AI Visibility Scorecard
transphilosopher.com · Healthcare
Borderline visible. AI bots can crawl Rachel Williams, 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
#625,516 of 923,196 in Healthcare for AI visibility
4
AEO Visibility
iBorderline · 4.3/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
from our crawl and measurement
Rachel Williams describes itself simply: "Her skillful interweaving of autobiography and theory not only radically improves our understanding of sex and gender, but also manifests kindness and wisdom on every page." When AI engines look at it, they find little to work with. It scores 4.3 out of 10.
Our crawl found a sitemap and a readable heading structure. It is missing structured data describing the business and an llms.txt file.
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
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
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
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 4.3/10, Rachel Williams is crawlable but under-signaled - fixable, and the signals above are where to start.
What does “transgender” mean?
The term “transgender” has no universally agreed upon definition but most academics define it to mean “anyone who has a gender different from the gender they were assigned at birth”. For example, a trans girl might have been thought to be a “boy” at birth but her gender is actually that of a girl. There is debate within the trans community about how broad the trans umbrella is.
What is the difference between sex and gender?
“Sex” usually refers to biological/physiological characteristics of the body (“male” vs “female” vs “intersex”, etc.) whereas gender typically refers to a broader social-cultural phenomena involving expectations about social role, behavior, expression, power dynamics, processes of identification, public spaces (e.g.
What is the difference between “transgender” and “transsexual”?
When the term “transgender” was first coined it was defined in contrast to “transsexual”. “Transsexual” was a more limited term, specifically referring only to those trans people who seek out medical assistance via hormones, surgery, etc. “Transsexualism” was coined in the late 1940s and early 1950s by doctors David O. Cauldwell (a psychiatrist) and Harry Benjamin (endocrinologist).
What does “cisgender” mean?
The term “cisgender” comes from the Latin prefix “cis”, meaning “on this side of”, which is the opposite of “trans”, meaning “across from” or “on the other side of”. Basically, if you are cisgender you are not trans i.e. you identify as the gender you were assigned at birth.
How is sexual orientation different from gender identity?
Sexual orientation refers to who you are attracted to. Gender identity refers to your identification/comfort with a gender such as “man” or “woman”. These two things can vary independently. For example, a trans woman might identify as a woman but be attracted to other women (lesbian). Or a trans man might identify as a man but be attracted to more than one gender (bisexual/pansexual).
Is this your brand?
The exact fixes for Rachel Williams
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
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 Rachel Williams.
Scored by Engagemii on August 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/transphilosopher
Cite this score: Engagemii (2026). "AEO Score for Rachel Williams." Retrieved from https://engagemii.com/aeo/brands/transphilosopher
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
Powered by Engagemii - The Answer Engine Optimization (AEO) Platform