Clear headings and answer-style content.
Entity Clarity
Weak
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
Fair
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
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 2.7/10, Randy Roeder, writer of crime fiction is crawlable but under-signaled - fixable, and the signals above are where to start.
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The exact fixes for Randy Roeder, writer of crime fiction
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ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.
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Scored by Engagemii on August 12, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/randyroeder
Cite this score: Engagemii (2026). "AEO Score for Randy Roeder, writer of crime fiction." Retrieved from https://engagemii.com/aeo/brands/randyroeder
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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