AI Visibility Scorecard
Seldom Spoken
seldomspoken.com · Media & Entertainment
Borderline visible. AI bots can crawl Seldom Spoken, but the structured-data signals are thin - you are at real risk of being skipped when buyers ask ChatGPT, Claude, or Perplexity for a recommendation.
AI engines read this profile 1 times
Claude
#1,357,887 of 1,966,627 in Media & Entertainment for AI visibility
4
AEO Visibility
iBorderline · 4/10
35
Muse Index Score
iAI agent readiness
Agent-ready · 35/100
0
AI Adoption
iNone detected · 0/100
About Seldom Spoken
from our crawl and measurement
Seldom Spoken is a business whose own site puts it this way: "Seldom Spoken is not just a memoir about trauma; it is a manifesto for survivors. It is a reminder that no matter how many “midnight calls” life brings, it is." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.0 out of 10.
Our crawl found structured data on the page (BookStore, Organization, WebSite), a sitemap. It also found the gaps that keep answer engines guessing: an llms.txt file, a heading structure that lays out what it offers.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Fair
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
Clear headings and answer-style content.
Entity Clarity
Good
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.
Off-page authority
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.
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 4/10, Seldom Spoken is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
How do you find your voice when the world has spent a lifetime trying to silence you?
Seldom Spoken is not just a memoir about trauma; it is a manifesto for survivors. It is a reminder that no matter how many “midnight calls” life brings, it is possible to rewrite your narrative, filter out the lies of self-doubt, and build a beautiful, fiercely authentic life.
Is this your brand?
The exact fixes for Seldom Spoken
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Seldom Spoken.
Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/seldomspoken
Cite this score: Engagemii (2026). "AEO Score for Seldom Spoken." Retrieved from https://engagemii.com/aeo/brands/seldomspoken
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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