AI Visibility Scorecard
Return from Siberia
returnfromsiberia.com · Education
Somewhat visible. AI bots can read Return from Siberia, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 3 times
Claude · Perplexity
#156,276 of 937,492 in Education for AI visibility
6
AEO Visibility
iBorderline · 5.6/10
35
Muse Index Score
iAI agent readiness
Agent-ready · 35/100
0
AI Adoption
iNone detected · 0/100
About Return from Siberia
from our crawl and measurement
Return from Siberia describes itself simply: "In the midst of running a long-shot political campaign, Democratic political consultant John Simon discovers a 100-year-old manuscript written by his grandfather, Joseph, a brilliant young." Its AI visibility score is 5.6 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 (Person, Organization, WebSite), a sitemap and a readable heading structure. It is missing an llms.txt file.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Fair
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Strong
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Good
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Good
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.
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 5.6/10, Return from Siberia has a working base to build on - fixable, and the signals above are where to start.
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
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Source & Attribution
Scored by Engagemii on August 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/returnfromsiberia
Cite this score: Engagemii (2026). "AEO Score for Return from Siberia." Retrieved from https://engagemii.com/aeo/brands/returnfromsiberia
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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